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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.

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  • 15.08.25 13:27 wendytaylor015

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    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

  • 18.08.25 21:10 Connorhelms

    I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org

  • 18.08.25 22:17 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

  • 18.08.25 22:17 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

  • 19.08.25 02:26 Jacksonbash

    You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].

  • 19.08.25 18:15 keith

    RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]

  • 19.08.25 18:54 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

  • 19.08.25 18:54 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

  • 19.08.25 18:54 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

  • 20.08.25 12:01 Official

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  • 20.08.25 17:00 lisared

    Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.

  • 20.08.25 20:42 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 21.08.25 01:54 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

  • 21.08.25 01:54 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

  • 21.08.25 01:54 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

  • 21.08.25 14:56 elainemurray

    E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.

  • 21.08.25 21:17 monte5757

    I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.

  • 22.08.25 08:00 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

  • 22.08.25 08:00 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

  • 22.08.25 08:00 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

  • 23.08.25 05:11 ramiroalcazar

    A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com

  • 24.08.25 01:05 samshaffer

    Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..

  • 24.08.25 06:32 amy

    I have lost all hope to recover my investment in pragmatic trade which I lost $125,000 in the process of investment. I'm here to say thank you to anthony davies for being a man of your word got my funds recovered back plus a bonus within a week of working with [email protected] I hope people make use of this opportunity as well and don't give up on getting your funds back. is also available on Telegram: @anthonydavies01

  • 24.08.25 17:13 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

  • 24.08.25 17:13 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

  • 24.08.25 17:13 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

  • 24.08.25 18:39 nelly young

    Getting your USDC stolen feels like the ground has been pulled out from under you. It’s not just about the money you’ve been violated, and your security is at risk. And since crypto lives on the blockchain, there’s no bank to call and no quick refund. That’s why you need someone who knows exactly what to do. Agent Jasmine Lopez has helped countless victims trace stolen USDC and lock down their accounts before more damage happens. Time matters reach her today at [email protected] WhatsApp at +44 736-644-5035 and take the first step toward getting your funds and peace of mind back.

  • 24.08.25 23:56 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: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.08.25 23:56 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: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.08.25 23:56 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: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.25 00:55 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 25.08.25 05:14 samshaffer

    Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..

  • 26.08.25 10:14 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

  • 26.08.25 10:14 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

  • 26.08.25 10:14 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

  • 26.08.25 23:59 floridaberna

    It began as an entirely ordinary afternoon when an unexpected message appeared in my Facebook inbox. The sender was a woman I had never encountered. She introduced herself with warmth and courtesy, explaining that her late husband had been deeply invested in Bitcoin before his sudden passing. According to her narrative, he had left behind a vast fortune in cryptocurrency. However, due to intricate international banking regulations and legal entanglements, she was unable to access the funds without external assistance. Her words carried an air of urgency yet also sincerity. She claimed she had come across my profile in a cryptocurrency discussion forum and believed I might be the right person to help. The obstacle she faced was a set of legal fees amounting to $25,000. Once those costs were paid, she assured me the Bitcoin would be unlocked and a generous portion would be mine in gratitude. Against my better instincts, I allowed myself to be persuaded. She provided what appeared to be legitimate documents and even screenshots of supposed legal correspondence. The level of detail made her story feel authentic. After several exchanges, I transferred the $25,000.Almost immediately, her demeanor shifted. Responses became sporadic and vague. Within days, communication ceased entirely. My optimism dissolved into dread as I recognized the truth. I had been deceived. Refusing to surrender, I searched for solutions and discovered TECHY FORCE CYBER RETRIEVAL, a firm specializing in tracing and reclaiming stolen cryptocurrency. Their team outlined a meticulous plan to track the blockchain trail, identify the sequence of wallets involved, and coordinate with local authorities to freeze the assets before they disappeared into the labyrinth of the crypto underworld. Time was critical. In the volatile realm of digital currency, stolen funds can be laundered through countless transactions within hours. Yet TECHY FORCE CYBER RETRIEVAL pursued each lead with relentless precision. They provided regular progress updates and explained how every crypto transaction leaves a digital footprint, no matter how deeply it is buried. Weeks later, the breakthrough came. The fraudulent account was located, the illicit funds were flagged, and to my immense relief, I recovered 100% of my stolen money. This left me with an invaluable lesson. The internet is full of opportunists who prey on trust and desperation. But should you ever fall victim, know that there are experts like TECHY FORCE CYBER RETRIEVAL who can help you reclaim what is rightfully yours.  MAil     support (@) techyforcecyberretrieval (.) com        WhatsApp   +1 561 726 369 7         Website    ht tp s : / / techy force cyber retrieval . com

