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Сравнение локальных моделей машинного перевода для английского, китайского и русского языков

"Машинный перевод – одна из наиболее актуальных и востребованных задач в сфере искусственного интеллекта, позволяющая снизить барьере в доступности информации на различных языках. При этом на просторах интернета преобладающим большинством данных на английском, и русском языках ссылка. Количество данных на китайском языке в открытом доступе становится с каждым днем всё больше. Поэтому необходимо всё больше инструментов позволяющие использовать все эти языки для своей работы.

Я уже больше года занимаюсь задачей машинного перевода для языков с высоким ресурсом данных. Ранее я подготовил модель к продукту AgrosTranslate для перевода с Английского на Русский язык ссылка. Позже я выпустил открытую модель для перевода с Китайского на Русский язык и обратно ссылка. Позже, несколько человек, просили реализовать модель перевода с Русского на Английский, и анализируя эти запросы, я пришел к выводу, что данных моделей не достаточно, и решил подготовить обновленные модели, собрав весь свой прошлый опыт.

В рамках своей последней работы, на которую у меня ушло по меньшей мере 6 месяцев, я подготовил новые модели машинного перевода, которые могут работать сразу с тремя языками, а это Английский, Русский и Китайский, в любом направлении перевода!

В этой работе я подготовил сразу 3 модели машинного перевода - это large, base и small. Так, чтобы каждый выбрал для себя нужную модель выбирая между скоростью и качеством перевода.

  1. utrobinmv/t5_translate_en_ru_zh_small_1024 - small модель (наиболее быстрая)

  2. utrobinmv/t5_translate_en_ru_zh_large_1024 - large модель (самый качественный перевод)

  3. utrobinmv/t5_translate_en_ru_zh_base_200 - base модель (не уступающая по качеству модели large), но для более коротких текстов и более быстрая.

Все 3 модели относятся к классу мультиязычных моделей, которые могут работать с любым из 3х языков.

Свою статью я бы хотел разделить на две части: где в первой сравнить их с существующими решениями локальных моделей машинного перевода от других компаний, а во второй рассказать про свои новые модели более подробнее и методики их использования.

Итак, поехали…

Сравнение моделей перевода для английского, китайского и русского языков

Модель машинного перевода при сравнении сразу для трех различных языков, требует, чтобы мы сравнили их сразу для 6 языковых пар: английский-китайский (en-zh), английский-русский (en-ru), китайский-английский (zh-en), китайский-русский (zh-ru), русский-английский (ru-en) и русский-китайский (ru-zh). Это означает, что нам нужно оценить эффективность моделей в разных направлениях перевода, что является достаточно сложной задачей.

В данном контексте компания Microsoft предоставляет отличный датасет NTREX, который идеально подходит для этой цели.

Датасет NTREX - включает только часть для тестирования, и создан специально для оценки моделей в задаче машинного перевода, для 128 различных языков.

Метрики для оценки качества моделей машинного перевода

Сложность оценки качества машинного перевода заключается в том, что метрика должна учитывать не только точность и грамматическую корректность перевода, но также и сохранение смысла и стиля исходного текста. Кроме того, машинный перевод может сталкиваться с проблемами, связанными с многозначностью слов, сленгом, идиомами и другими языковыми особенностями, что делает процесс оценки более сложным.

Другими словами, не всегда высокая оценка по одной метрике гарантирует качественный перевод. Поэтому для более полной картины необходимо использовать комбинацию различных метрик.

Более подробно про метрики в машинном переводе, можно найти в очень хорошей серии статей на habr.

Я скажу, что я взял максимальный набор метрик, которые смог запустить на своем компьютере. В качестве основы подсчета метрик, я использовал библиотеку evaluate

  1. SacreBLEU - Наверно первая и наиболее популярная метрика для подсчета качества перевода. Которая подсчитывает общее количество слов и словосочетаний. Чем метрика больше тем лучше.

  2. chrF (correlations with human rankings for 6-gram F1-score) - Метрика chrF опирается на подсчет совпадений символов, которые следуют друг за другом (character n-grams), в машинном и эталонном переводах, в отличие от использования токенов (token n-grams) для ROUGE.. Чем метрика больше тем лучше.

