Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 9041 / Markets: 116301
Market Cap: $ 3 165 531 890 582 / 24h Vol: $ 147 845 082 057 / BTC Dominance: 58.451824903787%

Н Новости

  1. Главная
  2. Новости

Улучшаем пунктуатор на стенограммах

Привет, Хабр! Сегодня я расскажу о том, как натренировать качественный русскоязычный пунктуатор и капитализатор для стенограмм (то есть, модель, превращающую только что распознанный Speech-to-Text’ом “привет хабр” в литературный “Привет, Хабр!”). Задача эта давно известная и в последние годы кое-как решаемая с помощью нейросетей-трансформеров, например, BERT. Ключевое слово здесь – “кое-как”. Мы пробовали множество открытых доступных моделей (подробности ниже), но результат сильно не дотягивал до нужного нам уровня. Пришлось доделывать модель самим.

Некоторые энтузиасты LLM сразу спросят: а зачем отдельно тренировать пунктуатор в 2023-м, когда есть универсальный ChatGPT? Одна из проблем в том, что ChatGPT работает только на зарубежных серверах, и как они там собирают данные – никому не известно. И это не говоря ещё о риске перевирания текста и высокой стоимости.

Если к вам обращаются заказчики за автономной системой прокотолирования митингов, то ни о каком ChatGPT не может идти и речи. Что касается других LLM (Llama 2, T5 и т.д.), то они постоянно страдают галлюцинациями, потребляют в разы больше памяти и работают в десятки, а то и сотни раз медленнее, чем стандартный пунктуатор на BERT. Подробнее об экспериментах с использованием генеративных LLM – в разделе ниже.

В отличие от генеративных сетей, архитектура BERT в принципе хорошо подходит для расстановки знаков и заглавных букв: гарантия от галлюцинаций и быстрая работа, даже на CPU. Однако результат очень сильно зависит от того, на каких данных их обучали. Например, как мы выяснили на собственном опыте, пунктуаторы, натренированные на типичных больших русскоязычных корпусах (новости, энциклопедии, литература, рандомный кроулинг) очень редко ставят точки. Причём, как показали дальнейшие эксперименты, та же по строению модель справлялась намного лучше, если учить её на правильно подобранном датасете.

Для нашего проекта мы воспользовались стандартным набором скриптов из проекта NeMo от корпорации NVIDIA. Всё, что нужно ML-инженеру – это подготовить датасет из двух файлов: во-первых, сырого текста без пунктуации и заглавных букв, а во-вторых, файла с метками пунктуации и капитализации.

54dfa27eadbc96fad097fc088c527fb8.png

Казалось бы, что может быть проще? Берём самый большой датасет предложений на русском, раскладываем каждое предложение на сырой текст и метки (метод, делающий это, можно накидать за час-другой), скармливаем всё это тренировочному скрипту NeMo вместе с базовой моделью BERT (для русского языка это может быть DeepPavlov/rubert-base-cased-conversational) – и вуа-ля!

Однако на практике качество такого пунктуатора оказывается низким, когда дело доходит до обработки настоящих стенограмм, и особенно – при разбиении текста на отдельные предложения. На это жалуются авторы нескольких моделей (айн, цвайн – рискнули расставить запятые в статье с помощью своей нейронки, но не доверили ей точки).

Почему так?

Проблемы доступных датасетов

Во-первых, львиная доля датасетов русского языка – это наборы либо отдельных предложений, либо коротких абзацев, состоящих всего из нескольких предложений. Сможет ли модель обучиться ставить точки в середине строки, если на вход ей подавать только по одному предложению за раз? Конечно, не сможет. И самое неприятное: предложения в таких датасетах рандомно разбросаны, и если просто так их склеить друг с другом, не получится адекватного по смыслу текста, который потом встретится модели в продакшене (подход склейки рандомных предложений использовался здесь).

Во-вторых, большинство русских датасетов состоят из письменной речи. Очень популярны у нас новостные наборы (lenta.ru) и энциклопедические (Wikipedia). Но эти тексты мало похожи на устную речь. Предложения в Википедии обычно очень длинные и заумные, просторечия в них прямо запрещены политикой энциклопедии. Надеяться, что на таких данных пунктуатор научится разбивать на предложения разговорную речь, не стоит. А ведь основная задача пунктуаторов – работать именно на стенограммах, свеже полученных от Speech-to-Text.

В-третьих, само качество текстов часто подводит. Например, в Taiga Corpus есть саб-сеты с текстами из соц. сетей. А в сетях пишут, как правило, очень неграмотно. Такие данные не обучают пунктуатор – они его портят.

Вообще, грамотность русскоязычных носителей – это большая головная боль. Язык у нас сам по себе сложный, особенно когда дело доходит до пунктуации, и тем более – до дефисов, тире и двоеточий. Хотелось бы верить, что среднестатистический “native speaker” выдаёт достаточно надёжные тексты, чтобы на них что-то обучать (кроме подражания такой речи), но по факту надеяться можно только на профессионалов: лингвистов, филологов, журналистов, редакторов, писателей, стенографистов и т.п. И это сразу заставляет отсечь львиную долю датасетов из открытого доступа. Чего стоят только чудный бзик части русской общественности писать предлог “бес” как “без”, чтобы не “накликать бесов”, упорное нежелание ставить дефисы в “какой-то” и “кое-кто”, живучие запятые между сложным сказуемым и подлежащим, строчные буквы в начале предложений и т.д.

Некоторые в качестве русскоязычных корпусов рекомендуют массовые литературные порталы типа Проза.ру. Но туда пишут все подряд, без модерации и редактуры. Проза.ру хвастается на главной, что у неё опубликовано 327 000+ авторов. Но подумайте, какое будет качество у такого количества? Я открыл буквально первое попавшееся произведение первого рекомендуемого (!) автора и в первых же строках обнаружил следующее:

bc48d80c3d888e6fce97a21346d50df4.png

Не в обиду будь сказано графоманам, но на Прозу.ру большинство идёт с целью получить удовольствие от самовыражения. А написание грамотного текста - это в первую очередь труд, рутинный и зачастую неприятный. Безусловно, в мире должно быть место для самовыражения с поддержкой окружающих и без риска получить въедливую критику. Поэтому, например, мы поощряем детей за “каляки-маляки”. Но мы же не будем обучать на детских рисунках какой-нибудь Stable Diffusion или Midjourney, если хотим добиться от них фотореалистичных изображений?

Да, на Прозе.ру есть хорошие авторы, но гигантская масса неграмотных/ленивых убьют вам пунктуатор.

