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SAGE v1.1.0: как мы учили генеративный корректор орфографии ошибаться реже, думать быстрее и исправлять пунктуацию

В октябре прошлого года мы выпустили SAGE — библиотеку для генеративной коррекции орфографии, которая включает в себя семейство предобученных трансформерных моделей, хаб с параллельными вручную размеченными датасетами и два алгоритма текстовой аугментации на основе намеренного искажения правописания.

С момента прошлого релиза мы улучшили качество наших моделей более чем на 10%, добавили правку знаков пунктуации и регистра, провели эксперименты по сжатию и ускорению полученных решений, добавили разметку пунктуации в датасеты и новые метрики в библиотеку, а нашу статью взяли на EACL 2024 в Мальте.

Продолжаем делиться нашими результатами и вместе с этим постом выкладываем в открытое пользование:

Веса генеративных моделей для коррекции правописания и пунктуации:
1. Sage-fredt5-large;
2. Sage-fredt5-95m: дистиллированная версия FRED-T5-1.7B;
Модель sage-mt5-large для коррекции орфографии одновременно на русском и английском языках;
Модель sage-m2m100-1.2B, дообученная на датасетах с естественными (сделанными человеком) ошибках. Эту модель мы позиционировали как наше лучшее решение и выкладывали в качестве Cloud AI Service, теперь ей можно пользоваться так же как любой моделью из HuggingFace Hub;
Дополнительная разметка для наших датасетов: теперь добавили корректную пунктуацию;
В библиотеку SAGE добавили метрику, отдельно учитывающую орфографические, пунктуационные ошибки и ошибки регистра. Кроме того, библиотека теперь полностью задокументирована, документация находится здесь.

Модели sage-fredt5-large и sage-mt5-large выкладываются после предобучения, а sage-fredt5-95m и sage-m2m100-1.2B после дообучения.

Далее расскажем обо всем по порядку.

Что будет дальше

Новая процедура предобучения
Правка знаков пунктуации и регистра
Дистиллированная версия
1. Разработка модели
2. Результаты
Мультиязычность
Заключение

Новая процедура предобучения

В прошлый раз мы описывали цикл обучения генеративных моделей для коррекции орфографии, который состоял из двух этапов: предобучение на синтетических данных в режиме sequence-to-sequence, где зашумлённой последовательности сопоставляется её корректный вариант, и последующее дообучение на данных с естественными ошибками.

Мы показали (Таблица 1 в статье или Таблица из главы Дообучение в посте), что этап предобучения на синтетических данных оказывает ключевое влияние на способность модели исправлять ошибки. Развивая этот результат, мы дополнили sequence-to-sequence задачу дополнительными функционалами, которые модель должна была оптимизировать вместе с исходным.

Выбор моделей

Основные результаты нашего предыдущего исследования были получены на архитектурах M2M100. Мы рассчитывали на мультиязычную природу моделей (ведь базово они используются для мультиязычного перевода), которая должна была послужить дополнительным источником понимания орфографической и грамматической структуры отдельно взятого языка (русского или английского в случае наших экспериментов).

Однако на текущей стадии мы практически полностью перешли на моноязычные модели энкодер-декодерного типа из семейства FRED-T5 размера large и 1.7B из соображений простоты использования, производительности и, не в последнюю очередь, показываемых результатов.

Распознавание ошибок энкодером

Предобучение моделей вида энкодер-декодер в нашей задаче во многом основывается на генерации корректных последовательностей из зашумлённых. Последние получаются в результате применения к изначально грамотным текстам алгоритмов намеренного искажения правописания, например, SBSC (Statistic Based Spelling Corruption) или Augmentex. Каждый из алгоритмов в том или ином виде «искажает» исходный текст с помощью ряда опечаток, которые можно разделить на следующие типы: вставка, удаление, замена одного символа, перемена мест двух соседних символов и удаление и вставка разделителя (пробела).

Мы хотели обогатить информацию, которую энкодер передаёт в декодер, данными о позициях и типах допущенных ошибок, чтобы декодер лучше понимал, что и где исправлять. Для этого мы заставляли энкодер предсказывать тип каждого токена входной последовательности:

Распознавание ошибок энкодером

При создании синтетических корпусов для предобучения, мы добавляем существенный уровень шума, при этом несколько ошибок могут попадать в одно слово и впоследствии в один токен. Поэтому один токен может соответствовать нескольким классам внедряемых ошибок. Таким образом, энкодер предсказывает как минимум один тип для каждого токена входной последовательности. Альтернативной формулировкой было бы назначать каждому токену только один класс потенциальной ошибки, однако в этом случае расположение опечаток должно быть достаточно разреженным, чтобы исключить попадание двух ошибок в один токен.

