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Prompt Me One More Time. Учим LLM строить графы знаний из текстов

Привет, Хабр! Меня зовут Алла, я работаю младшим исследователем в команде Memory‑Augmented models в составе лаборатории Cognitive AI Systems AIRI и занимаюсь ресерчем на пересечений графов знаний и языковых моделей. Потребность в таких изысканиях понятна любому, кто пытался добиться от ChatGPT точного ответа на конкретный вопрос: подобрать литературу для курсовой, вспомнить название фильма по описанию и тому подобное. Очень часто модель начинает галлюцинировать и выдумывать факты, которых не существует.

Один из способов решения этой проблемы — связать LLM с графом знаний, но сами графы тоже должен кто‑то наполнять. Мы с коллегами доказали, что эту задачу можно автоматизировать с помощью LLM и предложили своё решение, названное Prompt Me One More Time (фанаты Бритни тут?), о котором мне бы и хотелось сегодня здесь рассказать. За подробностями же можно обратиться к статье, представлена нами на воркшопе TextGraphs-17 конференции ACL-2024, недавно прошедшей в Тайланде.

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За последние несколько лет большие языковые модели (LLM) продемонстрировали внушительный потенциал в обработке естественного языка. Они справляются с задачами генерации текста, ответов на вопросы и даже написания творческих текстов. Однако, несмотря на их способность обрабатывать огромные объемы данных и улавливать контекст, LLM часто сталкиваются с ограничениями при работе с фактически точной информацией. На помощь им в этом приходят графы знаний, организующие данные в структурированной форме и способные точно моделировать сложные связи между объектами.

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Графы знаний (Knowledge Graphs, KGs) — это направленные реляционные графы, в которых сущности представлены в качестве вершин, а отношения между сущностями представлены как ребра в графе. Для описания графов знаний используется набор триплетов, представленных как (субъект, отношение, объект) или (s, r, o). Такие графы обеспечивают структурированное представление фактов как об объектах реального мира, так и об абстрактных понятиях.

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Однако для поддержания графов знаний в актуальном состоянии требуется значительное количество ручного труда. Так, например, один из крупнейших open‑source графов знаний WikiData содержит более 1,54 миллиарда элементов и поддерживается совместными усилиями волонтеров.

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При этом огромное количество информации сегодня хранится в неструктурированных текстовых форматах, таких как книги, статьи, новостные отчеты, сообщения в блогах и социальных сетях. А значит есть запрос на то, чтобы автоматизировать формирование и наполнение графов знаний информацией, извлеченной из таких текстов. Это могло бы стать очень хорошим решением проблемы поддержания актуальности KG и при этом сильно бы разгрузило сообщество, которое этим занимается.

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К сожалению, всё не так просто, как хотелось бы. Чтобы создать модель, которая автоматизировала бы наполнение графов знаний триплетами из текстов, нужны датасеты, которые всё равно необходимо собирать вручную. Кроме того, аннотаторы должны быть знакомы со всеми сущностями и отношениями в графе для определения всех возможных фактов, упомянутых в тексте. В случае масштабных KG, таких как Wikidata, это значительно усложняет дело. Как результат, для решения этой задачи практически отсутствуют качественные датасеты, только разреженные или зашумленные наборы данных с аннотациями низкого качества.

И хотя основные методы извлечения информации из текста полагаются на обучение языковых моделей, недавние исследования предполагают, что извлечение триплетов графа может быть реализовано с помощью LLM путем внутриконтекстного обучения (in‑context learning) и следованию инструкциям (instruction following). Использование этих методов может быть более выгодным, поскольку теперь не нужно обучать модели и, как следствие, собирать для них большие аннотированные датасеты.

Несмотря на такую альтернативу, статей о применении LLM для задачи построения графов знаний мало. Напротив, предыдущие работы либо указывают на их неспособность извлекать структурированную информацию из текста, либо не проверяют качество построения самого графа, как например в работе GraphRAG. Мы же с коллегами придерживались иного мнения и решили доказать это на практике.