  3. BERTScore - Метрика определяется на основе сравнения близости контекстных эмбеддингов, извлеченных из предварительно обученной нейронной сети BERT. Чем метрика больше тем лучше.

  4. TER (Translation Edit Rate) – Метрика, использующая подсчет минимального количества изменений, необходимых для приближения машинного перевода к наиболее точному эталонному переводу. Чем метрика меньше тем лучше.

  5. METEOR (Metric for Evaluation of Translation with Explicit ORdering) – это метод оценки качества перевода, который основан на подсчете совпадений отдельных слов (unigrams) и учитывает precision, recall, а также обобщающий показатель гармонического среднего (Fmean). В отличие от BLEU или ROUGE, METEOR учитывает не только точные соответствия слов, но и наличие однокоренных слов или синонимов. Чем метрика больше тем лучше.

  6. ROUGE (Recall-Oriented Understudy for Gisting Evaluation) – это набор метрик, основанных на подсчете совпадений слов и словосочетаний в машинном переводе и эталоне, также как и BLEU. Однако ROUGE учитывает не только точность, но и полноту, а также параметр F1. Чем метрика больше тем лучше.

  7. GPU и CPU - Метрика оценки времени работы модели на процессоре и видеокарте. Данный параметр, в большинстве случае напрямую зависит от количества параметров в модели машинного обучения, и чем параметров больше, тем медленнее работает модель. Но зависимость не всегда линейная и сильно зависит в том числе от архитектуры нейросети. Для оптимизации таблиц в статье, я не стал приводить данные параметры в статье, вы можете с ними ознакомится в полной версии сравнения моделей. Метрика CPU не актуальна для моделей более 1 миллиарда параметров, так как я не стал оценивать на сколько долго обсчитываются данные модели на процессоре. Чем метрика меньше, тем лучше.

Модели машинного перевода

Для оценки моделей важно учитывать их размер, для этого я напротив названия модели, буду указывать размер по количеству параметров в модели. Например 418M - означает, что в модели 418 миллионов параметров, или 3.3B - означает, что в модели 3.3 миллиарда параметров. Более большие модели, могут иметь лучше качество перевода, но и делают это с меньшей скоростью. Также большие модели требуют очень много видеопамяти на вашей видеокарте. Например мне, специально пришлось уменьшать количество одновременно обрабатываемых предложений, для моделей более 1 миллиарда параметров, а модели более 2 миллиардов параметров мне пришлось запускать в режиме точности 8bit, чтобы они влезли в память моей видеокарты.

Ранее задачи машинного перевода решали, как задачу перевода с одного конкретного языка на какой то другой язык, и моделей машинного перевода было примерно столько же сколько языковых пар. В этом отношении наиболее известным проектом является проект OPUS-MT Хельсинского университета из Финляндии.

В рамках данного проекта, было выпущено очень большое количество моделей машинного перевода для различных языковых пар, из этого списка нам потребуются модели:

  1. Helsinki-NLP/opus-mt-zh-en - для пары китайский-английский

  2. Helsinki-NLP/opus-mt-en-zh - для пары английский-китайский

  3. Helsinki-NLP/opus-mt-en-ru - для пары английский-русский

  4. Helsinki-NLP/opus-mt-ru-en - для пары русский-английский

Все модели opus-mt имеют примерно одинаковое количество параметров 74М.

для пар китайский-русский, русский-китайский моделей не существует, но мы возьмем, модель машинного перевода, из моей прошлой статьи: joefox/mbart-large-ru-zh-ru-many-to-many-mmt которая как раз и можно использовать для пар китайский-русский, русский-китайский.

Для задач перевода, в последние годы появилось большое количество мультиязычных моделей, это модели которые учатся переводить сразу на множество различных языков. Сразу несколько проектов открыто в компании “Meta” - признана экстремистской организацией в России.

Первый проект mBART-50, в рамках которого разработана модель, которая переводит тексты сразу для 50 различных языков.

Второй проект M2M100, в рамках которого разработана модель, которая переводит тексты сразу для 100 различных языков.