Благодаря тому, что и SBSC, и Augmentex запоминают позиции в тексте, куда они вставляют опечатки, мы можем получить разметку входной последовательности для энкодера:

Разметка токенов входной последовательности

Сложность представляет только удаление символа из слова:

text = "Я читаю кус по теории игр" # "Я читаю [курс] по теории игр"

encodings = tokenizer.tokenize(text)
print(encodings)

# ['я', 'читаю', 'ку', '##с', 'по', 'теории', 'игр']

Не ясно, какому из токенов «ку» или «##с» присваивать класс «Deletion», поэтому далее условились присваивать «Deletion» токену слева от позиции удаления.

Приближение векторных представлений исходного предложения и коррекции

В основе второго подхода лежит идея обогащения дополнительной информацией уже декодера энкодер-декодерной архитектуры. Текущая процедура предобучения для одного лишь sequence-to-sequence функционала выглядит так: в энкодер подаётся текст с ошибками, в декодер — соответствующая коррекция, на выходе из декодера считается sequence-to-sequence ошибка, как на рисунке:

Sequence-to-sequence функционал

Мы решили подавать в энкодер оба предложения: и исходное, и исправленное. Для каждого получаем их векторные представления на последнем слое энкодера. По полученным представлениям далее мы вычисляем дополнительный функционал, который рассчитывается по следующей формуле:

$-\dfrac{1}{|\mathbf{B}|}\sum_{i=1}^{\mathbf{B}}\sum_{j=1}^{\mathbf{B}} log\dfrac{1}{1 + e^{z_{ij}(-tx_iy_j+b)}}$

где x_i,y_j — векторные представления, соответствующие исходному предложению и корректному, $|\mathbf{B}|$ — размер массива подаваемых в модель текстов, а $z_{ij}$ принимает значение 1, если i = j, и −1 в противном случае (за подробностями можно обратиться к статье Sigmoid Loss for Language Image Pre-training). Далее по тексту мы будем упоминать этот функционал в том числе как сигмоид-ошибка (с английского «sigmoid loss» или «sigloss»).

Далее уже в декодер подаётся векторное представление текста с опечатками, полученное на последнем слое энкодера. На выходе декодера так же, как и в базовом случае, считается sequence-to-sequence ошибка, и итоговый функционал для оптимизации получается как линейная комбинация sequence-to-sequence- и сигмоид-ошибок:

Оптимизация дополнительного функционала должна в первую очередь заставить энкодер производить похожие векторные представления для исходного текста и коррекции, которые изначально составляли пару, и, наоборот, разводить в пространстве векторного представления тексты из разных пар.

Здесь нужно оговориться, что, как видно из формулы, значения функции для сигмоид-ошибки в случае текстов, исходно составляющих пару, становятся тем меньше, чем ближе друг к другу векторные представления двух текстов. Это создаёт опасность получения идентичных представлений для обоих предложений из пары. Чтобы этого избежать, мы соответствующим образом подбирали размер подмножества текстов, подаваемых в модель, а также гиперпараметры t (температура) и b (смещение, необходимое для более устойчивой сходимости алгоритма оптимизации).

Таким образом, в декодер поступает векторное представление текста с ошибками, такое, что оно стимулирует декодер генерировать исправленный текст, идентичный по смыслу исходному предложению. Проблема, которую мы таким образом решали, может быть проиллюстрирована примером:

Возможно, имело бы смысл запустить рыбу в прутт.

Слово «прутт» может быть заменено (с точки зрения существующих в языке слов) на «прут» или «пруд». Корректная замена определяется разрешением омофонимии относительно контекста, информацию о котором мы как раз пытаемся передать в декодер с помощью приближения векторных представлений двух текстов из одной и той же пары.

Результаты

Для корректного сравнения с ранее полученными метриками замеры проводились по аналогичному сценарию: показатели считаются как для только лишь предобученных моделей (в таблице ниже это Pre-train (PT. / NER / CLIP), NER соответствует моделям, энкодер которых дополнительно учился распознавать ошибки, CLIP — моделям, которые приближают векторные представления исходного предложения и коррекции), так и для дообученных. Дообучение проводилось на комбинации датасетов RUSpellRU и MutlidomainGold (MDG) из коллекции датасетов (бенчмарка) для коррекции правописания spellcheck_benchmark, параметры генерации не менялись и указаны в репозитории SAGE.

Получившиеся результаты указаны в таблице ниже.

Результаты моделей, обученных с помощь Распознавания ошибок энкодером (NER) и Приближения векторных представлений исходного предложения и коррекции (CLIP)

Помимо нашего предыдущего лучшего решения sage-m2m100-1.2B, которое мы описывали в первом посте, и новых разработок sage-fredt5-large и sage-fredt5-1.7B мы также включили замеры, произведённые на открытых инструментах Yandex.Speller, JamSpell, Hunspell и моделях gpt-3.5-turbo-0125 и gpt-4-0125-preview, которые на момент написания поста являются актуальными версиями серий gpt-3.5 и gpt-4.