Пайплайн и данные

Для извлечения триплетов из текстов с помощью LLM мы предлагаем метод, состоящий из нескольких этапов.

Первый этап — извлечение триплетов‑кандидатов. Кандидаты в триплеты могут включать имена сущностей и отношений, которые не соответствуют форматам, используемым в KG WikiData. Поэтому на втором этапе эти кандидаты корректируются на основе похожих сущностей и отношений, которые уже присутствуют в KG. На выходе мы проверяем нормализованные триплеты и отсеиваем те, которые не соответствуют онтологии KG. Этот шаг включает в себя проверку ограничений отношений и обеспечение совместимости типов сущностей с ними. Для всех шагов, кроме последнего, мы использовали модель OpenAI gpt-3.5-turbo1. Полученный подход получил название Prompt Me One More Time.

Схема предлагаемого нами пайплайна
Схема предлагаемого нами пайплайна

Как упоминалось выше, для оценки решения задачи извлечения триплетов по тексту практически отсутствуют качественные датасеты. Работа с существующими наборами данных дала бы крайне ошибочную оценку эффективности моделей. Поэтому мы использовали синтетическией, но более качественный набор данных SynthIE, созданный Мартином Йосифоски и его коллегами. Это, кстати, те же авторы, утверждавшие, что LLM не могут решить задачу извлечения информации. Поэтому они признали задачу асимметричной — согласно их выводам, LLM могут генерировать текст из триплетов KG, но не KG по тексту.

Рассмотрим каждый шаг поподробнее.

Шаг 1: извлечение кандидатов из текста

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На первом этапе LLM извлекает кандидатов в триплеты из входного текста. В запросе к LLM мы описывали суть задачи и использовали для демонстрации три примера из тренировочного сплита набора данных Wiki‑cIE Code:

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На этом этапе, например, один из триплетов, извлеченных LLM из текста

“Tahiti Honey" is a film written by Frederik Kohnner

будет: ( "Tahiti Honey" , "written by" ,"Frederik Kohnner" ).

Однако субъект, объект и отношение в извлеченном триплете не обязательно нормализованы, т. е. могут не соответствовать наименованиям, используемым в исходном KG. В примере выше ненормализованные имена выделены жирным.

Шаг 2: нормализация триплетов

Чтобы решить проблему ненормализованных наименований в триплете, мы использовали двухэтапную стратегию запросов в LLM. После извлечения информации из текста на первом этапе мы использовали поисковый индекс FAISS для поиска канонических имен из KG Wikidata, ранжированных по косинусному расстоянию с сущностями и отношениями из извлеченных триплетов. Индекс был построен с использованием предварительно обученных эмбеддингов Contriever, которые продемонстрировали высокую производительность в различных сценариях поиска.

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На основе топ-5 полученных точных имен сущностей и отношений, схожих с теми, что были извлечены на первом этапе, в запросе к LLM описывается задача выбора имен, которые соответствуют контексту текста и самого триплета:

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Например, для вышеупомянутого триплета на втором шаге будет найдено 5 канонических имен, ранжированных по сходству для каждого извлеченного субъекта, объекта и отношения соответственно:

“written by" : ["lyrics by", "adapted by", "produced by", "screenwriter", "author"],
"Tahiti Honey" : ["Tahiti Honey", "Honey", "Honey Chile", "Celtic Honey", "Tahitipresse"],
"Frederik Kohnner" : ["Frederick Kohner", "Paul Kohner", "Adolf Kohner", "Susan Kohner", "Henry Rohner"].

И в итоге, исправленный с помощью LLM на втором шаге триплет выглядит как
("Tahiti Honey" , "screenwriter" , "Frederick Kohner" ).

Шаг 3: обеспечение логического соответствия извлеченных триплетов

Для повышения достоверности результатов работы метода в случае возможных галлюцинаций LLM мы внедрили автоматическую проверку генерируемых триплетов на основе онтологии KG в качестве последнего шага. Онтология — это семантическая модель для представления знаний в определенной предметной области, которая определяет типы сущностей, представленных в этой области, а также ограничения, определяющие взаимодействие этих сущностей через отношения.