Третий проект NLLB-200, в рамках которого разработана модель, которая переводит тексты сразу для 200 различных языков.

Из данных проектов мы возьмем следующие модели для сравнения:

  1. facebook/nllb-200-distilled-1.3B - дистиллированная версия основной модели на 1.3 миллиарда параметров

  2. facebook/nllb-200-distilled-600M - дистиллированная версия основной модели на 600 миллионов параметров

  3. facebook/mbart-large-50-many-to-many-mmt - 582M параметров

  4. facebook/m2m100_418M

Ещё, от данной компании, есть проект с двуязычными моделями WMT19, специализированный под задачу перевода новостей. Здесь под нашу задачу подойдет модель: facebook/wmt19-en-ru (279M) для перевода с Английского на Русский язык.

Сравнения моделей

Сравнение перевода для пары “английский-русский” (en-ru)

name

sacre bleu

chrf

bert score f1

ter

meteor

rouge1

Helsinki-NLP/opus-mt-en-ru

25,0095

51,4155

0,8476

66,4672

0,4722

0,2224

facebook/m2m100_418M

22,0757

48,4266

0,8408

68,4320

0,4529

0,2489

facebook/mbart-large-50-many-to-many-mmt

22,8219

49,3038

0,8423

68,4744

0,4624

0,2428

facebook/nllb-200-distilled-1.3B

26,3921

53,4754

0,8590

62,6019

0,4957

0,2563

facebook/nllb-200-distilled-600M

25,2193

52,0565

0,8541

64,9225

0,4699

0,2612

facebook/wmt19-en-ru

27,4767

53,6640

0,8569

63,9424

0,4961

0,2514

utrobinmv/t5_translate_en_ru_zh_base_200

28,5759

54,2799

0,8554

62,4948

0,5174

0,1908

utrobinmv/t5_translate_en_ru_zh_large_1024

28,0225

54,5335

0,8586

62,6889

0,5272

0,1932

utrobinmv/t5_translate_en_ru_zh_small_1024

19,2178

46,3500

0,8257

71,6757

0,4241

0,1970

Сравнение перевода для пары “русский-английский” (ru-en)

name

sacre bleu

chrf

bert score f1

ter

meteor

rouge1

Helsinki-NLP/opus-mt-ru-en

23,9833

53,8174

0,9374

66,4136

0,5700

0,5747

facebook/m2m100_418M

13,7000

43,5764

0,8976

82,6220

0,4345

0,4739

facebook/mbart-large-50-many-to-many-mmt

24,3928

53,7343

0,9361

65,8848

0,5555

0,5669

facebook/nllb-200-distilled-1.3B

25,1481

55,0731

0,9389

65,8016

0,5737

0,5878

facebook/nllb-200-distilled-600M

22,4326

52,0603

0,9285

70,5321

0,5291

0,5482

utrobinmv/t5_translate_en_ru_zh_base_200

27,3035

55,9527

0,9407

63,3606

0,5918

0,5949

utrobinmv/t5_translate_en_ru_zh_large_1024

27,1314

56,2669

0,9429

63,9991

0,6043

0,6031

utrobinmv/t5_translate_en_ru_zh_small_1024

19,9053

49,8936

0,9219

71,3320

0,5206

0,5303

Сравнение перевода для пары “английский-китайский” (en-zh)

name

sacre bleu

chrf

bert score f1

ter

meteor

rouge1

Helsinki-NLP/opus-mt-en-zh

1,4242

23,8306

0,7899

159,1038

0,0478

0,2227

facebook/m2m100_418M

1,8729

23,8577

0,7829

121,8503

0,0799

0,2400

facebook/mbart-large-50-many-to-many-mmt

1,7330

25,4084

0,8042

159,9984

0,0760

0,2178

facebook/nllb-200-distilled-1.3B

1,2399

19,4471

0,7733

128,1332

0,0165

0,1706

facebook/nllb-200-distilled-600M

1,2022

18,8796

0,7673

113,6864

0,0162

0,1781

utrobinmv/t5_translate_en_ru_zh_base_200

2,1928

29,1543

0,8131

113,8981

0,0830

0,2508

utrobinmv/t5_translate_en_ru_zh_large_1024

1,6960

29,6255

0,8265

115,7029

0,0869

0,2523

utrobinmv/t5_translate_en_ru_zh_small_1024

1,6180

22,6094

0,7773

116,6643

0,0726

0,2433

Сравнение перевода для пары “китайский-английский” (zh-en)