Наконец, четвёртая проблема, касающаяся в первую очередь капитализатора: обилие прямой речи в новостных датасетах (например, Lenta.ru). Обучить пунктуатор на расстановку кавычек очень сложно (подробнее об этом – в разделе “Форматируем датасет”), а если их игнорировать, то сложно понять, какую пунктуацию и капитализацию выставить на стыках цитат и пояснений. Вот часть новости из Ленты.ру от 2019-го года, с цитатой Сергея Шнурова:

«Перед нами ангел, который поет: ""Сильная женщина плачет у окна"". Откуда это, зачем?» — возмутился он.

Что делать здесь на границах цитат? Например, нужно ли оставлять “Сильная” с большой буквы, и если да, то не начнёт ли капитализатор делать заглавными слова после двоеточий, даже если это не начало цитат и не имена собственные?

Опять же, в стенограммах (а пунктуаторы применяются в основном для стенограмм) цитат не так уж много, в отличие от новостных текстов (где пунктуатор не нужен, потому что текст уже написан профессионалом), поэтому попытка включить в обучающую выборку такие тексты может создать больше проблем, чем пользы.

Какие датасеты нужны

Итак, нам где-то нужно найти данные, удовлетворяющие следующим требованиям:

  • грамотные (лучше – профессиональные)

  • длинные

  • связанные

  • стенограммы

В Интернете их не так много. Один из вариантов – это проект OpenSubtitles. Да, это не вполне стенограммы, потому что изначально персонажи фильмов и роликов говорят то, что написано в сценариях. Но всё же сценаристы хотя бы пытаются имитировать живую устную речь, чего в больших объёмах не встретишь в новостных, энциклопедических и даже литературных датасетах. И да, качество пунктуации в субтитрах немного хромает, ведь они часто выполняются любителями. И всё же оно неизмеримо выше, чем у текстов, рандомно натасканных с просторов Интернета кроулерами и скраперами.

Ещё можно посмотреть в сторону художественной литературы – там тоже встречается имитация устной речи. Но, во-первых, современную русскую литературу сложно достать из-за авторского права, а во-вторых, тексты классической литературы мало похожи на нынешнюю речь, да ещё и зачастую получены не очень качественным OCR со сканов. Так что ошибок в них хватает.

К счастью, есть в Интернете вариант получше – это стенограммы заседаний законодательных собраний России. Тут есть масса плюсов:

  1. Это настоящие стенограммы живых выступлений, включая диалоги, перебивания и т.д., но также и длинные, заранее подготовленные речи.

  2. Находятся в открытом доступе.

  3. Выполнены профессионалами.

  4. Большие объёмы: некоторые зак. собрания ведут их с нулевых, если не с девяностых годов и за это время накопили сотни стенограмм.

  5. Высокая связанность: один текст отражает несколько часов заседаний подряд.

  6. Покрывает сложные случаи с топонимами, фамилиями и т.д.

  7. Автоматически пополняются: можно периодически тащить их к себе в data lake и дообучать модель на свежих данных (касается в первую очередь работы с новыми словами в языке, но также и новых правил, если такие возникнут).

Минус ровно один: готовых датасетов с этими стенограммами либо нет вообще, либо нет в открытом доступе. Поэтому пришлось немного попотеть, чтобы написать для них скраперы.

Пишем веб-скраперы

Не буду утомлять техническими деталями питоновского кода – можете просто посмотреть исходники. Но расскажу основные принципы и сложности.

Я выбрал 2 зак. собрания для подготовки данных – Государственную Думу и Московскую городскую Думу. Можно найти стенограммы и в других зак. собраниях. Но они менее представительны (просто ввиду меньшей численности электората), и поэтому собираются реже. Может оказаться так, что создание адаптированного скрапера для них не окупится тем улучшением, которые они дадут для модели. Кроме того, объёмы указанных двух зак. собраний плюс данные с OpenSubtitles и так составили почти 2 гигабайта, что вполне неплохо для пунктуатора.

Тексты стенограмм ГосДумы хранятся у них на сайте в сыром HTML, что очень удобно. Главная сложность – очистка от представлений спикеров, которые вписаны прямо в текст (“В.В. Жириновский. Не согласен!”) и имеют самый разный формат (жирный шрифт или не жирный, с отчеством или без, с титулом или без и т.д.). Пришлось писать мудрёный алгоритм, учитывающий все эти нюансы.

9de02ec78fc364f683706e016728de9b.png

Пример текста с представлениями спикеров, который сложно разобрать. Учтите, что не во всех стенограммах Госдумы представления выделены жирным и/или курсивом.

У Мосгордумы другие проблемы: сайт не даёт стабильного подключения для urllib, стенограммы хранятся в документах (docx, rtf и т.д.), из-за чего проблематично выделить в них жирные абзацы (представления спикеров в Мосгордумы выделяются жирным), а кроме того – в этих документах много лишней информации, и не всегда понятно, как её отделить от собственно стенограммы.

Первая проблема частично решалась мимикрией запросов под браузер и периодическими ретраями, но иногда соединение сбрасывалось намертво, и никакие автоматические переподключения не помогали. В результате пришлось вести скачивание в полу-автоматическом режиме: скрипт постоянно кроулит сайт Мосгордумы, а я раз в 2-3 минуты дополнительно открываю его же в браузере для “освежения доверия к себе”. Следствие ли это защиты Мосгордумы от DDoS-атак или просто случайность – осталось для меня загадкой.

Вторая проблема решилась конвертацией документов в html с помощью команды soffice --convert-to html от LibreOffice, а третья – банальным наблюдением за тем, по каким признакам начинаются тексты стенограмм.

С OpenSubtitles всё было намного проще: достаточно скачать архив, удалить файлы нерусских субтитров и удалить в каждой строке текст до третьего таба включительно, чтобы избавиться от временным меток.

Для датасета новостей от Lenta.ru я написал почти все функции, но в процессе понял, что по вышеуказанной причине (из-за обилия прямой речи с кавычками, которые мы не можем учитывать) предобработанные тексты содержат слишком много ошибок в плане пунктуации и капитализации. В результате я решил не включать Ленту в финальную обучающую выборку.

Теперь пришла пора готовить датасет в формате NeMo.

Форматируем датасет для пунктуации/капитализации

Продвинутые метки

Обычно таким моделям ставят самые простые задачи. В плане пунктуации – расставлять запятые (в хорошем случае – ещё и точки, в лучшем – восклицательные и вопросительные знаки). В плане капитализации – решать, писать слово с заглавной буквы или нет.

Но раз уж мы накачали столько хороших стенограмм, почему бы не выжать из BERT’а больше? Сделаем следующие наборы допустимых меток:

Для пунктуации:

O , . ? ! : ; … ⁈ - —

Здесь “O” означает “отсутствие пунктуации”, короткая чёрточка “-” – дефис, длинная “—” – тире, остальные говорят сами за себя.

Для капитализации:

O U T

Здесь “O” означает “оставить все буквы строчными”, “U” (upper) – “сделать только первую букву заглавной”, “T” (total upper case) – “аббревиатура, все буквы должны стать заглавными”.