Выходные триплеты со второго шага проверялись на соответствие правилам, предопределенных в WikiData. Эти правила приписываются конкретному отношению и определяют, какой тип сущностей может быть использован с ним в триплете. Для этого мы использовали правила, по которому отношение может связывать субъект и объект в триплете.

Далее классы субъекта и объекта из сгенерированного триплета были извлечены из сервиса запросов Wikidata путем запроса «instance of» (P31) и «subclass of» (P279) свойств субъекта и объекта вплоть до начала иерархии их подклассов:

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Триплет считается валидным, если типы субъекта и объекта совпадают с типами, указанными в правилах отношения из этого триплета.

Таким образом, обеспечивалась достоверность логической структуры извлеченной информации. Пример процесса верификации схематично описан на рисунке:

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Эксперименты

Для оценки важности каждого из шагов в предложенном методе мы сравнили между собой подходы, использующие только часть предложенных шагов. В таблице ниже приведены метрики производительности полного и частичных методов извлечения триплетов:

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Какие выводы мы сделали исходя из такой проверки:

  • Наиболее важной частью метода является предоставление LLM репрезентативных примеров триплетов. Использование двухшагового метода с демонстрацией примеров и проверкой триплетов дает в пять раз лучший результат метрики F1 по сравнению с тем же методом без демонстрации примеров.

  • Добавление шага уточнения триплетов значительно повышает метрику recall по сравнению с подходом, использующим только один запрос.

  • В свою очередь, этап верификации необходим для сохранения точности после уточнения триплетов, сравнимой с той, которая была получена только после первого этапа.

  • В подходе с одним запросом верификация не обеспечивает значительного улучшения. Объясняется это тем, что после первого шага все триплеты, названия которых отсутствуют в KG, автоматически отфильтровываются, оставляя только те, которые наиболее точно упоминались в тексте, что позволяло LLM идентифицировать их. Однако на втором шаге LLM может не хватить знаний о конкретной онтологии KG при составлении новых триплетов с точными именами сущностей и отношений, которые изначально были неточно указаны в тексте, поэтому мы использовали фильтрацию на этапе постобработки, чтобы сохранить более высокий показатель точности, не снижая при этом значение recall.

Далее мы сравнили наш метод с существующей SOTA. В левой части из таблицы ниже показаны результаты работы метода, основанного на пошаговых запросов к LLM, по сравнению с SynthIE T5-large, лучшей моделью, обученной на наборе данных SynthIE от всё тех же Йосифоски с коллегами.

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Хотя улучшенный двухэтапный подход показывает качество ниже в сравнении с предобученной моделью, это объясняется качеством набора данных, используемого для ее тренировки и оценки.

Просматривая синтетический набор данных вручную, мы заметили частые несоответствия между текстами и триплетами в разметке. Чтобы продемонстрировать недостатки синтетического набора данных, мы выбрали 100 случайных примеров из WikicIE‑test‑small. С помощью референсных сущностей, использованных для генерации каждого текста в оригинальной статье, мы вручную добавили похожие тексты на естественном языке об этих сущностях из параграфов Википедии. Таким образом, мы получили набор текстов на естественном языке, ссылающихся на сущности KG из исходного набора данных.

Далее модель, обученная на синтетических данных, и наш метод на основе LLM были использованы для извлечения триплетов на основе этих текстов. Затем результаты обоих методов были подвергнуты ручной оценке трех аннотаторов. Результаты ручной оценки также представлены в правой части таблицы.

Мы видим, что теперь метод на основе LLM значительно превосходит SynthIE T5-large по точности, оцененной человеком. Предварительно обученная модель склонна генерировать триплеты, которые не соответствуют контексту текста, используя выученные триплеты вместо того, чтобы извлекать релевантные из контекста.

Кроме того, корректные триплеты, предсказанные обоими методами, заметно отличаются друг от друга. Измеренная метрика intersection over union (IoU) или расстояние Жаккара показывает, что только 8% корректных триплетов предсказаны обоими методами. Это говорит о том, что каждая модель имеет свою специализацию, демонстрируя преимущества в различных аспектах извлечения информации. Следовательно, их предсказания могут быть скомбинированы, что приведет к дальнейшему улучшению производительности системы.

