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Wikontic: строим графы из текстов, используя онтологию и LLM

Привет, Хабр! Это Алла, я работаю исследователем в команде «Модели с памятью» Лаборатории когнитивных систем искусственного интеллекта Института AIRI и занимаюсь исследованиями на стыке графов знаний и языковых моделей. Ранее я уже писала на Хабре статью про построение графов знаний из текстов по мотивам одной из наших публикаций.

Мы активно продолжаем работать дальше и создали Wikontic — полноценный пайплайн для этой задачи. Недавно мы представляли его на интерактивной демо‑сессии на AAAI 2026 в Сингапуре — про это несколько дней назад вышел хабр от моего коллеги Айдара. Здесь я расскажу подробнее о том, как устроен новый пайплайн, и какие идеи пришли к нам в голову при его создании.

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Графы знаний как структура для более качественного поиска

Давайте кратко напомню, для чего нужно строить графы из текстов и какие тут есть подводные камни.

Как известно, языковые модели склонны к галлюцинациям — они могут выдавать убедительно звучащую, но неточную информацию. Кроме того, обновление знаний модели для новых фактов не так просто: для этого нужно проводить повторное обучение, что достаточно затратно по ресурсам и времени.

Одним из решений этой проблемы стали подходы RAG (Retrieval‑Augmented Generation). Идея проста: вместо того чтобы полностью полагаться на знания модели, мы дополняем её контекст релевантными текстами, найденными по запросу. Так модель может «подтягивать» свежие факты и точную информацию из внешних источников. Но и тут есть нюансы.

  • RAG‑системы обычно разбивают тексты на фрагменты, теряя при этом структуру и взаимосвязь между ними.

  • Стандартные методы, основанные на семантической близости текстов, не всегда гарантируют, что найденные документы действительно содержат точную фактологическую информацию.

  • В контекст передаются неструктурированный набор фрагментов текстов. Если модель получает несколько фрагментов с разной или противоречивой информацией, она может «смешивать» их, создавая новые галлюцинации.

Графы знаний представляют информацию в явном виде триплетов «субъект‑отношение‑объект». Такая форма позволяет выполнять на графе проверяемые запросы, итеративные обновления и многошаговые размышления (например, при ответе на сложносоставные вопросы, multi‑hop QA), что делает KG надежным дополнением как к LLM, так и к RAG.

Пример графа знанийИсточник
Пример графа знаний
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Впоследнее время появились методы, позволяющих использовать структуру графов для более эффективного поиска по текстам. Например, GraphRAG извлекает из текстов сущности и отношения между ними для формирования графа. Далее GraphRAG формирует иерархические саммари для кластеров в полученном графе и использует полученную структуру для эффективного поиска релевантной информации по запросу. Другой метод, HippoRAG, извлекает из текстов сущности‑фразы и отношения между ними с помощью LLM. Затем из текста‑запроса извлекаются сущности, которые используются как стартовые при запуске алгоритма Personalized PageRank для поиска ответа на построенном до этого графе.

Но такие методы используют графы знаний в качестве вспомогательных структур для поиска по текстам, а не рассматривают их в качестве самостоятельных источников фактов. Отсутствие фокуса на качестве графа приводит к тому, что триплеты в таких графах часто содержат разнородные сущности и отношения, на самом деле являющиеся синонимами. Например, “NYC, located in, USA” и “New York City, is in, United States”. Это фрагментирует графы на избыточные и/или несогласованные представления. Синонимия и вариации триплетов накапливаются с увеличением масштаба, нивелируя сильные стороны, которые в первую очередь мотивировали использование графов: точность, интерпретируемость и логическая согласованность.

Мы предлагаем использовать графы как самостоятельный источник знаний без дополнительного использования исходных текстов, по которым эти графы строились. Потенциально это может помочь в уменьшении поступающего в модель контекста в KG‑RAG методах и улучшить интерпретируемость получаемых ответов. Поэтому для повышения качества графов мы интегрировали онтологию самого большого графа знаний — Wikidata с механизмами дедупликации разнородных имен сущностей.

Что такое онтология?

Онтология — это семантическая модель для представления знаний в конкретном домене, которая определяет типы сущностей, характерных для этого домена, а также ограничения, определяющие то, как сущности могут взаимодействовать через отношения.