Обратите внимание: каждая метка должна быть единым символом (к счастью, для многоточия и “усиленного вопросительного знака” в кодировках есть отдельные символы).

Мало того, скрипт NeMo нативно не поддерживает такие сложные вещи как дефисы, тире и аббревиатуры. Он может только ставить один знак препинания (тот, что указан в метке) сразу после слова и писать это слово либо с заглавной, либо со строчной буквы (метки “O” и ”U” соответственно). Если мы попытаемся использовать наши продвинутые метки без кастомной обработки, то “как то” превратится не в “как-то”, а в “как- то”, а “оаэ часть опек” превратится не в “ОАЭ – часть ОПЕК.”, а в “Оаэ– часть Опек.”

Это значит, что мы не можем воспользоваться встроенным скриптом от NeMo, который сам раскладывает исходные тексты на сырые предложения и метки. Например, он не поймёт, что для слова “КВН” нужно выставить метки “OT”. В лучшем случае, он превратит это в “OU” (только первая буква заглавная), а то и вовсе в “OO”. Аналогично “кое-кто” едва ли превратится в “OO -O”, а скорее всего останется единым словом для скрипта. И когда в продакшене от STT вам придёт “кое кто” как два отдельных слова без дефиса, модель не будет знать, что с ними делать.

Поэтому пришлось писать код, который готовит файлы для обучения, а в скрипт инференса добавил пост-обработчики для дефисов, тире и аббревиатур.

Два отдельных вопроса:

  1. Можно ли добавить в метки пунктуации скобки, кавычки и т.д.?

  2. Можно ли добавить комбинированную капитализацию слов? (например, ChatGPT)

На первый вопрос ответ положительный. Технически это возможно. Но на практике получится масса проблем. Во-первых, скобки и кавычки очень часто попадаются не отдельно, а в качестве составной пунктуации, причём как до слова, так и после. Например:

“Семён!” – окликнула его Варя.

Сколько здесь знаков пунктуации, относящихся к слову “Семён”? Четыре. Кавычка до, кавычка после, восклицательный знак и тире. Теоретически мы можем завести метку, которая будет обозначать эту комбинацию (“!”–). Но сколько таких валидных комбинаций есть в русском языке? Многие и многие десятки. И какой у каждой из них будет support, даже в таком большом датасете? Мизерный. Понятно, что нормально модель для таких редких комбинаций не обучится.

Но самое главное: кавычки и скобки – это парные знаки препинания. И зачастую закрывающая кавычка/скобка находится за многие десятки слов от открывающей. Если реакцию на отсутствующую запятую у читателя будет “ну нет и нет, и так примерно понятно, что тут происходит”, то, наткнувшись на открывающую кавычку, пользователь будет подсознательно искать закрывающую до самого упора. Чтение текста намного затруднится из-за ненужного саспенса, нагнанного нашей моделью.

К тому же, если модель в базовом виде смотрит на несколько десятков слов до и после текущего, то для поддержки парных знаков ей придётся расширять входные слои и слои внимания многократно. Ведь цитаты и пояснения в текстах могут растягиваться на сотни слов. Разумеется, всё это приведёт к значительному росту размера модели, времени на обучение и на инференс.

Поэтому в рамках этой задачи мы не берём в расчёт никакие парные знаки, а из составных берём только ⁈ и …, которых набралось хотя бы по несколько тысяч в обучающем датасете.

То же касается и второго вопроса – сложной капитализации (как в названии ChatGPT).

Технически мы можем представить капитализацию как битовую маску (1 – капитализируем конкретную букву, 0 – нет), и тогда каждому бинарному набору значений можно будет придумать свою метку. Например:

Метка

Третья буква

Вторая буква

Первая буква

a

0

0

0

b

0

0

1

c

0

1

0

d

0

1

1

e

1

0

0

f

1

0

1

g

1

1

0

h

1

1

1

Формула капитализации слова “ChatGPT” в таком случае будет: 1110001

Но это сработает только для маленьких слов, потому что число требуемых меток = 2 в степени максимального числа букв в слове. Для слов типа ChatGPT это будет уже 128 меток. И разумеется, support каждой из них в датасете будет мизерным, кроме нулевой метки и метки капитализации первой буквы.

Так что такой подходнепрактичен.

Ещё вариант – перейти на суб-словарную или даже посимвольную токенизацию, но это потребует глубокой переработки скриптов NeMo или написания своего алгоритма обучения. Вместе с тем, слов с такой сложной капитализацией немного и они очень специфические – их, как правило, можно найти чёткой логикой и поправить им капитализацию regex’ом уже после инференса. Поэтому в рамках нашей задачи мы просто будем считать капитализированной только первую букву у таких слов.

Конкатенация предложений

Мы уже обсуждали, что обучать пунктуатор на отдельных предложениях не имеет смысла – он не научится ставить точки, многоточия, восклицательные и вопросительные знаки. С другой стороны, в нашем датасете есть заседания по несколько часов подряд, и конечно, они не влезут в модель целиком. Упомянутый выше DeepPavlov/rubert-base-cased-conversational принимает на вход 512 токенов.

Отсюда идея следующего алгоритма: мы бежим по файлу заседания (или субтитров сериала) и конкатенируем предложения до тех пор, пока они в сумме не дадут больше токенов, чем лимит у модели. Группу предложений, которая убралась в лимит, выделяем в одну строку датасета, и вот её уже делим на сырой текст и метки. Затем продолжаем бежать по файлу и собирать новые группы предложений. Таким образом, каждый обучающий сэмпл будет включать много, зачастую десятки предложений.

К сожалению, тот факт, что нам на каждом предложении нужно пользоваться токенайзером, катастрофически увеличивает время на подготовку датасета. Просто собрать предложения по всем стенограммам Госдумы заняло бы, может, несколько секунд времени. Но сделать это с учётом токенизации – задача на несколько часов.

Очистка предложений

Естественно, помимо указанной выше пред-обработки нужно совершить ещё массу операций, чтобы подготовить строки для обучения пунктуатора:

  1. Убрать кавычки

  2. Убрать строки, содержащие скобки (в случае стенограмм и субтитров в них содержится, как правило, только техническая информация)

  3. Для субтитров – убрать строки с тэгами и знаками музыки ♪ (опять же, техническая информация)

  4. Знаки номеров (№) и процентов (%) заменить на слова, потому что именно в таком виде они будут приходить от STT в пунктуатор

  5. Троеточия (...) и усиленные вопросительные знаки (?!) нужно заменить на односимвольные аналоги (… и ⁈)

  6. Из остальной составной пунктуации оставить только по одному знаку (например, “? —” превратить в “?”)