Для запросов как в gpt-3.5-turbo-0125, так и в gpt-4-0125-preview использовалась инструкция, которую путём проб и ошибок выявили как оптимальную:

Перепиши "<text>" без орфографических, грамматических ошибок и опечаток, сохраняя исходный стиль текста, пунктуацию, не раскрывая аббревиатуры, не изменяя корректный текст. Напиши только правильный ответ без дополнительных объяснений.

На текущий момент лучшим решением является вариация модели sage-fredt5-1.7B RUSpellRU+MDG (+NER). Последняя обучалась с помощью дополнительной задачи для энкодера на том же самом корпусе, что и модель sage-m2m100-1.2B (подробности формирования корпуса можно прочитать в посте), разве что зашумление текстов в этот раз было выполнено с помощью Augmentex. Дообучение модели проводилось на комбинации датасетов RUSpellRU и MultidomainGold также с помощью дополнительного функционала для энкодера.

Чтобы отдельно показать рост метрик, который вызван изменениями архитектуры и дополнительными функционалами, мы не брали во внимание правку пунктуации и регистра во время процедур обучения и не включали подобные ошибки в подсчёт на тестовых корпусах. Решению проблемы корректной расстановки знаков препинания посвящена следующая глава.

Правка знаков пунктуации и регистра

Наши предыдущие решения были предназначены для правки исключительно орфографических и грамматических ошибок, пунктуацию оставляли авторской. В настоящий момент мы публикуем результаты экспериментов по коррекции ошибок, связанных также и с расстановкой знаков препинания по правилам русского языка.

Вопреки распространённому подходу, мы отказались от разработки двух отдельных моделей для орфографических и пунктуационных ошибок, так как считаем, что попытка исправить только лишь орфографию или пунктуацию существенно ограничивает потенциал таких решений. Концепция исправления всех видов ошибок (рассматриваемых) одновременно одной моделью, кроме всего прочего, позволяет более честно сравнивать такие решения с корректорами на основе больших языковых моделей, которые, очевидно, при должном выборе инструкции исправляют все заданные категории ошибок разом.

Как обычно, в рамках постановки задачи мы сразу же говорим про…

Датасеты

Базой для датасетов, которые мы использовали для решения задачи правки одновременно орфографии и пунктуации, является коллекция spellcheck_benchmark, которую мы выпустили в прошлый раз. В ней уже собрано более 13 тысяч вручную размеченных экспертами текстов с ошибками из более чем десяти источников. Однако, как мы уже писали в первом посте, задачей экспертов было в первую очередь обнаружить и исправить орфографические и грамматические неточности, исправление пунктуации было опционально.

Последнее свидетельствует о необходимости повторной разметки датасетов, только уже с прицелом на исправление пунктуации. Повторяя аналогичный путь для орфографии и грамматики, была составлена инструкция для обнаружения и исправления ошибок, связанных с пунктуацией, а сами данные отправлены на проверку экспертам.

Датасеты из коллекции spellcheck_benchmark отличает в том числе внимание к стилю исходного текста: при разметке этих корпусов разметчики учитывали эмоциональную палитру предложения, чтобы определить, была ли отдельно взятая орфографическая ошибка употреблена намеренно и нуждается ли она в исправлении. В случае пунктуационных ошибок мы решили отойти от этой парадигмы и размечать тексты сугубо в соответствии с нормой, принятой в русском языке. Говоря о норме, под пунктуационными знаками мы понимаем десять основных (точка, вопросительный знак, восклицательный знак, многоточие, двоеточие, точка с запятой, запятая, тире, двойное тире, скобки) и кавычки.

Помимо пунктуации, орфографии и грамматики, мы также просили исправить ошибки, связанные с неправильным употреблением букв в верхнем / нижнем регистре. Вся процедура проходила с перекрытием один ввиду невысокой (относительно предыдущей задачи) сложности и вариативности разметки.

Обновлённые датасеты выложены в открытое пользование на HuggingFace, они объединены в коллекцию spellcheck_punctuation_benchmark, пользоваться им можно как обычно:

from datasets import load_dataset

dataset = load_dataset("ai-forever/spellcheck_punctuation_benchmark", “RUSpellRU”)

Метрика

Текущий алгоритм подсчёта метрик, про который можно прочитать в документации в разделе Evaluation, рассчитан в первую очередь на орфографические ошибки и опечатки и не учитывает неправильную расстановку знаков препинания и регистр.

В новой постановке в качестве базовой реализации мы использовали ERRANT, адаптированный для русского языка, для которого мы также добавили разделение метрик по категориям ошибок: орфография и грамматика, пунктуация, регистр и неправильная замена буквы «е» на букву «ё».

Метрика вместе с подробным описанием добавлена в репозиторий SAGE.