В нашем подходе мы использовали онтологию Wikidata, одной из крупнейших баз знаний, поддерживаемую усилиями сообществом волонтеров. Она содержит сведения о более чем 100 миллионах сущностей и понятий. Wikidata также располагает самым большим набором типов сущностей, отношений и ограничений, определяющих взаимодействия сущностей через отношения. Данные в ней охватывает как общеизвестные, так и специализированные области, а формальные ограничения обеспечивают возможность верификации фактов, извлечённых с помощью LLM из текстов.

4ee2344200e3bcc6ebdae815911a6627.pngПример ограничений (constraints) из Wikidata для отношений “regulates” (P128) и “regulated by” (P3719). Имена отношений очень похожи семантически, но связывают абсолютно разные типы сущностей: “regulates” связывает отношением белки, РНК с генами и биологическими процессами в молекулярной биологии, а “regulated by” связывает сущности любого класса с организациями. В зависимости от вариации упоминания в тексте такие разные отношения могут объединиться в одно, хотя функции и доменные типы сущностей у них совершенно разные.
Пример ограничений (constraints) из Wikidata для отношений “regulates” (P128) и “regulated by” (P3719). Имена отношений очень похожи семантически, но связывают абсолютно разные типы сущностей: “regulates” связывает отношением белки, РНК с генами и биологическими процессами в молекулярной биологии, а “regulated by” связывает сущности любого класса с организациями. В зависимости от вариации упоминания в тексте такие разные отношения могут объединиться в одно, хотя функции и доменные типы сущностей у них совершенно разные.

Однако работа с таким большим набором онтологических правил в полностью автоматическом пайплайне поставила перед нами три главные задачи: (i) извлечение кандидатов в триплеты без заранее известных имен сущностей, которые могут содержаться в графе, (ii) типизация и устранение неоднозначности имен сущностей и отношений в классах онтологии, несмотря на их лексическое и семантическое сходство, и (iii) итеративное добавление сущностей и отношений с сохранением структуры графа.

Wikontic

Wikontic — это пайплайн для построения высококачественных, онтологически согласованных графов знаний непосредственно из неструктурированного текста.

В отличие от подходов, которые напрямую преобразуют текст в граф и часто приводят к шумным, избыточным или логически несогласованным структурам, Wikontic явно объединяет широкие возможности LLM со строгостью онтологии, извлечённой из Wikidata. Пайплайн выполняет нормализацию сущностей, проверяет допустимость связей между ними на уровне типов и итеративно обновляет граф, сохраняя его глобальную структуру.

eecaff09d46ebd615b6e61bd8a234987.png

Для обеспечения валидации и обновления знаний Wikontic сохраняет правила онтологии и текущий построенный граф знаний в виде баз данных. Сам же подход к извлечению триплетов состоит из трех основных этапов:

  1. Извлечение кандидатов триплетов уточняющими метаданными для сохранения контекста,

  2. Корректировка триплетов с учетом онтологии,

  3. Нормализация и дедупликация сущностей.

Эти этапы обеспечивают структурную согласованность и уменьшают избыточность графа. Так мы получаем более четкую и логичную структуру, способную заменить исходные тексты для надёжного поиска, reasoning‑задач и использования в RAG‑сценариях.

Теперь давайте рассмотрим компоненты и этапы Wikontic.

Схема онтологии и текущий граф

Wikontic хранит схему онтологии, полученную из Wikidata, для использования правил при верификации и корректировании извлеченных LLM фактов. Для хранения этих правил используется база данных, включающая отношения (predicates в Wikidata) и совместимые с ними типы сущностей. Отношения, необходимые для ссылок на внешние данные (например, мультимедиа файлы или индентификаторы баз данных), не использовались. Таким образом, Wikontic суммарно включает информацию о 2464 отношениях.

Для каждого отношения хранятся подходящие им типы данных (если быть точнее, WikibaseItem, Quantity, Point in time) и ограничения типов субъекта и объекта из Wikidata (например, Q21503250 для субъекта, Q21510865 для объекта).

Эти ограничения определяют правила совместимости типов, указывая, какие классы сущностей может логически связывать отношение, и тем самым направляя построение онтологически согласованных триплетов.