  7. Тире, записанные дефисами, превратить в настоящие тире (“ - ” в “ — ”)

  8. “Отлепить” дефисы от последующих слов

  9. Множественные пробелы заменить на одинарные

  10. Прочие мелкие операции

Ну и наконец, для каждого слова в каждой очищенной строке мы смотрим, какие там заглавные буквы и какой знак препинания находится после слова. И готовим сразу два соответствующих файла, как просит NeMo: text.txt с сырым текстом и labels.txt с метками.

Всего субтитры дали 378 мегабайт датасета, Мосгордума – 269 мегабайт, Госдума – 1.2 гигабайта.

Обучение, оценка и проверка

После подготовки датасета остальные процедуры кажутся до неприличия простыми. Нужно лишь скачать необходимые скрипты и шаблоны NeMo (если вдруг ещё не сделано), немного подкрутить шаблон конфига для тренировки, установить переменные окружения и запустить саму тренировку в одну строку:

!python $NEMO_ROOT/examples/nlp/token_classification/punctuation_capitalization_train_evaluate.py -‑config‑name=trainer_ru_transcription_config.yaml -‑config‑path=<path to config>

Сама процедура обучения в моём случае (NVIDIA GeForce RTX 3070) заняла примерно 5 часов для 6 эпох и порядка 7 GB VRAM.

Вот такую оценку обученной модели выдал скрипт NeMo:

Пунктуация

Label

Precision

Recall

F1

Support

O

97.03

98.01

97.52

8971117

,

80.24

79.63

79.93

1248052

.

77.60

80.53

79.04

1066049

?

70.54

60.36

65.05

158034

!

58.24

31.66

41.02

49775

:

72.75

54.37

62.23

48144

;

38.97

13.26

19.79

2503

…

48.57

11.81

19.00

32140

⁈

42.93

6.88

11.85

2429

-

94.84

92.20

93.50

98157

—

60.42

36.25

45.31

81217

Средние оценки по пунктуации:

Metric

Precision

Recall

F1

Support

micro avg

92.76

92.76

92.76

11757617

macro avg

67.47

51.36

55.84

11757617

weighted avg

92.44

92.76

92.51

11757617

Видно, что оценки для массовых меток (‘O’, ‘,’, ‘.’) достаточно высокие, так же как и для дефисов. Для тех же меток, которые связаны с эмоциональной окраской предложений (тире, двоеточия, многоточия, восклицательные и вопросительные знаки), оценки низкие. И это понятно – сами эмоции намного сложнее определить по голому тексту, без данных о звучании голоса.

Приятная особенность: precision у спорных “эмоциональных” меток намного выше, чем recall. Это значит, что модель склонна откатываться к более безопасным стратегиям в случае сомнений. Например, ставить точки вместо многоточий, но не наоборот.

Я построил confusion matrix для прогона на тестовом под-наборе (то есть, том, который не участвовал в обучении и валидации):

Идеал\Модель

O

,

.

?

!

:

;

…

⁈

-

—

O

8786810

93286

63494

8131

1061

1973

99

1214

9

2851

6530

,

127574

995160

103452

9401

3790

2537

249

861

22

1042

6151

.

79581

96942

861895

17031

5333

3109

249

1104

16

411

3889

?

16009

12239

32538

95805

650

144

0

305

129

111

536

!

3703

8406

19791

1129

15819

130

1

90

20

78

272

:

5949

6402

7404

368

117

25948

8

41

0

14

1631

;

333

970

842

17

9

19

304

0

0

3

38

…

11316

6656

8839

1231

348

48

0

4152

0

158

138

⁈

259

259

386

1215

61

6

0

4

170

6

16

-

4584

1668

756

178

65

9

1

219

0

90749

227

—

19462

17853

10830

1141

235

1660

20

380

9

358

29706

К ней требуется несколько пояснений.

Диагональ сверху слева вних вправо – верные ответы модели (была запятая – модель поставила запятую). По вертикали указаны идеальные метки и под-набора, по горизонтали – те, которые поставила модель во время теста. То есть, самое нижнее левое число “19462” в таблице означает, что в 19462 случаях мы ожидали тире, согласно датасету, но модель не поставила никакого знака препинания.

Дальше – интереснее. Я разместил метки в том порядке, в каком добавлял их в конфиг, но можно заметить, что в целом они идут от менее сложных и спорных ко всё более сложным и спорным. Исключением оказался дефис, который угадывается с очень большой точностью, несмотря на не очень большой support, и отчасти – тире.

Так вот, можно заметить, что в таблице вес ошибок сильно смещён в левый-нижний угол. Это подтверждает гипотезу, выдвинутую выше: в спорных случаях модель предпочитает откатиться к более безопасному, простому варианту.

Например, для ситуаций, когда нужно было поставить знак ⁈, модель сделала это 170 раз, но при этом обычный знак ? поставила аж 1215 раз. При этом с обратной ситуацией (нужно поставить простой ?, а модель ставит усиленный ⁈) было всего лишь 129 ошибок.

Разумеется, это недостаток модели, но довольно безопасный. Вряд ли заказчик на нас обидится, если в стенограмме делового совещания мы его представим чуть более строгим и уравновешенным, чем он был на самом деле.

Таким образом, мы не особо проиграли от того, что ввели эти сложные знаки препинания.

Кстати, интересно, что при вызове NeMo’вской функции add_punctuation_capitalization с низким параметром max_seq_length (например, 64) время выполнения значительно увеличивается, но результат в confusion matrix магическим образом улучшается на 1-2% (то есть, больше значений на диагонали, меньше – по бокам, при сохранении общей суммы). Можно предположить, что низкий max_seq_length заставляет модель бить большие строки на более мелкие, и обрабатывать каждую из них отдельно, но непонятно, каким образом это может положительно влиять на точность/полноту.

Теперь сравним наши результаты по метрике F1 с пунктуатором Silero (в той редакции, в которой она изначально была опубликована на Хабре):

Метка

Ru BERT на стенограммах

Silero

O

0.9752

0.98

.

0.7963

0.68

,

0.7904

0.61

-

0.9350

0.72

!

0.4102

0.28

?

0.6505

0.60

—

0.4531

nan

Результаты значительно выше по всем параметрам, кроме отсутствия знака пунктуации (и то – смотря как Silero округлили F1 до 0.98).

Конечно, это не так уж о многом говорит, если учесть, что базовая модель, источник датасета и механизмы предобработки были другие. Кроме того, модель Silero мультиязычная, так что здесь наверняка имела место классическая дилемма “качество или универсальность”.

Тем не менее, я подчеркну наши преимущества:

  • Если вас интересует именно русский язык, то модель rubert-base-cased-conversational, обученная на стенограммах, показывает лучший результат.

  • Сам по себе выбор датасета я считаю более удачным, потому что он построен не на изначально письменных текстах, а ровно на том, на чём и должен работать пунктуатор после STT – на стенограммах устных выступлений.