Результаты

Для краткости и наибольшей репрезентативности в этой главе мы приводим метрики лучших конфигураций sage-fredt5-1.7B (наше лучшее решение), sage-fredt5-large (открытая предобученная версия) и замеры gpt-3.5-turbo-0125 и gpt-4-0125-preview. Sage-fredt5-large в таблице уже дообучена на корпусах с естественными ошибками из spellcheck_punctuation_benchmark. То есть аналогичные результаты можно получить, дообучив выложенную sage-fredt5-large на новых датасетах из бенчмарка.

Sage-fredt5-1.7B и sage-fredt5-large предобучались с помощью дополнительного функционала для энкодера, описанного в главе Распознавание ошибок энкодером, на корпусе из 7 гигабайт параллельных текстов, предварительно зашумлённых с помощью Augmentex. Дообучение проходило на датасетах RUSpellRU и MultidomainGold с уже размеченной пунктуацией. Соответствующие корпуса находятся здесь. Мы повторяли те же самые шаги, из которых состоял алгоритм обучения наших моделей для коррекции правописания, с той лишь оговоркой, что теперь, во время стадии подготовки параллельного корпуса для предобучения, кроме намеренного искажения орфографии и грамматики, также использовались аналогичные методы для пунктуации.

Для формирования запросов в gpt-3.5-turbo-0125 и gpt-4-0125-preview использовалась следующая инструкция:

Перепиши "<text>" без орфографических, пунктуационных, грамматических ошибок и опечаток, сохраняя исходный стиль текста, не раскрывая аббревиатуры, не изменяя корректный текст. Напиши только правильный ответ без дополнительных объяснений.

Полученные результаты представлены в таблице:

Результаты моделей на датасетах с орфографическими, пунктуационными ошибками и ошибками, связанными с неправильным использованием регистра

Каждый блок соответствует одноимённой модели. Каждая строка в блоке обозначает тип ошибок: орфография и грамматика (Spelling), пунктуация (Punctuation), регистр (Case). Категория Spelling посчитана первоначальной версией метрики, чтобы можно было сравнивать с результатами из предыдущей главы.

Жирным шрифтом выделены лучшие показатели среди представленных инструментов по каждому набору данных, по каждой категории ошибок (Spelling, Punctuation, Case) и вдоль каждой метрики.

Дистиллированная версия

Практически каждая из наших моделей имеет достаточно существенный размер: миллиард параметров или даже чуть больше. Очевидным следствием являются повышенные требования к ресурсам, которые модель потребляет во время обучения и генерации. Чтобы сделать использование результатов нашей работы более простым с точки зрения необходимых мощностей, мы решили сделать легковесный вариант лучшего решения sage-fredt5-95m.

Разработка модели

Sage-fredt5-95m получена из дообученной sage-fredt5-1.7B посредством дистилляции в 95-миллионный (речь про количество параметров) вариант FRED-T5. Весь процесс проходил в три этапа: языковое предобучение FRED-T5-95m, дистилляция на данных для предобучения sage-fredt5-1.7B и дистилляция на датасетах для дообучения.

Чтобы получить FRED-T5-95m, мы использовали оригинальную архитектуру FRED-T5 только с восемью слоями и шестью головами для механизма внимания и полностью повторили процесс языкового предобучения, описанного в статье, подготовив таким образом модель-«ученика» для последующей дистилляции.

Дистилляция выполнялась на датасетах для предобучения и дообучения sage-fredt5-1.7B по одному и тому же сценарию: модель-«учитель» (sage-fredt5-1.7B) замораживается, то есть параметры в архитектуре далее не обновляются во время процесса обучения, — затем и в «ученика», и в «учителя» подаётся одинаковый набор данных и считается несколько функционалов: дивергенция Кульбака-Лейблера между выходами декодеров «ученика» и «учителя», sequence-to-sequence ошибка «ученика», функционал, описанный в главе Распознавание ошибок энкодером, для «ученика» и средняя квадратичная ошибка активаций между каждым слоем энкодера / декодера «ученика» и соответствующим каждым третьим слоем энкодера / декодера «учителя». Все функционалы затем используются для оптимизации sage-fredt5-95m.

Описанная процедура изображена на схеме

Схема процедуры дистилляции

Результаты

Формат замеров аналогичен предыдущей главе. В таблице представлены лучшие конфигурации sage-fredt5-1.7B (наше лучшее решение), sage-fredt5-large (открытая предобученная версия), sage-fredt5-95m и замеры gpt-3.5-turbo-0125 и gpt-4-0125-preview. Все три модели семейства sage уже дообучены на датасетах с естественными ошибками из коллекции spellcheck_punctuation_benchmark.

Кроме этого, мы добавили сравнение с открытым Yandex.Speller, нашим предыдущим лучшим решением sage-m2m100-1.2B и моделями gpt-3.5-turbo-0125 и gpt-4-0125-preview. Для Yandex.Speller и sage-m2m100-1.2B приведены только замеры правки орфографии и грамматики, потому что Yandex.Speller пунктуацию не правит, а sage-m2m100-1.2B была предназначена только для ошибок типа Spelling.