Для поддержки обобщения правил мы рекурсивно расширяли типы сущностей, используя отношения “instance of” (P31) и “subclass of” (P279), создавая полные таксономии от каждого типа сущности до корня его родительской иерархии. Это важно, так как ограничения использования отношений определяются на разных уровнях абстракции. Например, отношение может допускать связи между сущностями более широкого класса “audiovisual work”, даже если тип сущности определен более конкретно как “film”. Распространяя допустимые отношения каждого родительского типа вниз к его дочерним типам сущностей, мы гарантируем, что сущности по‑прежнему могут быть сопоставлены с допустимыми отношениями, когда ограничение применяется к их родительскому классу. Пример проиллюстрирован на картинке ниже:

ontology-verification_page-0001.jpg
Триплет считается корректным, если типы иерархии субъекта и объекта пересекаются с допустимыми типами из ограничений отношений. P31 и P279 обозначают отношения “instance of” и “subclass of”.

База данных текущего графа хранит триплеты, канонические имена сущностей и их алиасы. Индекс поиска по алиасам обеспечивает эффективную дедупликацию имен сущностей при извлечении фактов из текста. По мере извлечения новые сущности добавляются с каноническими именами и алиасами, что делает граф знаний компактным, но итеративно расширяемым.

Векторные индексы, используемые в обеих базах данных, были построены с использованием эмбеддингов Contriever и векторного поиска Atlas MongoDB. Гибридная поддержка структурированных запросов в MongoDB обеспечивает одновременно эффективный поиск по графам и семантический поиск.

Этап 1. Извлечение триплетов-кандидатов

На этом шаге LLM получает in‑context инструкции и примеры для извлечения триплетов. LLM проинструктирована извлекать триплеты в форме «субъект‑отношение‑объект» вместе с типами сущностей и дополнительными метаданными (как qualifiers в Wikidata). Эти метаданные отражают дополнительную информацию, такую ​​как время, местоположение или условия. Хотя такие детали обычно не могут быть представлены в виде отдельных фактов, они важны для обеспечения точности и достоверности фактов в процессе их извлечения.

Этап 2. Корректировка фактов с учетом онтологии

На этом шаге каждый триплет‑кандидат валидируется и при необходимости корректируется с использованием схемы ограничений онтологии Wikidata.

Типизация сущностей. Для типов субъекта и объекта в триплете мы извлекаем 10 наиболее вероятных типов‑кандидатов из векторного индекса онтологической базы. Затем LLM выбирает наиболее правдоподобный тип субъекта/объекта, используя контекст в виде исходного триплета и текста. После этого, как было описано выше, мы добавляем супертипы из таксономии, чтобы обеспечить обобщаемость при определении ограничений на более высоких уровнях абстракции.

Проверка отношений. Используя ограничения Wikidata, мы определяем все отношения, которые могут связывать выбранные типы субъекта и объекта и их родительские классы, включая обратные комбинации типов субъекта и объекта (например, “directed” vs “director”). Эти отношения‑кандидаты ранжируются по косинусному сходству с исходным извлеченным отношением.

Корректировка триплета‑кандидата. Текст, исходный триплет и комбинации допустимых отношений и типов субъектов и объектов передаются в LLM, проинструктированную выбирать наиболее правдоподобную конфигурацию триплета, соответствующую онтологии. В итоге на этом шаге получается уточнённая основа триплета: типы сущностей и выбранное отношение между ними.

Этап 3. Нормализация и дедупликация

Если предыдущий этап был посвящен проверке структуры триплетов, этот этап согласовывает имена сущностей с единым набором существующих имен в графе знаний. Это уменьшает дублирование и обеспечивает согласованность построенного графа.

Для каждого скорректированного триплета Wikontic связывает имена субъекта и объекта с существующими сущностями в графе знаний, которые имеют тот же тип или общий родительский тип из таксономии. Используя предварительно вычисленные векторные представления алиасов сущностей из графа знаний, мы извлекаем 10 наиболее вероятных кандидатов имен сущностей и ранжируем их по косинусному сходству с извлечёнными наименованиями сущностей. Кандидаты вместе с их типами, исходным триплетом и текстом передаются в LLM для определения того, является ли извлечённая сущность синонимом одной из существующих. При совпадении мы заменяем сущность в триплете её каноническим именем из графа знаний и сохраняем извлечённое упоминание в тексте в качества алиаса; в противном случае мы сохраняем новую сущность в графе как каноническое имя.

Цель этого шага — обеспечить компактность графа знаний, избегая сущностей с синонимичными именами и пополняя граф за счет поэтапных обновлений при обнаружении новых сущностей.