name

sacre bleu

chrf

bert score f1

ter

meteor

rouge1

Helsinki-NLP/opus-mt-zh-en

17,8786

49,8389

0,9247

76,6661

0,5134

0,5292

facebook/m2m100_418M

13,8451

45,7770

0,9141

80,4613

0,4578

0,4933

facebook/mbart-large-50-many-to-many-mmt

20,0748

50,3136

0,9276

72,2366

0,5233

0,5399

facebook/nllb-200-distilled-1.3B

13,3269

41,2097

0,8985

81,6055

0,4142

0,4491

facebook/nllb-200-distilled-600M

15,2232

44,9461

0,9112

81,2294

0,4532

0,4814

utrobinmv/t5_translate_en_ru_zh_base_200

22,1332

52,4549

0,9315

70,2528

0,5579

0,5621

utrobinmv/t5_translate_en_ru_zh_large_1024

22,5254

53,2576

0,9361

69,8088

0,5741

0,5742

utrobinmv/t5_translate_en_ru_zh_small_1024

14,9457

45,8742

0,9132

78,4006

0,4781

0,4916

Сравнение перевода для пары “китайский-русский” (zh-ru)

name

sacre bleu

chrf

bert score f1

ter

meteor

rouge1

facebook/m2m100_418M

10,4357

38,6650

0,7828

87,67

0,3206

0,2036

facebook/mbart-large-50-many-to-many-mmt

2,1387

6,6085

0,7093

108,05

0,0948

0,0609

facebook/nllb-200-distilled-1.3B

8,9797

32,8740

0,7646

89,88

0,2619

0,1919

facebook/nllb-200-distilled-600M

8,6919

34,9578

0,7656

91,4727

0,2692

0,1957

joefox/mbart-large-ru-zh-ru-many-to-many-mmt

13,7238

41,5467

0,7985

83,3914

0,3652

0,2274

utrobinmv/t5_translate_en_ru_zh_base_200

13,0804

42,0661

0,8023

84,9454

0,3460

0,2217

utrobinmv/t5_translate_en_ru_zh_large_1024

13,2207

42,4253

0,8077

97,7217

0,3575

0,2260

utrobinmv/t5_translate_en_ru_zh_small_1024

8,2438

35,7662

0,7711

90,7159

0,2737

0,2043

Сравнение перевода для пары “русский-китайский” (ru-zh)

name

sacre bleu

chrf

bert score f1

ter

meteor

rouge1

facebook/m2m100_418M

0,9265

17,3133

0,7453

123,85

0,0638

0,1948

facebook/mbart-large-50-many-to-many-mmt

0,3101

4,3907

0,5623

1407,8

0,0506

0,0635

facebook/nllb-200-distilled-1.3B

0,9701

17,0343

0,7562

136,87

0,0126

0,1795

facebook/nllb-200-distilled-600M

0,8562

14,8349

0,7371

118,69

0,0113

0,1631

joefox/mbart-large-ru-zh-ru-many-to-many-mmt

1,2970

22,5037

0,7852

113,39

0,0726

0,2229

utrobinmv/t5_translate_en_ru_zh_base_200

1,5048

22,9738

0,7856

113,6

0,0723

0,2256

utrobinmv/t5_translate_en_ru_zh_large_1024

1,2027

23,4712

0,7933

117,24

0,0740

0,2267

utrobinmv/t5_translate_en_ru_zh_small_1024

1,1654

17,3986

0,7525

112,15

0,0634

0,2011

Использование моделей

Для обучения моделей серии t5_translate_en_ru_zh использовался обширный набор текстов, полученных с сайта opus. Основной объем данных представлял собой корпус CCMatrix. Перед началом обучения проводилась очистка корпуса от ненужных элементов.