Для формирования запросов в gpt-3.5-turbo-0125 и gpt-4-0125-preview использовалась инструкция из предыдущей главы.

Замеры представлены в таблице:

Результаты дистиллированной версии

Дистиллированная модель находится на одном уровне с предыдущим лучшим решением sage-m2m100-1.2B, при этом имея в 12 раз меньше параметров. Пользоваться моделью можно, как и всеми остальными открытыми решениями семейства sage, через функционал HuggingFace:

from transformers import pipeline

pipe = pipeline("text2text-generation", model="ai-forever/FRED-T5-1.7B-spell-distilled-100m")

Там же, на странице с карточкой, можно протестировать модель в разделе Inference API.

Мультиязычность

Уже в самом начале нашей работы мы закладывали перспективу для развития мультиязычной проверки правописания: так, в нашей первой работе мы описывали эксперименты по исправлению орфографии и грамматики для английского языка, в результате которых решение на основе T5 приблизилось и даже немного обошло gpt-3.5-turbo-0301 и gpt-4-0314 на англоязычных датасетах.

Мы продолжаем работу в рамках этого направления и выкладываем в открытое пользование модель sage-mt5-large, способную исправлять орфографию и грамматику одновременно как русского, так и английского языков.

Модель разрабатывалась, следуя алгоритму, описанному в предыдущем посте и главе Распознавание ошибок энкодером: корпус для предобучения на русском языке брался точно такой же, как и в других экспериментах с русским языком, на английском языке – датасет, собранный из текстов англоязычной Википедии и заголовков новостей, очищенных от неалфавитных символов и длиной больше 40 знаков. Размеры датасетов для двух языков совпадают. В качестве тестовых наборов для английского языка использовались JFLEG и BEA60K.

Для зашумления текста на обоих языках применялся Augmentex, процедура предобучения идентичная описанной в главе Распознавание ошибок энкодером. В качестве базовых моделей рассматривались модели семейства M2M100, NLLB200, mT5. По результатам ряда экспериментов и соображениям эффективности остановились на mt5-large.

Итоговые результаты для русского языка выглядят следующим образом:

Результаты мультиязычной модели на датасетах для русского языка

И для английского языка:

Результаты мультиязычной модели на датасетах для английского языка

Показатели для русского языка представлены аналогично соответствующей таблице в главе Распознавание ошибок энкодером: метрики для моделей sage-m2m100-1.2B, sage-fredt5-large, sage-fredt5-1.7B совпадают с конфигурациями RUSpellRU+MDG (+PT.) и RUSpellRU+MDG (+NER). Для корректного сравнения sage-mt5-large здесь также дообучена на датасетах RUSpellRU и MultidomainGold, замеры произведены первоначальным вариантом метрики, учитывающим только орфографические и грамматические ошибки.

Для английского языка подсчёты велись той же самой метрикой, результаты sage-mt5-large получены сразу после предобучения. Кроме этого мы использовали модели gpt-3.5-turbo-0301 и gpt-4-0314 для экспериментов на английском языке с инструкцией:

Rewrite "<text>" without spelling errors, grammatical errors and typos, preserve the original text style, punctuation, do not open abbreviations and do not change the correct text. Do not provide any interpretation of your answer.

Из таблиц видно, что sage-mt5-large опережает sage-m2m100-1.2B для русского языка и находится достаточно близко к моноязычной sage-t5-large и моделям семейства gpt.

Использовать модель можно, например, вот так:

from transformers import pipeline

pipe = pipeline("text2text-generation", model="ai-forever/mT5-large-spell-ru-en")

text = '''Перведи мне текст на аглиском: "Screw you kuys, I am goin hme (c).'''
print(pipe(text)[0]["generated_text"])

# Переведи мне текст на английском: "Screw you guys, I am going home" (c).

Вместо заключения: ближайшие планы

Основной вектор работы теперь сосредоточен вокруг применения обучения с подкреплением и дальнейшего добавления языков в SAGE. Мы открыты для коллаборации, и если у вас есть идея, на каком языке ещё стоит дообучить спеллчекер, есть данные и новые домены, а также желание с нами сотрудничать — пишите, пожалуйста, нам в ТГ-коммьюнити SaluteTechGroup и авторам статьи.

Ссылки:

Библиотека SAGE на GitHub и документация;
Модели sage-m2m100-1.2B, sage-fredt5-large, sage-fredt5-95m, sage-mt5-large на Hugging Face;
Хаб с датасетами для спеллчека на Hugging Face;
Наши академические публикации:
1. A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and Languages [EACL 2024]
2. Augmentation methods for spelling corruptions
Доклад на Giga R&D Day.