Как можно использовать KG-RAG

Структурированная форма хранения информации позволяет использовать KG‑RAG подходы для задач Open‑domain QA и Multi‑hop QA. Часто в таких задачах LLM сталкиваются со сложностями в обработке длинного контекста из большого числа документов. В классическом же RAG разбиение текстов на фрагменты приводит к потере фактологической связности и нарушению логики между сущностями, что сказывается на качества ответов и повышению риска галлюцинаций. Однако в связке с графами знаний языковые модели способны естественным образом строить многошаговые цепочки рассуждений, поддерживать связи между фактами и выдавать более точные ответы.

Кроме того, KG‑RAG подходы применимы и к суммаризации. Например, GraphRAG использует алгоритмы community detection для выявления компонент связности в графе. Авторы предлагают строить иерархическую структуру этих компонент, что позволяет суммаризировать содержимое графа на разных уровнях: от локальных связей между сущностями до глобальной структуры знаний. Такая структура также снижает риск галлюцинаций и точность генерации, так как суммаризация строится на взаимосвязанных фактах, а не на разрозненных текстовых фрагментах.

Для тестирования Wikontic мы использовали задачу multi‑hop QA как прокси для оценки качества графа. Возможность строить цепочки рассуждений в виде триплетов и корректно отвечать на вопросы отражает точность и полноту информации, извлечённой из текста и сохранённой в графе. При этом графовая структура снижает риск галлюцинаций, обеспечивая достоверный контекст, на который модель может опереться при формированииответа.

Использования графа знаний для QA в Wikontic — это относительно простая цепочка рассуждений: вопрос разбивается на несколько подвопросов, и каждый шаг опирается на контекст из графа. Таким образом, мы пытались оценить качество самого графа, а не подхода рассуждения по графу.

Для заданного вопроса LLM сначала формулирует первый подвопрос. Для каждого подвопроса модель делает следующее:

  1. Находит сущности, явно упомянутые или потенциально важные для ответа;

  2. Связывает эти сущности с вершинами в графе и выбирает наиболее релевантные для текущего подвопроса;

  3. Формирует подграф вокруг выбранных сущностей и на его основе генерирует ответ на подвопрос;

  4. Использует полученный ответ, чтобы сформулировать следующий подвопрос.

Этот процесс повторяется до пяти подвопросов, после чего модель выдаёт окончательный ответ.

Оценка качества извлеченного графа

Как мы уже обсуждали в предыдущем моем посте, существующие бенчмарки для извлечения информации в виде триплетов из текстов имеют серьёзные ограничения: аннотированные датасеты имеют небольшой масштаб, зашумлены и часто неполны. Тексты трудно сопоставить с реальными графами знаний, а разметка в датасетах часто недостаточно надёжна для оценки качества построенного графа.

Поэтому для оценки Wikontic мы применили альтернативную стратегию, ориентированную на свойство графа сохранять информацию о фактах из текстов. Вместо сравнения на шумных аннотированных датасетах мы измеряли качество графа с помощью следующих показателей:

  1. Сохранение информации из текста в графе — полнота и точность извлеченных фактов в виде триплетов;

  2. Структурная компактность — отсутствие избыточных и дублированных триплетов, связность фактов;

  3. Качество рассуждений на графе — способность модели выполнять multi‑hop QA, используя только построенный граф знаний, без доступа к исходным текстам.

Такой подход позволяет точно определить вклад графа в ответы модели. В отличие от методов, дополненных retrieval (например, HippoRAG, AriGraph или Holmes), где LLM опирается на исходные тексты, наша постановка задачи делает граф единственным источником фактов, позволяя напрямую оценить его качество.

Результаты: сохранение и потеря информации в графе

Для оценки доли информации, сохраняемой в графе, мы протестировали Wikontic на бенчмарке MINE‑1. Этот бенчмарк измеряет, какая часть фактической информации из исходного текста сохраняется в построенных графах знаний, используя протокол LLM‑as‑a-judge, предложенный авторами MINE‑1.

В среднем Wikontic сохраняет 84% исходных фактов, что существенно превосходит GraphRAG (47,8%) и KGGen (66%), использованных в качестве бейзлайнов самими авторами бенчмарка. Wikontic эффективно сохраняет фактическую информацию при построении графов знаний, обеспечивая надёжный и достоверный контекст для последующих reasoning‑задач.

accuracy_histogram_page-0001.jpg
Распределение качества сохранения информации по 100 статьям из бенчмарка MINE-1 для GraphRAG, KGGen и Wikontic. Пунктирные вертикальные линии — усредненные оценки: чем правее, тем лучше. Wikontic в среднем сохраняет 84% фактологической информации, значительно превосходя GraphRAG (47,80%) и KGGen (66%).