  • 27.08.25 17:24 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

  • 27.08.25 17:24 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

  • 27.08.25 17:24 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

  • 27.08.25 20:27 maximeden68

    Top Crypto Bitcoin Wallet Recovery Services Contact iFORCE HACKER RECOVERY I wish to express my sincere gratitude to iForce Hacker Recovery for their exceptional service in recovering my lost bitcoin. Their expertise and professionalism were evident throughout the process, providing me with reassurance during a challenging time. The team's dedication to client satisfaction and their effective strategies were instrumental in resolving my issue. I highly recommend their services to anyone facing similar challenges. Thank you, iForce Hacker Recovery. Contact iForce Hacker Recovery: Email: iforcehk @ consultant. com WhatsApp: +1 (240) 803-3706 Website: iforcehackers. com/

  • 27.08.25 21:21 dbeverly

    One morning I received an email that looked like it came from my cryptocurrency exchange, OKX. The subject warned: Suspicious activity detected and urged me to log in via a link. The message seemed authentic — perfect logos, formatting, even the sender’s address. My pulse spiked and I clicked. The site that opened was indistinguishable from OKX’s homepage. Convinced it was real, I entered my username and password. Moments later, dread set in: my account was emptied. $12,500 in Bitcoin was gone. I called OKX, hoping for a reversal, but the representative explained transfers were irreversible. Desperate, I turned to GRAYWARE TECH SERVICE. From the first call, their professionalism was clear. They carefully examined my case, tracing the stolen Bitcoin across the blockchain. They identified the destination wallets and mapped every move the hackers made. Their regular updates turned fear into cautious optimism. Acting swiftly, GRAYWARE coordinated with exchanges along the path of the stolen funds, freezing assets before they could vanish. Their vigilance and expertise kept me informed and reassured. After two tense weeks, the breakthrough came: my full $12,500 was recovered and returned to my OKX account. What began as a nightmare became a success thanks to GRAYWARE TECH SERVICE’s relentless determination. They didn’t just recover my money — they restored my confidence in digital security. Contact: WhatsApp: +1 858 275 9508 Website: https://graywaretechservice.com Email: [email protected]

  • 28.08.25 10:08 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

  • 28.08.25 10:08 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

  • 28.08.25 10:08 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

  • 28.08.25 13:50 Maureensels

    STEPS TO RECOVERING MONEY FROM A CRYPTO INVESTMENT SCAM CONTACT WIZARD LARRY RECOVERY EXPERTS Are you trying to find a means to get your other cryptocurrency, including Bitcoin, back from scammers? Stop searching! Call or text +1 (616) - (292) - (4789) or send a mail to (WIZARDLARRY(@)MAIL. C OM) is the greatest Scammed Crypto Recovery Agency I've seen on Google Earth. I'm delighted I made the brave decision to get in touch with them. In a matter of hours, all of the cryptocurrency that I had stolen was returned to my Coin Base wallet. For assistance with their strategies, I will advise you all to get in touch with their customer service. You will thank me later. Website... Wizardlarryrecovery. com Email [email protected] o m

  • 28.08.25 13:50 Maureensels

    STEPS TO RECOVERING MONEY FROM A CRYPTO INVESTMENT SCAM CONTACT WIZARD LARRY RECOVERY EXPERTS Are you trying to find a means to get your other cryptocurrency, including Bitcoin, back from scammers? Stop searching! Call or text +1 (616) - (292) - (4789) or send a mail to (WIZARDLARRY(@)MAIL. C OM) is the greatest Scammed Crypto Recovery Agency I've seen on Google Earth. I'm delighted I made the brave decision to get in touch with them. In a matter of hours, all of the cryptocurrency that I had stolen was returned to my Coin Base wallet. For assistance with their strategies, I will advise you all to get in touch with their customer service. You will thank me later. Website... Wizardlarryrecovery. com Email [email protected] o m