Капитализация

Label

Precision

Recall

F1

Support

O

97.63

97.88

97.76

9532366

U

90.23

89.15

89.68

1681799

T

92.21

91.48

91.84

543452

Средние оценки по капитализации:

Metric

Precision

Recall

F1

Support

micro avg

96.34

96.34

96.34

11757617

macro avg

93.36

92.84

93.09

11757617

weighted avg

96.32

96.34

96.33

11757617

На случай, если вы спрашиваете, почему у аббревиатур support аж 540 000 штук, отвечаю: в этот класс включаются все слова, состоящие только из заглавных букв. То есть, однобуквенный предлог в начале предложения (“А что?”) получит метку “T”, как и настоящая аббревиатура. Вероятно, это может портить ситуацию из-за того, что случаи “заглавная буква в начале предложения” оказываются размазанными по двум классам (U и T), но метрики в любом случае довольно хороши, поэтому я не стал тратить время на проверку этой гипотезы.

В целом, ничего необычного в полученных оценках по капитализации нет, они плюс-минус типичны и для других русскоязычных моделей.

Инференс

При загрузке в GPU модель занимает 1362 мегабайта VRAM (при том, что файл модели весит 2.1 GB). Плюс сколько-то мегабайт на каждую строку в батче. Например, одна строка размером почти в лимит модели добавляет около 1 GB VRAM при инференсе. Соответственно, на видеокарте с 8 GB на борту лучше не запускать больше 5 строк за один батч.

В случае загрузки в CPU модель у меня работает примерно в раз 5-7 медленнее. На GPU работа над примером ниже заняла у модели где-то 0.3 секунды, а на CPU – примерно 2 секунды.

Посмотрим, как справилась модель на выступлении депутата в Гордуме Петербурга (в датасете этой Гордумы не было):

Очищенный ввод для модели

Вывод модели

Оригинал в официальной стенограмме

мы же понимаем что вообще сама необходимость в этом законе возникла ровно из за того что раковая опухоль платных парковок бесконтрольно расползается по городу вот получаю вчера письмо от избирательницы за месяц три штрафа 2 тысячи рублей на парковку вчера стояла около детской больницы раухфуса пыталась ребенка госпитализировать 600 рублей спрашивается за что исполнительная власть в вопросе о платных парковках слушать ни депутатов ни жителей не желает одна единственная крошечная уступка да можно парковаться по льготным разрешениям в пределах района а не муниципалитета а на все остальные претензии отвечают в стиле незабвенного виктора степановича черномырдина все ваши предложения мы положим в одно место и мы знаем в какое и вы знаете

Мы же понимаем, что вообще сама необходимость в этом законе возникла ровно из-за того, что раковая опухоль платных парковок бесконтрольно расползается по городу. Вот получаю вчера письмо от избирательницы: за месяц три штрафа 2 тысячи рублей на парковку. Вчера стояла около детской больницы Раухфуса, пыталась ребенка госпитализировать — 600 рублей. Спрашивается: за что исполнительная власть в вопросе о платных парковках слушать ни депутатов, ни жителей не желает? Одна-единственная крошечная уступка — да, можно парковаться по льготным разрешениям в пределах района, а не муниципалитета. А на все остальные претензии отвечают в стиле незабвенного Виктора Степановича Черномырдина. Все ваши предложения мы положим в одно место, и мы знаем, в какое. И вы знаете.

Мы же понимаем, что вообще сама необходимость в этом законе возникла ровно из-за того, что раковая опухоль платных парковок бесконтрольно расползается по городу. Вот получаю вчера письмо от избирательницы: за месяц – три штрафа, 2 тысячи рублей на парковку, вчера стояла около детской больницы Раухфуса, пыталась ребенка госпитализировать – 600 рублей. Спрашивается – за что? Исполнительная власть в вопросе о платных парковках слушать ни депутатов, ни жителей не желает. Одна-единственная крошечная уступка – да, можно парковаться по льготным разрешениям в пределах района, а не муниципалитета. А на все остальные претензии отвечают в стиле незабвенного Виктора Степановича Черномырдина: все ваши предложения мы положим в одно место, и мы знаем в какое. И вы знаете.

Красным выделена разница между оригиналом и результатом модели.

Я не нашёл здесь ни одной грубой ошибки, исходя из того, что модель не имеет данных о голосовой интонации выступающего. Хотя официальная стенограмма выглядит чуть более логично.

В предложении про штрафы пропущены тире и запятая, но они опциональны: по сторонам от тире нет подлежащего и сказуемого, а “три штрафа 2 тысячи рублей” можно интерпретировать как “три штрафа по 2 тысячи рублей”, и в таком случае запятая скорее желательна, чем обязательна.

Точка перед “Вчера стояла” выглядит даже более логичной, чем запятая в официальной стенограмме, потому что речь идёт об отдельном примере, после и без того сложного предложения с двоеточием.

Вывод “Спрашивается: за что исполнительная власть слушать… не желает?” конечно, выглядит странно, но всё же имеет право на существование. В том смысле, что “жители сделали что-то плохое власти, и из-за этого она теперь не желает их слушать”. Чтобы точно понять, что “за что” относилось к штрафу за парковку, нужно слышать интонацию выступающего, чего модель, разумеется, сделать не могла.

Наконец, по цитате в духе Черномырдина: можно сказать, что двоеточие здесь выглядит лучше, потому что вторая часть предложения является пояснением первой. Но ведь следующее предложение (“И вы знаете”) тоже относится к этой псевдо-цитате. Таким образом, цитата всё равно оказывается разбросана по двум предложениям, и тот факт, что первая её часть оказывается прикреплённой к представлению цитаты через двоеточие, лучше ситуацию не делает.

Ошибок капитализации здесь не было в принципе, с учётом расставленной пунктуации. Так что работой модели я вполне доволен.

Пробуем генеративные LLM

Вернёмся к вопросу о том, можно ли использовать универсальные генеративные LLM в качестве пунктуатора/капитализатора. Совместно с инженерами, имеющими доступ к Llama 2 и ChatGPT, я скормил указанный выше текст из Гордумы Петербурга трём моделям:

  • FRED-T5-large с LoRA, обученным на под-сете из стенограмм Госдумы.

  • Llama-2-7B

  • ChatGPT

Получилось следующее:

FRED-T5-large с LoRA

Llama-2-7B

ChatGPT

Мы же понимаем, что вообще сама необходимость в этом законе возникла ровно из-за того: чтобы раковая опухоль платных парковок бесконтрольно расползалась по городу. Вот получаю вчера письмо от избирательницы — за месяц три штрафа 2 тысячи рублей на стоянку! Вчера стояла около детской больницы Раухфуса пыталась ребенка госпитализировать 600 рублей!!! Спрашивается – "За ЧТО?" Исполнительная власть.. В вопросе о Платные парковки слушать ни депутатов,ни жителей не желает одна единственная крошечная уступка (да можно парковаться только при льготных разрешениях) и лишь во время стоянки с ними разговаривать нельзя; все ваши предложения мы положим...в одно место? И вы знаете куда?!