Вот так считается расстояние Жаккара, если кто забыл. Источник
Вот так считается расстояние Жаккара, если кто забыл. Источник

И что дальше?

Итак, мы доказали, что LLM в сочетании с двухэтапной стратегией исправления триплетов и проверки онтологии являются перспективной альтернативой обучению моделей для извлечения триплетов из текстов, несмотря на прошлые утверждения о том, что LLM не подходят для решения такой задачи. Более того, предложенный нами метод демонстрирует лучшую производительность на несинтетических данных по сравнению с моделью, обученной на наборе данных SynthIE. Попутно мы выяснили, что датасет SynthIE, считавшийся наиболее качественным среди наборов для оценки извлечения триплетов из текста, обладает рядом неприятных недостатков.

Но впереди ещё много работы. Так, мы осознаём, что эффективность связки LLM+KG доменно‑чувствительна: если область, в которой написан текст, сильно отличается от таковой при обучении, может потребоваться доменная адаптация. И даже в этом случае некоторые специализированные модели могут оказаться точнее нашей. Наконец, большую роль здесь играет правильно сформулированный промпт.

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.

  • 24.06.24 04:31 tashandiarisha

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

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  • 04.07.24 04:49 ZionNaomi

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  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 18.07.24 20:13 austinagastya

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  • 27.08.24 12:50 James889900

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  • 27.08.24 13:06 James889900

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  • 02.09.24 20:24 [email protected]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 06.09.24 01:35 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 06.09.24 01:44 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 16.09.24 00:10 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 16.09.24 00:11 marcusaustin

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  • 23.09.24 18:56 matthewshimself

    At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.

  • 01.10.24 14:54 Sinewclaudia

    I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164

  • 02.10.24 22:27 Emily Hunter

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 18.10.24 09:34 freidatollerud

    The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip

  • 31.10.24 00:13 ytre89

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 02.11.24 14:44 diannamendoza732

    In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help. You may get in touch with them at ; Email: (prowizardgilbertrecovery(@)engineer.com) Telegram ; https://t.me/Pro_Wizard_Gilbert_Recovery Homepage ; https://prowizardgilbertrecovery.info

  • 12.11.24 00:50 TERESA

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  • 17.11.24 09:31 Vivianlocke223

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  • 19.11.24 03:06 [email protected]

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  • 19.11.24 03:07 [email protected]

    My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert

  • 21.11.24 04:14 ronaldandre617

    Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886  Email digital tech guard . com  Telegram: digital tech guard recovery . com  website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!

  • 21.11.24 08:02 Emily Hunter

    If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.

  • 22.11.24 04:41 [email protected]

    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

  • 22.11.24 15:26 cliftonhandyman

    Your Lost Bitcoins Are Not Gone Forever? Enquire From iBolt Cyber Hacker iBolt Cyber Hacker is a cybersecurity service that specializes in Bitcoin and cryptocurrency recovery. Even if your Bitcoin is locked away in a scammer inaccessible wallet, they have the tools and expertise to retrieve it. Many people, including seasoned cryptocurrency investors, face the daunting possibility of never seeing their lost funds again. iBolt cyber hacker service is a potential lifeline in these situations. I understand the concerns many people might have about trusting a third-party service to recover their Bitcoin. iBolt Cyber Hacker takes security seriously, implementing encryption and stringent privacy protocols. I was assured that no sensitive data would be compromised during the recovery process. Furthermore, their reputation in the cryptocurrency community, based on positive feedback from previous clients, gave me confidence that I was in good hands. Whtp +39, 351..105, 3619 Em.ail: ibolt @ cyber- wizard. co m

  • 22.11.24 23:43 teresaborja

    all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets.   ENAIL < Tech cybers force recovery @ cyber services. com >   WEBSITE < ht tps : // tech cyber force recovery. info  >   TEXT < +1. 561. 726. 3697 >

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