  • 28.08.25 16:31 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

  • 28.08.25 16:31 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

  • 28.08.25 19:17 leticiazavala

    Earlier this year, I found what looked like an unbeatable offer on first-class airline tickets through an online travel agency. They advertised heavily discounted fares for international travel for only 0.11 BTC, which was worth around 7300 USD at the time. The only condition was that payment had to be made in Bitcoin. The website looked professional, had convincing reviews, and even offered live chat support. After some hesitation, I decided to go ahead with the booking. Two days later, I received an email from the airline saying my reservation had been canceled. I went back to the agency’s website only to find it had disappeared. Their customer support was gone, and their social media accounts had vanished. That was when I realized I had been scammed. I thought my Bitcoin was lost for good. Unlike a credit card transaction, there was no way to reverse it. A friend recommended a company called Techy Force Cyber Retrieval that specializes in tracking and recovering stolen crypto. I reached out not expecting much. To my surprise, their team responded quickly. I sent them the transaction details, and they immediately began tracing the movement of the 0.11 BTC. They followed the funds through multiple wallets and discovered the Bitcoin had ended up at a large exchange known for cooperating in fraud investigations. Techy Force Cyber Retrieval worked fast. They submitted the evidence to the exchange and requested that the wallet be frozen. Over the next few weeks, they handled all communication and submitted the necessary documentation. Just under three weeks later, the exchange approved the release of my funds. I was stunned when I saw the 0.11 BTC back in my wallet. I had lost hope, but Techy Force Cyber Retrieval delivered. They were professional, honest, and transparent throughout the entire process. If you have been scammed in a crypto deal, do not assume the money is gone forever. With the right help, it is possible to trace and recover stolen assets. Techy Force Cyber Retrieval gave me a second chance, and I would not hesitate to recommend them to anyone who finds themselves in a similar situation. FOR SERVICE HELP Email: [email protected] [email protected] CALL +15617263697

  • 29.08.25 09:20 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

  • 29.08.25 09:20 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

  • 29.08.25 09:20 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

  • 30.08.25 01:40 Moises Velez

    In a single transaction, my Coinbase wallet was destroyed. I was at a loss as to what to do and was unable to contact Coinbase support Teams. This transaction resulted in the complete depletion of my Ethereum and Bitcoin. I was not the individual in question, and I required assistance after losing approximately $821,000. I visited the police station to submit a report, but they were also unable to provide any assistance. A gentleman approached me at the stiction and presented me with a note that included an email address (recoveryhacker101[at]gmail[dot]com). He informed me that this recovery company could be of assistance. Upon contacting them and submitting all necessary documentation within 72 hours, I received a letter stating that she had successfully recovered all of my funds and identified the individuals responsible for the criminal activity. I would like to inform everyone that it is feasible to retrieve their funds provided that they correspond with the appropriate individual and adhere to the prescribed procedures.

  • 31.08.25 14:19 jack118

    In 2018, Marie assisted in the recovery of stolen bitcoin. The service was excellent. The coins were stolen by hackers, creating a nightmare. Marie was suggested by a friend. Contact her at [email protected] and @MARIE_CONSULTANCY on Telegram or WhatsApp at +1 7127594675. She was responsible for recovering Bitcoin. The trading goes on.

  • 31.08.25 23:14 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

  • 31.08.25 23:14 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

  • 31.08.25 23:14 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

  • 01.09.25 04:55 Maurice Cherry

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  • 01.09.25 11:06 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

  • 01.09.25 11:07 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

  • 01.09.25 16:41 Anitastar

    Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 01.09.25 17:03 WILLER GOODY

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  • 02.09.25 23:12 [email protected]

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  • 03.09.25 07:17 Fabian3

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  • 04.09.25 02:11 marcushenderson624

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  • 04.09.25 02:11 marcushenderson624

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  • 04.09.25 02:45 marcushenderson624

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  • 04.09.25 16:24 Melbourne

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  • 04.09.25 18:11 WILLER GOODY

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  • 05.09.25 08:14 Amostampari

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  • 05.09.25 15:39 micheal1219

    Losing USDT can be upsetting. This stablecoin usually stays close to the dollar's value. However, mistakes happen. Bugs in code, scams, or sending funds to the wrong place can cause losses. It might feel like the money is gone forever. But often, recovery is possible. Contact Marie at [email protected]. You can also reach her on Telegram at @marie_consultancy or WhatsApp at +17127594675.

  • 06.09.25 09:21 Young Felix

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  • 06.09.25 09:22 Young Felix

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  • 06.09.25 18:52 michaeldavenport218

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  • 06.09.25 18:52 michaeldavenport218

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  • 08.09.25 14:26 bajo171

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  • 08.09.25 18:04 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

  • 08.09.25 18:04 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

  • 08.09.25 19:21 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 02:34 wendytaylor015

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  • 02:34 wendytaylor015

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  • 02:34 wendytaylor015

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  • 11:48 Moises Velez

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  • 15:05 patricialovick86

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  • 15:05 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

  • 15:05 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

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