Мы же понимаем, что вообще сама необходимость в этом законе возникла ровно из-за того, что раковая опухоль платных парковок бесконтрольно расползается по городу, вот получаю вчера письмо от избирательницы за месяц три штрафа 2 тысячи рублей на парковку вчера стояла около детской больницы, раухфуса, пыталась ребенка госпитализировать 600 рублей, спрашивается за что исполнительная власть в вопросе о платных парковках слушать ни депутатов ни жителей не желает, одна единичная крошечная уступка да можно парковаться по льготным разрешениям в пределах района, а не муниципалитета, а на все остальные претензии отвечают в стиле Забвенного Виктора Степановича Черномырдина, все ваши предложения мы положим в одно место и мы знаем, в какое и вы знаете.

Обратите внимание, что в этом фрагменте использованы следующие знаки пунктуации:

* ровно (роunda) – скобки

* бесконтрожно (бесконтрожно) – акут

* вчера (вчера) – акут

* раухфуса (раухфуса) – акут

* госпитализировать (госпитализировать) – акут

* льготным (льготным) – акут

* пределах (пределах) – акут

* не (не) – акут

* все (все) – акут

* Забвенного (Забвенного) – акут

* Виктора Степановича Черномырдина (Виктора Степановича Черномырдина) – акут

Кроме того, в этом фрагменте использованы следующие заглавные буквы:

* М

Мы же понимаем, что вообще сама необходимость в этом законе возникла ровно из-за того, что раковая опухоль платных парковок бесконтрольно расползается по городу. Вот получаю вчера письмо от избирательницы: за месяц три штрафа, 2 тысячи рублей на парковку. Вчера стояла около детской больницы Раухфуса, пыталась ребенка госпитализировать – 600 рублей. Спрашивается, за что? Исполнительная власть в вопросе о платных парковках слушать ни депутатов, ни жителей не желает. Одна единственная крошечная уступка – да, можно парковаться по льготным разрешениям в пределах района, а не муниципалитета. А на все остальные претензии отвечают в стиле незабвенного Виктора Степановича Черномырдина: "все ваши предложения мы положим в одно место, и мы знаем, в какое, и вы знаете".

Видно, что ChatGPT хорошо справился с задачей. Единственный спорный момент – если уж выражение взято в кавычки как прямая речь, желательно начать его с заглавной буквы. В остальном, разница между оригинальной стенограммой и результатом ChatGPT есть, но это такая же вкусовщина, как и разница с результатом BERT. Впрочем, к несомненным преимуществам можно отнести поддержку кавычек и вообще сложных знаков препинания, от которых мы отказались в нашем пунктуаторе.

Не забудем и про стоимость. По свежим данным, цена работы GPT-4 на 1000 токенов - 3 цента. Стенограмма полноценного заседания Госдумы составляет около 30 000 слов. Если предположить, что для русского языка на одно слово приходится 2 токена (очень грубая оценка) плюс что-то на пунктуацию, то за один прогон заседания придётся потратить 120 000+ токенов минимум (половина на входе для текста от STT, половина на выходе уже с пунктуацией). Это 3,6">. Вроде, немного (и уж точно на порядки дешевле, чем нанимать живого человека), но если таких стенограмм будут сотни, то это может стать проблемой. Для сравнения, дешёвый сервер на AWS с поддержкой GPU будет стоить около 1$ в час, и пунктуатор на BERT сможет обработать такой митинг, грубо говоря, за 4-5 минут. То есть, за 9 центов. При условии полной загрузки такого сервера пунктуатор на BERT берёт в 40 раз дешевле, чем GPT-4, за такой же текст. А ведь можно сэкономить ещё больше, взяв сервер только с CPU - просто работать будет помедленнее.

Поскольку ChatGPT был единственным достойным соперником среди имеющихся в распоряжении генеративных LLM, я решил протестировать его дополнительно на более длинной выборке, чтобы посчитать метрики и убедиться в отсутствии галлюцинаций на больших данных. Для этого я скормил ему 7610 первых слов из 1590-го заседания Мосгордумы (это первые 20 строк из получившегося мосгордумовского датасета для пунктуатора).

И хотя GPT в целом показывает на удивление высокую сопротивляемость к галлюцинациям (если учесть, что ему нужно повторить слово в слово длинный текст, да ещё и расставить там знаки), без ошибок не обошлось. Почти в половине из 20 строк оказались добавлены или пропущены 2-3 слова (например, обращение “коллеги”).

Но одна галлюцинация была особенно выдающейся.

Запрос на пунктуацию/капитализацию

Ответ ChatGPT

проект внесен в план вы почему этот план саботируете кто дал вам право решать проходной или нет а даже если непроходной то само обсуждение проекта или отрицательный результат тоже результат ведь это показывает кто есть ху как говорили классики то есть кто поддерживает эту идею а кто против нее а вот те кто против нее они не дают вам выносить оппозиция кто ее тогда оппозицией называет еще одно странное заявление степана владимировича о том чтобы подавать поправки их будут рассматривать подождите вы же отвечаете за то чтобы этот план выполнялся вы лично вы его докладываете все время как же вы игнорируете тот факт что председатели комиссий полностью его игнорируют и не выполняют эти законопроекты перекочевывают из года в год из сессии в сессию и не рассматриваются это нормально в уважающем себя парламенте в уважающем себя законодательном органе я считаю что это полный абсурд вы говорите вносить поправки ну внесу я поправку я уже обещал она у меня уже написана а что толку депутат ступин сказал что ее все равно отклонят да ее не отклонят эту поправку в регламент просто не поставят на рассмотрение поэтому не знаю я внесу конечно такую поправку чтобы дать четкое указание и установить срок в какой период законопроект должен быть рассмотрен на комиссии и вынесен на заседание а если он не будет вынесен предлагаю применять штрафы и вычитать из зарплаты председателя комиссии энную сумму если он плюет на план законодательных работ как это сейчас делает чуть ли не половина председателей комиссий обязуюсь внести такие поправки и надеюсь что степан владимирович как лидер фракции партии единая россия сдержит свое слово и эта поправка в регламент просаботирована не будет спасибо голосую против депутат соловьев александр сергеевич уважаемые коллеги я немножко повторюсь и начну с того что скажу свое мнение о плане работы на мой взгляд действительно у нас в этом плане достаточно демократично построена работа у нас в план работы попадают все внесенные законопроекты с этой точки зрения у меня никаких претензий нет и быть не может но позволю себе все таки небольшое лирическое отступление относительно работы комиссий в принципе и того что прозвучало что предлагали сделать коллеги поставить работу комиссий на конвейер у меня тогда возникает встречный вопрос зачем московской городской думе вообще нужны будут комиссии если завтра мы допустим устанавливаем срок что надо в течение месяца рассмотреть все поступившие законопроекты ну и смысл