На полученном корпусе текстов был обучен токенизатор, размерностью 65000 токенов.

Модели обучались с нуля, специально для задачи машинного перевода.

Одной из отличительных особенностей моделей является их способность не требовать указания исходного языка документа. Достаточно лишь указать язык, на который необходимо выполнить перевод, и модель самостоятельно определит, с какого из трех известных ей языков следует осуществить перевод. Это означает, что исходный текст может быть написан на нескольких языках, включая английский и китайский, и модель без труда справится с переводом даже в том случае, если в тексте содержатся китайские иероглифы.

Модели работают с разными объемами текста. В частности, модель small и large предназначена для перевода предложений, состоящих из не более чем 1024 токенов. Возможно, она также способна обрабатывать более длинные последовательности, но я не проводил проверку этого лично. С другой стороны, base модель обучалась на коротких последовательностях, состоящих не более чем из 200 токенов.

Для использования моделей вам необходимо использовать библиотеку transformers

from transformers import T5ForConditionalGeneration, T5Tokenizer

model_name = 'utrobinmv/t5_translate_en_ru_zh_large_1024'
model = T5ForConditionalGeneration.from_pretrained(model_name)
tokenizer = T5Tokenizer.from_pretrained(model_name)

prefix = 'translate to zh: '
src_text = prefix + "Съешь ещё этих мягких французских булок."

# translate Russian to Chinese
input_ids = tokenizer(src_text, return_tensors="pt")

generated_tokens = model.generate(**input_ids)

result = tokenizer.batch_decode(generated_tokens, skip_special_tokens=True)
print(result)

В коде вы меняете значение переменной prefix исходя из требуемого языка, на который вам необходимо перевести. Возможны варианты:

  1. prefix = 'translate to en: '

  2. prefix = 'translate to ru: '

  3. prefix = 'translate to zh: '

Результаты сравнения моделей

Наверное я не буду делать сам конкретных выводов по оценке качества моделей, цифры говорят сами за себя.

В целом можно сказать, что модели получились неплохими, и их вполне можно использовать на работе, а также для личных задач и проектах, может быть даже на соревнованиях.

  1. utrobinmv/t5_translate_en_ru_zh_small_1024 - модель small можно брать как базовое решение, когда вам нужно провести какие то эксперименты, и вы хотите решить какую то задачу. или вашу задачу нужно решать на CPU.

  2. utrobinmv/t5_translate_en_ru_zh_large_1024 - модель large, можно использовать для задач машинного перевода, когда ваша задача улучшить качество. Она показывает хорошие метрики на инференсе, если вы её используете на GPU.

  3. utrobinmv/t5_translate_en_ru_zh_base_200 - модель base, просто получалась удачной по соотношению количества параметров и результата по метрикам. В некоторых тестах она даже обходит large модель. Так как училась на более коротких текстах до 200 токенов.

Источник

  • 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/

  • 08.10.23 01:30 davec8080

    The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.

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  • 23.09.24 18:56 matthewshimself

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  • 04.12.24 22:24 andreygagloev

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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

    There are a lot of untrue recommendations and it's hard to tell who is legit. If you have lost crypto to scam expresshacker99@gmailcom is the best option I can bet on that cause I have seen lot of recommendations about them and I'm a witness on their capabilities. They will surely help out. Took me long to find them. The wonderful part is no upfront fee till crypto is recover successfully that's how genuine they are.

  • 04.01.25 04:56 florencestella

    THE BEST CERTIFIED CRYPTOCURRENCY RECOVERY EXPERT DUNAMIS CYBER SOLUTION

  • 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

  • 02.02.25 20:53 Michael9090

    I lost over $155,000 in an investment trading company last year; I was down because the company refused to let me make withdrawals and kept asking for more money…. My friend in the military introduced me to a recovery agent Crypto Assets Recovery with the email address [email protected] and he’s been really helpful, he made a successful recovery of 95% of my investment in less than 24 hours, I’m so grateful to him. If you are a victim of a binary scam and need to get your money back, please don’t hesitate to contact Crypto Assets Recovery in any of the information below. EMAIL: [email protected] WHATSAPP NUMBER : +18125892766

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