Результаты: плотность графов

Напомню, мы хотели оценить структуру графов, сохранение информации в том числе для использования downstream‑задачах. Учитывая ограниченное число подходов, позволяющих напрямую измерять качество графов знаний, мы применили альтернативный подход, основанный на наборе multi‑hop вопросов из датасета MuSiQue, чтобы понять, насколько эффективно знания представлены в построенных по тексту графах.

neighborhood_size_normalized_newcol_page-0001.jpg
Wikontic создаёт самые плотные графы знаний для вопросов MuSiQue. Для каждого вопроса строятся подграфы вокруг упомянутых сущностей, а их размеры оцениваются относительно всего графа. На рисунке показаны относительные размеры окрестностей от 1 до 10 шагов от упомянутой в вопросе сущности, а также размер всей связной компоненты, которая включает все узлы, достижимые от любых сущностей вопроса.

Предполагается, что в качественном графе должны существовать плотно связанные окрестности, чтобы можно было построить путь от сущностей, упомянутых в вопросе, до правильного ответа. Для оценки этого показателя мы извлекали сущности из вопросов MuSiQue и анализировали их окрестности в графах, построенных различными методами.

В графах знаний, построенных с помощью Wikontic, каждая окрестность вопроса включает максимальное количество связанных сущностей, что демонстрирует высокую связность графов и важность для формирования качественной структуры знаний.

Результаты: качество ответов на multi-hop QA задаче

В отличие от гибридных методов, которые используют граф как вспомогательную структуру для поиска и обработки релевантных текстовых фрагментов, например, HippoRAG и GraphRAG, наш подход выполняет рассуждения непосредственно над триплетами в графе, без доступа к исходным документам.

Несмотря на это ограничение, используя графы знаний, построенные Wikontic, GPT‑4.1 показывает высокое качество. Проверку проводили на уже упомянутом датасете MuSiQue, а также на HotpotQA:

  • HotpotQA: 64,5% точного совпадения ответов (Exact Match, EM) и 76,0% по метрике F1;

  • MuSiQue: 46,8% точного совпадения и 59,8% F1.

Таким образом, Wikontic превосходит ReadAgent и GraphReader, и сопоставим по качеству с более ресурсоёмкими системами вроде AriGraph и HOLMES, которые отвечают на вопросы по исходным текстам.

Это значит, что полные и хорошо структурированные символьные представления графов знаний могут служить достаточным и надёжным источником информации для выполнения многошаговых рассуждений без необходимости заполнения контекста LLM исходными документами.

Image
Метрики Exact Match (EM) и F1 на MuSiQue и HotpotQA. Wikontic использует только граф знаний, не обращаясь к исходным текстам, и при этом показывает результаты, сравнимые или даже лучше, чем у методов, использующих весь текст (Full Context, Supporting Facts), а также подходов KG‑RAG, которые всё ещё полагаются на доступ к исходным документам.

Важность компонент Wikontic’a

Для оценки вклада отдельных шагов в Wikontic мы провели абляции на датасете MuSiQue:

  • Отсутствие метаданных в триплетах приводит к значительному снижению качества (–15,9 EM, –15,7 F1), что подчёркивает важность сохранения контекстуальной информации для уточнения фактов.

  • Удаление механизма сохранения алиасов (этап 3) снижает производительность, подтверждая, что этот механизм улучшает сопоставление сущностей при ответах на вопросы.

  • Исключение интеграции онтологии (этап 2) приводит к падению как EM, так и F1, демонстрируя, что ограничения типов сущностей и схемы необходимы для согласованного построения графа.

  • Одновременное удаление онтологии и нормализации сущностей (этапы 2 и 3) вызывает наибольшее падение производительности, показывая, совместное использование данных механизмов обеспечивает максимальный вклад в качество построенного графа.

355620ae39c0b7c96110cd6c189ebcdf.png

Каждый компонент вносит заметный вклад в производительность Wikontic, при этом корректировка триплетов с помощью онтологии и дедупликация сущностей оказываются особенно важными для качества решения downstream‑задач.

Эффективность построения графов

Мы оценили вычислительную эффективность методов построения графов знаний, измеряя среднее количество выходных токенов генерации, необходимых для построения графа из одного абзаца датасета MuSiQue. Это наиболее важный показатель, поскольку стоимость обработки выходных токенов обычно в 3–5 раз выше и требует больше вычислительных ресурсов, чем входные токены.

Image

По этому критерию Wikontic оказывается более эффективным: он использует в три раза меньше выходных токенов, чем AriGraph, и примерно в двадцать раз меньше, чем GraphRAG. При этом Wikontic достигает сопоставимого качества на QA задачах, используя значительно меньше вычислительных ресурсов.

Wikontic + Langchain

Для удобного использования Wikontic мы написали небольшую библиотеку, из которой можно удобно вызывать методы для построения графа и поиску по нему из текстов. В библиотеке также реализованы методы, совместимые с LangChain, для создания ваших собственных агентов для построения графов и поиску по ним.

Для установки библиотеки, достаточно использовать pip:

pip install wikontic

Мы постарались упростить использование WIkontic для интеграции в пайплайны LLM-агентов:

model = ChatOpenAI(
    model="gpt-4o", base_url=base_url, api_key=api_key, http_client=http_client
)

langchain_agent = create_agent(
    model,
    tools=[
        inferer.extract_triplets_with_ontology_filtering_and_add_to_db_tool,
        inferer.retrieve_similar_entity_names_tool,
        inferer.get_1_hop_supporting_triplets_tool,
        inferer.answer_question_with_llm_tool,
    ],
)

langchain_agent.invoke(
    {
        "messages": [
            {
                "role": "user",
                "content": text_2,
            }
        ]
    }
)

langchain_agent.invoke(
    {
        "messages": [
            {
                "role": "user",
                "content": "What are the companies Jobs founded?",
            }
        ]
    }
)

Ноутбук с полным туториалом вы можете найти здесь.

Что дальше?

Потенциал Wikontic позволит создавать аннотированные данные, на которых в будущем можно будет дообучать компактные модели для конкретных задач. Такие модели будут работать быстрее и экономичнее, требуя меньше вычислительных ресурсов. Кроме того, Wikontic гибок и адаптируем: его можно применять и к любому другому домену и онтологии, при соблюдении формата ограничений триплетов и типов сущностей. Также в будущем мы планируем дополнять возможности Wikontic‑а для построения временны́х (temporal) графов знаний, которые учитывают эволюцию информации во времени. Такой подход особенно важен для динамичных областей, где факты часто меняются, например, новости, исследования или социальные медиа. Временные графы позволят LLM внедрять изменения и корректно использовать новые данные, сохраняя согласованность и достоверность информации.

Есть несколько других интересных направлений для исследований и улучшения KG‑RAG подходов. Во‑первых, нам все еще не хватает качественных бенчмарков для оценки и полноты, и точности информации в графе. Специфика задачи предполагает возможность построения сильно различающихся графов, которые могут быть одинаково эффективны в приложениях. С существующими бенчмарками все ещё сложно определить точную полноту сохраненной информации из текста и определить качество построенных путей и сообществ в графе.

Во‑вторых, в будущем хотелось бы автоматизировать построение онтологии и схемы, чтобы графы могли быстро адаптироваться к новым темам и доменам, а не использовать, хоть и большие и информативные, но все еще вручную построенные правила.

Важно также найти баланс между качеством рассуждения по графу и скоростью поиска по нему, поэтому более продвинутые алгоритмы для поиска путей в графе, учитывающие их семантику и структуру, выглядит перспективным направлением.

И, наконец, хотелось бы научиться ещё более эффективно сжимать и упорядочивать граф, а не просто передавать модели, переведенные в триплеты текст, чтобы со значительным ростом масштаба графа его можно было удобнее использовать в LLM с ограниченным окном контекста.

Больше информации вы можете найти в статье про Wikontic. Код открыт и выложен на GitHub. Будем рады вашим звёздочкам!

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    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:22 Sallymarch

    Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:23 Glennrobble

    If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

    That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 robertalfred175

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

  • 16.06.26 11:43 robertalfred175

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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 michaeldavenport218

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

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  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

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  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

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  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

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  • 15.07.26 11:58 Lily Gagné

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  • 16.07.26 21:38 patricialovick86

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

  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 19.07.26 19:54 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

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