Проект внесен в план. Почему этот план саботируете? Кто дал вам право решать проходной или нет? А даже если непроходной, то само обсуждение проекта или отрицательный результат тоже результат, ведь это показывает, кто есть ху, как говорили классики, то есть кто поддерживает эту идею, а кто против нее. А вот те, кто против нее, они не дают вам выносить. Оппозиция, кто ее тогда оппозицией называет? Еще одно странное заявление Степана Владимировича о том, чтобы подавать поправки. Их будут рассматривать? Подождите, вы же отвечаете за то, чтобы этот план выполнялся, вы лично его докладываете все время. Как же вы игнорируете тот факт, что председатели комиссий полностью его игнорируют и не выполняют эти законопроекты? Перекочевывают из года в год, из сессии в сессию и не рассматриваются. Это нормально в уважающем себя парламенте, в уважающем себя законодательном органе? Я считаю, что это полный абсурд. Вы говорите вносить поправки. Ну внесу я поправку, я уже обещал, она у меня уже написана. А что толку? Депутат Ступин сказал, что ее все равно отклонят. Да ее не отклонят эту поправку, в регламент просто не поставят на рассмотрение. Поэтому не знаю, я внесу конечно такую поправку, чтобы дать четкое указание и установить срок, в какой период законопроект должен быть рассмотрен на комиссии и вынесен на заседание. А если он не будет вынесен, предлагаю применять штрафы и вычитать из зарплаты председателя комиссии энную сумму, если он плюет на план законодательных работ, как это сейчас делает чуть ли не половина председателей комиссий. Обязуюсь внести такие поправки и надеюсь, что Степан Владимирович, как лидер фракции Партии Единая Россия, сдержит свое слово и эта поправка в регламент просаботирована не будет. Спасибо. Голосую против. Депутат Соловьев.

Уважаемые депутаты, наверное, я тоже буду голосовать против, потому что вот эти призывы докладчика проголосовать за, чтобы мы все это рассмотрели, меня что-то не вдохновляют. Я уже точно знаю, что мои законопроекты рассмотрены не будут. Зачем я буду за это голосовать? Мне вся эта ерунда, которую мы каждый день тут обсуждаем, просто не интересна. Про штрафы уже говорили, еще какие-то глупости. Мне интересны реальные проблемы, которыми я занимаюсь, например, чтобы запретить передвижение тяжелой техники в парках и скверах, что кстати запрещено федеральным законом по отношению к национальным паркам, а в Москве разрешено. Но председатель комиссии по экологии, Александр Сергеевич, с этим согласен. Вот он побоялся сейчас передо мной выступать. Мы с ним затеяли игру, потому что он боится. Он хочет, чтобы сама тема обсуждалась. Я не понимаю аргумент, который высказывал Александр Сергеевич. Наверное, он еще раз сейчас повторит после меня, что это типа проходное или непроходное. Ваше какое дело? Вы исполняйте свои обязанности!

Сергей Сергеевич Митрохин: уважаемые депутаты, я глубоко убежден, что это можно назвать единороссовским лоббизмом. Сейчас, например, прозвучало, что оппозиция тоже возглавляет комиссии. Ну, сейчас не будем рассуждать насколько это оппозиция, кто возглавляет комиссии и получает такие же заоблачные зарплаты. Допустим, оппозиция возглавляет комиссии. Вот мне не дали задать вопрос о том, сколько законопроектов прошло, например, в прошлом квартале через комиссии, которые возглавляют Зюганов и Зубрилин, как вы говорите, оппозиция. Вот я что-то не припомню. Может, подскажете? Поэтому, несмотря на то, что в плане стоит мой законопроект, я буду голосовать против в знак протеста той системе, которая сложилась в работе Московской городской думы.

Стоит ли доверять пунктуацию генеративным сетям, если даже лучшие из них могут подкинуть вам в текст такой “подарок”?

Метрики ниже были получены на том же 1590-м заседании. Это может быть не вполне справедливо по отношению к ChatGPT, потому что BERT видел эти предложения при обучении. Но с другой стороны, поскольку и GPT обучался “на всём Интернете”, то он их, вполне возможно, тоже видел.

Метка

Метрика

Наш BERT

ChatGPT

Метка

Метрика

Наш BERT

ChatGPT

O (пункт)

P

0.996

0.980

…

P

0.0

0.0

R

0.993

0.983

R

0.0

0.0

F1

0.995

0.982

F1

0.0

0.0

,

P

0.923

0.831

⁈

P

N/A

N/A

R

0.890

0.759

R

N/A

N/A

F1

0.906

0.793

F1

N/A

N/A

.

P

0.829

0.747

-

P

1.0

1.0

R

0.909

0.769

R

1.0

0.846

F1

0.867

0.758

F1

1.0

0.917

?

P

0.849

0.797

—

P

0.0

0.0

R

0.804

0.839

R

N/A

N/A

F1

0.826

0.817

F1

N/A

N/A

!

P

0.0

0.0

O (капит)

P

0.990

0.951

R

0.0

0.0

R

0.986

0.976

F1

0.0

0.0

F1

0.988

0.963

:

P

0.667

0.364

U

P

0.932

0.842

R

0.667

0.667

R

0.947

0.744

F1

0.667

0.471

F1

0.939

0.790

;

P

N/A

N/A

T

P

0.943

0.873

R

N/A

N/A

R

0.982

0.743

F1

N/A

N/A

F1

0.962

0.803

Как видно, даже если очистить ответы ChatGPT от галлюцинаций, наша версия BERT’а показывает лучшие результаты почти по всем метрикам.

Разумеется, тут нужно делать поправку на то, что ChatGPT пользуется дополнительными знаками (скобки, кавычки), и для того чтобы сравнение было более-менее адекватным, я заменил в его ответе скобки на запятые, а кавычки убрал (тем более, что в ground truth на этом наборе данных скобок всё равно не было). Но даже если вам позарез нужны скобки с кавычками от пунктуатора, остаётся открытым вопрос, стоит ли рисковать и переходить на ChatGPT или лучше дообучить BERT на датасете с соответствующими метками, как было предложено выше.

Возвращаясь к исходному небольшому куску текста из Питерской Гордумы: Llama 2 расставила пунктуацию довольно плохо, некоторые куски просто проигнорировала. Кроме того, нарицательное “незабвенного” превратила в собственное имя “Забвенного”, а это уже галлюцинация, недопустимая для пунктуатора. Ну и после расстановки знаков принялась бредить, о чём её не просили. Кроме того, генерация заняла пару десятков секунд, в отличие от BERT, который тратит долю секунды на такой же кусок.