#lms #языковые модели #NLP #spell-correction #проверкаорфографии #augmentation

Команда разработчиков: SberDevices, AGI NLP — идея и обучение моделей @NikitaMartynov @ulyanaisaeva @DanAsOne @Technolog796и команда SberDevices, Собеседника — создатели Augmentex @Andriljo, @e0xextazy <3

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11 апр. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
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17.07.24 02:26 thompsonrickey

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27.08.24 12:50 James889900

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06.09.24 01:44 Celinagarcia

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23.09.24 18:56 matthewshimself

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02.10.24 22:27 Emily Hunter

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31.10.24 00:13 ytre89

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02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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21.11.24 08:02 Emily Hunter

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22.11.24 04:41 [email protected]

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I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
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COMMENT ON I NEED A HACKER TO RECOVER MONEY FROM BINARY TRADING. HIRE FASTFUND RECOVERY
25.11.24 02:20 briankennedy

After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

FAST SOLUTION FOR CYPTOCURRENCY RECOVERY SPARTAN TECH GROUP RETRIEVAL
26.11.24 23:12 rickrobinson8

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
27.11.24 00:39 [email protected]

Although recovering lost or inaccessible Bitcoin can be difficult and unpleasant, it is frequently possible to get back access to one's digital assets with the correct help and direction. Regarding the subject at hand, the examination of Trust Geeks Hack Expert Website www://trustgeekshackexpert.com/ assistance after an error emphasizes how important specialized services may be in negotiating the difficulties of Bitcoin recovery. These providers possess the technical expertise and resources necessary to assess the situation, identify the root cause of the issue, and devise a tailored solution to retrieve the lost funds. By delving deeper into the specifics of Trust Geeks Hack Expert approach, we can gain valuable insights into the nuances of this process. Perhaps they leveraged advanced blockchain analysis tools to trace the transaction history and pinpoint the location of the missing Bitcoins. Or they may have collaborated with the relevant parties, such as exchanges or wallet providers, to facilitate the recovery process. Equally important is the level of personalized support and communication that Trust Geeks Hack Expert likely provided, guiding the affected individual through each step of the recovery effort and offering reassurance during what can be an anxious and uncertain time. The success of their efforts, as evidenced by the positive outcome, underscores the importance of seeking out reputable and experienced service providers when faced with a Bitcoin-related mishap, as they possess the specialized knowledge and resources to navigate these challenges and restore access to one's digital assets. Email.. [email protected]
27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.
01.12.24 17:21 KollanderMurdasanu

REACH OUT TO THEM WhatsApp + 156 172 63 697 Telegram (@)Techcyberforc We were in quite a bit of distress. The thrill of our crypto investments, which had once sparked excitement in our lives, was slowly turning into anxiety when my husband pointed out unusual withdrawal issues. At first, we brushed it off as minor glitches, but the situation escalated when we found ourselves facing login re-validation requests that essentially locked us out of our crypto wallet—despite entering the correct credentials. Frustrated and anxious, we sought advice from a few friends, only to hit a wall of uncertainty. Turning to the vast expanse of the internet felt daunting, but in doing so, we stumbled upon TECH CYBER FORCE RECOVERY. I approached them with a mix of skepticism and hope; after all, my understanding of these technical matters was quite limited. Yet, from our very first interaction, it was clear that they were the experts we desperately needed. They walked us through the intricacies of the recovery process, patiently explaining each mechanism—even if some of it went over my head, their reassurance was calming. Our responsibility was simple: to provide the correct information to prove our ownership of the crypto account, and thankfully, we remained on point in our responses. in a timely fashion, TECH CYBER FORCE RECOVERY delivered on their promises, addressing all our withdrawal and access issues exactly when they said they would. The relief we felt was immense, and the integrity they displayed made me confident in fully recommending their services. If you ever find yourself in a similar predicament with your crypto investments, I wholeheartedly suggest reaching out to them. You can connect with TECH CYBER FORCE RECOVERY through their contact details for assistance and valuable guidance. Remember, hope is only a reach away!
02.12.24 23:02 ytre89

Online crypto investment can seem like a promising opportunity, but it's crucial to recognize that there are no guarantees. My experience serves as a stark reminder of this reality. I was drawn in by the allure of high returns and the persuasive marketing tactics employed by various brokers. Their polished presentations and testimonials made it seem easy to profit from cryptocurrency trading. Everything appeared to be legitimate. I received enticing messages about the potential for substantial gains, and the brokers seemed knowledgeable and professional. Driven by excitement and the fear of missing out, I invested a significant amount of my savings. The promise of quick profits overshadowed the red flags I should have noticed. I trusted these brokers without conducting proper research, which was a major mistake. As time went on, I realized that the promised returns were nothing but illusions. My attempts to withdraw funds were met with endless excuses and delays. It became painfully clear that I had fallen victim. The reality hit hard: my hard-earned money was gone, I lost my peace of mind and sanity. In my desperation, I sought help from a company called DEFTRECOUP. That was the turning point for me as I had a good conversation and eventually filed a complaint via DEFTRECOUP COM. They were quite delicate and ensured I got out of the most difficult situation of my life in one piece.
04.12.24 22:24 andreygagloev

When I first heard about Bitcoin back in 2018, I was skeptical. The idea of a decentralized, digital currency seemed too good to be true. But I was intrigued as I learned more about the technology behind it and its potential. I started small, investing just a few hundred dollars, dipping my toes into the cryptocurrency waters. At first, it was exhilarating to watch the value of my investment grow exponentially. I felt like I was part of the future, an early adopter of this revolutionary new asset. But that euphoria was short-lived. One day, I logged into my digital wallet only to find it empty - my Bitcoin had vanished without a trace. It turned out that the online exchange I had trusted had been hacked, and my funds were stolen. I was devastated, both financially and emotionally. All the potential I had seen in Bitcoin was tainted by the harsh reality that with decentralization came a lack of regulation and oversight. My hard-earned money was gone, lost to the ether of the digital world. This experience taught me a painful lesson about the price of trust in the uncharted territory of cryptocurrency. While the technology holds incredible promise, the risks can be catastrophic if you don't approach it with extreme caution. My Bitcoin investment gamble had failed, and I was left to pick up the pieces, wiser but poorer for having placed my faith in the wrong hands. My sincere appreciation goes to MUYERN TRUST HACKER. You are my hero in recovering my lost funds. Send a direct m a i l ( muyerntrusted ( @ ) mail-me ( . )c o m ) or message on whats app : + 1 ( 4-4-0 ) ( 3 -3 -5 ) ( 0-2-0-5 )
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY... A few months ago, I made a huge mistake. I invested in what seemed like a legitimate crypto opportunity, only to find out I’d been scammed. I lost a significant amount of money, and the scam platform vanished overnight. I felt completely lost.I had heard of Fastfund Recovery and decided to reach out, even though I was skeptical. From the first conversation, they made me feel heard and understood. They explained the recovery process clearly and kept me updated every step of the way.Within weeks, Fastfund Recovery successfully to recovered my lost funds—something I honestly didn’t think was possible. Their team was professional, transparent, and genuinely caring. I can’t thank them enough for turning a nightmare into a hopeful outcome. If you’re in a similar situation, don’t hesitate to contact them. They truly deliver on their promises. Gmail::: fastfundrecovery8(@)gmail com .....Whatsapp ::: 1::807::::500::::7554
19.12.24 17:07 rebeccabenjamin

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24.12.24 08:33 dddana

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27.12.24 00:21 swiftdream

I lost about $475,000.00 USD to a fake cryptocurrency trading platform a few weeks back after I got lured into the trading platform with the intent of earning a 15% profit daily trading on the platform. It was a hell of a time for me as I could hardly pay my bills and got me ruined financially. I had to confide in a close friend of mine who then introduced me to this crypto recovery team with the best recovery SWIFTDREAM i contacted them and they were able to completely recover my stolen digital assets with ease. Their service was superb, and my problems were solved in swift action, It only took them 48 hours to investigate and track down those scammers and my funds were returned to me. I strongly recommend this team to anyone going through a similar situation with their investment or fund theft to look up this team for the best appropriate solution to avoid losing huge funds to these scammers. Send complaint to Email: info [email protected]
31.12.24 04:53 Annette_Phillips

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04.01.25 04:56 florencestella

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04.01.25 04:57 florencestella

THE BEST CERTIFIED CRYPTOCURRENCY RECOVERY EXPERT DUNAMIS CYBER SOLUTION It sounds like you went through a very frustrating experience with Cointrack, where your access to your own funds was unjustly restricted for months without clear communication or a solution. The extended periods of account freezes, lack of transparency, and vague customer support responses would make anyone anxious. It’s understandable that you suspected the issue could be related to your login activity, but it’s surprising that something as minor as using the same Wi-Fi network could trigger such severe restrictions. I’m glad to hear that DUNAMIS CYBER SOLUTION Recovery was able to help you get your account unlocked and resolve the issue. It’s unfortunate that you had to seek third-party assistance, but it’s a relief that the situation was eventually addressed. If you plan on using any platforms like this again, you might want to be extra cautious, especially when dealing with sensitive financial matters. And if you ever need to share your experience to help others avoid similar issues, feel free to reach out. It might be helpful for others to know about both the pitfalls and the eventual resolution through services like DUNAMIS CYBER SOLUTION Recovery. [email protected] +13433030545 [email protected]
06.01.25 19:09 michaeljordan15

We now live in a world where most business transactions are conducted through Bitcoin and cryptocurrency. With the rapid growth of digital currencies, everyone seems eager to get involved in Bitcoin and cryptocurrency investments. This surge in interest has unfortunately led to the rise of many fraudulent platforms designed to exploit unsuspecting individuals. People are often promised massive profits, only to lose huge sums of money when they realize the platform they invested in was a scam. contact with WhatsApp: +1 (443) 859 - 2886 Email @ digitaltechguard.com Telegram: digitaltechguardrecovery.com website link:: https://digitaltechguard.com This was exactly what happened to me five months ago. I was excited about the opportunity to invest in Bitcoin, hoping to earn a steady return of 20%. I found a platform that seemed legitimate and made my investment, eagerly anticipating the day when I would be able to withdraw my earnings. When the withdrawal day arrived, however, I encountered an issue. My bank account was not credited, despite seeing my balance and the supposed profits in my account on the platform. At first, I assumed it was just a technical glitch. I thought, "Maybe it’s a delay in the system, and everything will be sorted out soon." However, when I tried to contact customer support, the line was either disconnected or completely unresponsive. My doubts started to grow, but I wanted to give them the benefit of the doubt and waited throughout the day to see if the situation would resolve itself. But by the end of the day, I realized something was terribly wrong. I had been swindled, and my hard-earned money was gone. The realization hit me hard. I had fallen victim to one of the many fraudulent Bitcoin platforms that promise high returns and disappear once they have your money. I knew I had to act quickly to try and recover what I had lost. I started searching online for any possible solutions, reading reviews and recommendations from others who had faced similar situations. That’s when I came across many positive reviews about Digital Tech Guard Recovery. After reading about their success stories, I decided to reach out and use their services. I can honestly say that Digital Tech Guard Recovery exceeded all my expectations. Their team was professional, efficient, and transparent throughout the process. Within a short time, they helped me recover a significant portion of my lost funds, which I thought was impossible. I am incredibly grateful to Digital Tech Guard Recovery for their dedication and expertise in helping me get my money back. If you’ve been scammed like I was, don’t lose hope. There are solutions, and Digital Tech Guard Recovery is truly one of the best. Thank you, Digital Tech Guard Recovery! You guys are the best. Good luck to everyone trying to navigate this challenging space. Stay safe.
18.01.25 12:41 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
18.01.25 12:41 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
20.01.25 15:39 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]
22.01.25 21:43 DoraJaimes23

Recovery expert. I lost my bitcoin to fake blockchain impostors on Facebook, they contacted me as blockchain official support and i fell stupidly for their mischievous act, this made them gain access into my blockchain wallet whereby 7.0938 btc was stolen from my wallet in total .I was almost in a comma and dumbfounded because this was all my savings i relied on . Then I made a research online and found a recovery expert , with the contact address- { RECOVERYHACKER101 (@) GMAIL . COM }... I wrote directly to the specialist explaining my loss. Hence, he helped me recover a significant part of my investment just after 2 days he helped me launch the recovery program , and the culprits were identified as well , all thanks to his expertise . I hope I have been able to help someone as well . Reach out to the recovery specialist to recover you lost funds from any form of online scam Thanks
23.01.25 02:36 [email protected]

After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
23.01.25 02:37 [email protected]

After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
23.01.25 14:20 nellymargaret

DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT
23.01.25 14:20 nellymargaret

DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT I had tried to secure my Bitcoin wallet, maybe a bit too aggressively, enabling every security feature imaginable: two-factor authentication, biometric verification, intricate passwords-the whole shebang. I wanted to make it impossible for anybody to get to my money. I tried to make this impregnable fortress of security and ended up locking myself out of my wallet with $700,000 in Bitcoin. It wasn't until I tried to access my wallet that I realized the trap I had set for myself. I was greeted with an endless series of security checks-passwords, codes, facial recognition, and more. I could remember parts of my multi-layered security setup but not enough to actually get in. In fact, my money was behind this digital fortress, and the more I tried to fix it, the worse it seemed to get. I kept tripping over my own layers of protection, unable to find a way back in. Panic quickly set in when I realized I had made it almost impossible for myself to access my own money. That is when I called DUNAMIS CYBER SOLUTION From that very first call, they reassured me that I wasn't the first person to make this kind of mistake and certainly wouldn't be the last. They listened attentively to my explanation and got to work straight away. Their team methodically began to untangle my overly complicated setup. Patience and expertise managed to crack each layer of security step by step until they had restored access to my wallet. [email protected] +13433030545 [email protected]
26.01.25 03:54 [email protected]

Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT
28.01.25 21:48 [email protected]

It’s unfortunate that many people have become victims of scams, and some are facing challenges accessing their Bitcoin wallets. However, there's excellent news! With Chris Wang, you can count on top-notch service that guarantees results in hacking. We have successfully helped both individuals and organizations recover lost files, passwords, funds, and more. If you need assistance, don’t hesitate—check out recoverypro247 on Google Mail! What specific methods does Chris Wang use to recover lost funds and passwords? Are there any guarantees regarding the success rate of the recovery services offered? What are the initial steps to begin the recovery process with recoverypro247? this things i tend to ask