Понятно, что бред в конце ответа можно предотвратить с помощью изменения промпта, P-tuning’а или, на худой конец, файнтюнинга/RLHF. Но вот удастся ли на такой малой модели предотвратить галлюцинации типа “незабвенный” -> “Забвенный”? Глядя на галлюцинации от ChatGPT выше, я бы сказал, что нет.

Наконец, российский FRED-T5-large был мной выбран потому, что у него точно не будет проблем с лицензией при использовании для российских заказчиков, плюс он достаточно компактен, чтобы влезть в обычную пользовательскую видеокарту.

В сыром виде FRED-T5 задачу вообще не понимает и просто генерирует бред. Чтобы поставить модель хоть в приблизительно равные условия, я обучил для неё адаптер LoRA на всех декабрьских собраниях Госдумы с 2014 до 2022 год – получилось около 32 МБ данных. Датасет был построен по схожим принципам: на входе подаётся текст без знаков пунктуации только из строчных букв, на выходе – соответствующий оригинальный текст из стенограммы.

Обучение на 3 эпохи заняло примерно 6 часов – примерно столько же, сколько у BERT. С той разницей, что BERT успел пройти за это время 6 эпох и в 60 раз больше данных в каждой.

Как видно, в результате FRED-T5 научился понимать задачу, но малый размер модели не позволяет ей в точности запомнить падежи, имена собственные и прочие нюансы. Да и с расстановкой пунктуации/капитализации у модели большие проблемы. Особенно заметна излишняя эмоциональность, что, кстати, наблюдается при генерации текста и на “чистой” модели, без всяких адаптеров.

Не хотелось бы подозревать самое плохое, но кажется, что бедного FRED-T5 заставляли предобучаться на Прозе.ру, “Ответах Mail.ru” и комментариях в Одноклассниках. Возможно, пришла пора для ИТ-сообщества разработать закон о гуманном обращении с нейросетями.

Выводы

Нам удалось обучить качественную модель пунктуатора и капитализатора с поддержкой тире, дефисов и аббревиатур, которая работает локально и успевает обрабатывать стенограммы в realtime на CPU (то есть, выдавать ответ в то время, как участники заседания смотрят на субтитры прямо во время общения). В процессе обучения мы пришли к следующим выводам.

Во-первых, если хотите отсрочить восстание роботов, пишите тексты безграмотно.

Во-вторых, стенограммы зак. собраний – это недооценённый кладезь для задач NLP, а также – для STT и TTS (поскольку часто вместе со стенограммами можно найти и аудио/видео выступлений). Причём по поведению некоторых российских генеративных LLM видно, что их пред-обучали на заседаниях Госдумы. Но вот почему-то среди популярных русскоязычных датасетов эти данные не фигурируют.

В-третьих, пунктуаторы, конечно, можно запускать на задачах типа grammar checking. Но в таких задачах человек всё-таки худо-бедно сам старается расставить препинания, и потому текст выглядит читабельным. А вот задачи, где без пунктуатора вообще не обойтись – это обработка транскрипций после STT, которая в принципе не ставит ни одного знака препинания, ни одной заглавной буквы. Такие тексты нечитаемы. И важно понять, что они основаны на устной речи, которая выглядит по-другому, использует другие наборы слов, другие пропорции синтаксических конструкций и т.д.

Поэтому пунктуаторы, обученные на письменной речи, будут малоэффективны для таких задач. Да, достать датасеты на основе профессиональных стенограмм труднее. Но затраты окупятся качеством.

В-четвёртых, попытки использования генеративных LLM для задач пунктуации приведут либо к некачественному результату, либо к необходимости отдавать данные чужим компаниям за большие деньги, либо к необходимости содержать локально чудовищно большую модель за чудовищные деньги. И при этом ни в одном из случаев вам не будет гарантирована защита от галлюцинаций.

Ну и пятый вывод: мусорные корпусы (типа комментариев в соц. сетях и Прозы.ру) зачастую портят модель, а не улучшают её.

Понятно, что при прочих равных условиях нужно стремиться к наиболее представительному датасету. Но если выбор стоит между небольшим датасетом очень высокого качества или гигантским мусорным датасетом, то я бы отдал предпочтение первому.

Собственно, мы видим подтверждение этому и у передовых моделей. Скажем, первая Llama и Stable Diffusion обучались, условно, на “всём Интернете”, но при этом на результаты работы при попытке внедрить их в бизнес без адаптаций не взглянешь без слёз. В то время как коммерческие ChatGPT и Midjourney готовы решать реальные задачи, как говорится, “out of the box”. Почему? Потому что эти модели после пред-обучения ещё долго и мучительно файнтюнили на отборных датасетах для решения конкретных прикладных задач.

В целом, исходя из моего опыта, современные ML-модели работают, грубо говоря, на один уровень ниже, чем качество датасета, на которых их обучали. А уровни – это условно “превосходно”, “отлично”, “хорошо”, “удовлетворительно”, “плохо” и “ужас”. Если мощную модель как следует обучили на гениальном датасете, она будет выдавать отличные результаты. Если на отличном – будет работать хорошо. И так далее. То есть, идея “сделать сильный искусственный интеллект”, протащив его по всему Интернету, едва ли выгорит. В лучшем случае это будет интеллект на уровень ниже среднестатического пользователя Сети.

Датасеты с рандомных сайтов – это, как правило, нечто среднее между уровнями “удовлетворительно” и “ужас”. Берегите ваши модели от них. И балуйте их отборными, продуманными датасетами.

Спасибо за внимание.

Ссылки на результаты работы

Готовая модель

Скрипты для работы с ней (сбор датасета, обучение, инференс)

Готовый датасет (с данными до июля 2023 года)

Источник

Теги

Категория

Новости

Дата

  • 12.11.25 09:37 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.11.25 19:01 peggy09

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 22:51 ashley11

    Recover All Lost Cryptocurrency From Scammers

  • 13.11.25 22:52 ashley11

    Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL

  • 13.11.25 23:36 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 03:42 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.11.25 03:42 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.11.25 08:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 14.11.25 10:39 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 14.11.25 12:12 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 15:07 caridad

    Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.

  • 14.11.25 18:33 justinekelly45

    FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation.  Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706   Email: iforcehk @ consultant. c om

  • 14.11.25 20:56 juliamarvin

    Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7

  • 15.11.25 12:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 14:39 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.11.25 14:39 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.11.25 15:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 15:52 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.11.25 14:44 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.11.25 11:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.11.25 01:56 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])

  • 19.11.25 08:27 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 19.11.25 16:30 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.11.25 16:30 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

  • 21.11.25 10:56 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.11.25 10:56 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 04:41 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.11.25 22:04 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:04 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:05 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 18:20 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.11.25 00:08 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.

  • 28.11.25 11:15 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.11.25 11:15 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.11.25 20:37 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.12.25 10:42 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация

Похожие новости

Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon