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Leaderboard Illusion: что не так с Chatbot Arena

Схематичное объяснение основных проблем, изложенных в научной статье Leaderboard Illusion. Неравенство в доступе к данным между поставщиками проприетарных и открытых моделей, а также непрозрачный процесс тестирования с выборочной публикацией результатов стимулируют оверфитинг для соревнования на платформе; многие модели удаляются без уведомления поставщикам. Это приводит к ненадёжности рейтинга. arXiv:2502.15840
Схематичное объяснение основных проблем, изложенных в научной статье Leaderboard Illusion. Неравенство в доступе к данным между поставщиками проприетарных и открытых моделей, а также непрозрачный процесс тестирования с выборочной публикацией результатов стимулируют оверфитинг для соревнования на платформе; многие модели удаляются без уведомления поставщикам. Это приводит к ненадёжности рейтинга. arXiv:2502.15840

Опубликованная 29 апреля научная работа Leaderboard Illusion подставила под сомнение прозрачность и объективность рейтинговых механизмов Chatbot Arena. Авторы демонстрируют, как неравный доступ к данным, скрытое тестирование множества анонимных моделей и разное отношение к участникам рейтинга могут систематически искажать позиции в рейтинге.

Бенчмарки играют ключевую роль в оценке работы систем машинного обучения. Они не только позволяют сравнивать модели по единым метрикам, но часто формируют общественное восприятие их возможностей и влияют на решения о развертывании технологий.

Когда модель показывает выдающийся результат в лабораторных условиях, сообщество склонно считать её готовой к любым реальным задачам. Но никакие баллы в синтетическом испытании не являются гарантией чего либо. Более того, вера в силу модели может выйти боком.

Вспомним, как хвалили GPT-4 после публикации в марте 2023 года результатов экзамена на адвокатский статус. БЯМ якобы набрала в районе 90-го процентиля по Uniform Bar Exam, что вызвало шквал хвалебных статей (1, 2, 3).

Год ушёл на то, чтобы скептики успели ответить. В начале 2024 команда из Массачусетского технологического института переосмыслила заявление OpenAI. Дело в том, что компания заставила свою БЯМ проходить февральский экзамен штата Иллинойс. Как правило, этот экзамен сдают те, кто не сдал в июле, поэтому даже само сравнение по процентилям искажено — оно будет на фоне тех, кто сдаёт хуже. В МТИ указали, что на июльском экзамене GPT-4 попала бы чуть ниже 69-го процентиля.

Вопросы для Uniform Bar Exam, единого адвокатского экзамена США, разработанного Национальной конференцией экзаменаторов юристов, включают три части: тест с вариантами ответа, эссе и практическое задание (составить меморандум, жалобу и так далее).

GPT-4 справилась с тестовой частью, получив 298 баллов, но подкачала в двух других. Вообще-то уже здесь БЯМ едва прошла: минимальный балл варьируется по штатам от 260 до 272. Но исследователи МТИ ещё и ставят под сомнение оценку баллов за эссе. Выясняется, что если взять массив лицензированных юристов (то есть сдавших все части экзамена), то эссе GPT-4 попадает в 15-ю процентиль.

Понятно, что никто не собирался выдавать языковой модели лицензию на юридическую практику. Какие бы результаты в тестах она не показывала, у нейросетки нет правосубъектности. Однако почти целый год мало кто сомневался в способностях GPT-4. Есть даже реальные пострадавшие от раздутых обещаний. В июне 2023 года выяснилось, что два нью-йоркских юриста, полагаясь на ChatGPT, включили в судебный брифинг шесть полностью вымышленных прецедентов. Горе-адвокаты были оштрафованы на $5000 за подачу ложной информации.

Подвержены этому все, не только OpenAI. Так, Meta¹ в ноябре 2022 года (кстати, за две недели до запуска ChatGPT) представила большую языковую модель (БЯМ) Galactica и продемонстрировала новые рекордные показатели на датасете научных задач (arXiv:2211.09085). Согласно докладу, модель опережала GPT-3 в ответах на технические вопросы (68,2 % против 49 %) и Chinchilla в математической части MMLU (41,3 % против 35,7 %). Однако через три дня после публичного демо Meta¹ отозвала Galactica из-за массовых галлюцинаций и генерации ложных фактов.

С другой стороны, справедливо и обратное: более низкий результат в бенчмарке не всегда значит, что модель имеет практическую пользу ниже.

InstructGPT — зафайнтюненная версия GPT-3 с использованием дообучения с подкреплением на основе отзывов людей. Эта модель уступала оригинальному GPT-3 без выравнивания (только предсказание следующего токена) по некоторым бенчмаркам по типу SQuAD, WMT и других (arXiv:2203.02155). Однако этот «налог выравнивания» с лихвой окупался: модель была полезней в реальных приложениях по типу чат-ботов и виртуальных помощников. Сегодня ни у кого не вызывает вопросов практическая ценность ChatGPT.

Появление Chatbot Arena

Проблему бенчмарков пытались улучшить созданием новых более крупных или расширением существующих. В 2022 году вышел Holistic Evaluation of Language Models или HELM — мультиметрический фреймворк для оценки БЯМ, где помимо точности меряют среди прочего безопасность, устойчивость и справедливость (arXiv:2211.09110). В 2024 MMLU расширили до Global MMLU, чтобы убрать культурный перекос в сторону Северной Америки и Европы (arXiv:2412.03304), а INCLUDE содержал 197 тыс. вопросов на знания и логику на 44 языках (arXiv:2411.19799).

Если нужна производительность для человека, почему бы не сделать людей универсальным бенчмарком больших языковых моделей?

В апреле 2023 года некоммерческая организация LMSYS запустила Chatbot Arena — открытую платформу для оценки чат-ботов на основе человеческих предпочтений. На сайте проекта любой желающий может задать вопрос, получить ответы от двух БЯМ и проголосовать за более подходящий. При этом человек не знает, какие модели отвечают ему. Только после голосования раскрываются имена БЯМ, что исключает уклон оценок (arXiv:2403.04132).

В качестве ранжирующего механизма в первоначальном релизе была выбрана система рейтингов Эло. Уже в первые месяцы площадка собрала десятки тысяч голосов и показала заметный отрыв проприетарных систем (GPT-4, Claude) от большинства открытых моделей, но при этом зафиксировала быстрый прогресс последних. Позже рейтинг Эло дополнили более статистически устойчивой моделью Брэдли — Терри, которая учитывает всю матрицу попарных сравнений сразу и позволяет получить доверительные интервалы для производительности каждой модели.

Казалось бы, найден универсальный рейтинг, способный точно ответить, какая БЯМ лучше для реальных применений. Для индустрии и СМИ площадка Chatbot Arena стала стандартом.

Встречалась встревоженная критика. Chatbot Arena далеко не идеальна: отсутствуют жёсткие протоколы контроля качества голосований и результатом возможно манипулировать. К тому же платформа имеет низкую открытость.

Есть и конкретные претензии. Команда из Корнелльского университета показала, что даже небольшой уровень шума в голосованиях (около 10 %) способен сместить рейтинг моделей на 4–5 позиций, что ставит под сомнение статистическую надёжность Эло и Брэдли — Терри в таких условиях (arXiv:2412.04363). Другие авторы описали конкретные методы «нагрева» голосований: с помощью деанонимизации моделей и стратегического голосования можно за счёт небольшой группы поддерживающих пользователей значительно поднять позицию нужной модели (arXiv:2501.17858).

Попытки обмануть Chatbot Arena были. В начале апреля 2025 года Meta¹ выпустила открытые модели Llama 4 Scout (17 млрд активных параметров) и Maverick» (17 млрд активных параметров из ≈400 млрд, mixture of experts). Одновременно с этим в Chatbot Arena была зарегистрирована Llama-4-Maverick-03-26-Experimental, которая сразу набрала 1417 очков и заняла второе место после Gemini 2.5 Pro. При этом БЯМ с открытыми весами явно не имела такой производительности.

Вскоре сама платформа Chatbot Arena подтвердила, что выпущенный Maverick даёт значительно менее эффективные ответы, чем «соревновательный», поскольку последний был дополнительно натренирован на более привлекательный для людей стиль. Обошлось без скандала, всё списали на недопонимание политик сервиса.

Пример ответа Llama-4-Maverick-03-26-Experimental в сравнении с октябрьским Claude 3.5 Sonnet. Последняя лаконично сообщает правильную информацию. БЯМ слева тратит много токенов (на скриншоте сообщение показано не полностью) на галлюцинации ненужных деталей, эмодзи и форматирование. При этом сам ответ неправильный, но пользователь почему-то предпочёл дурачка с эмодзи. Chatbot Arena
Пример ответа Llama-4-Maverick-03-26-Experimental в сравнении с октябрьским Claude 3.5 Sonnet. Последняя лаконично сообщает правильную информацию. БЯМ слева тратит много токенов (на скриншоте сообщение показано не полностью) на галлюцинации ненужных деталей, эмодзи и форматирование. При этом сам ответ неправильный, но пользователь почему-то предпочёл дурачка с эмодзи. Chatbot Arena

29 апреля 2025 года вышел препринт научной статьи Leaderboard Illusion, где на 68 страницах методы Chatbot Arena подвергаются сомнению.

В целях раскрытия возможных интересов авторы предупреждают, что их компания Cohere выпускала модели, которые ушли на испытание на Chatbot Arena: command-r, command-r-plus, aya-expanse, aya-vision и command-a. Знакомство с платформой и данные от собственных моделей помогли в исследовании.

Анонимные модели

Для исследования провели сбор данных и деанонимизировали модели. Это пришлось сделать потому, что часть БЯМ на сайте анонимна (или псевдонимна, в исследовании они называются приватными). Сама платформа рекомендует эту функцию для тестирования ещё невыпущенных продуктов. Если модель анонимна, то тест идёт как обычно: пользователь общается с БЯМ, решает, какая лучше, голосует. Однако после голосования посетитель сайта увидит не реальное название модели, а уникальный псевдоним.

Как выяснило исследование, на Chatbot Arena некоторым крупным провайдерам разрешается одновременно тестировать несколько анонимных БЯМ. Как указывают авторы работы, в официальной политике платформы никак не упоминается то, что этих приватных моделей может быть много. Утверждается, что именно скрытое параллельное тестирование значительно помогает выбиваться в рейтинге.

Число анонимных текстовых моделей, которые авторы исследования заметили на Chatbot Arena с января по март 2025 года. arXiv:2502.15840
Число анонимных текстовых моделей, которые авторы исследования заметили на Chatbot Arena с января по март 2025 года. arXiv:2502.15840

Был проведён большой анализ. Авторы исследования собрали данные скрейпингом в период с января по март 2025 года. Для рейтинга по машинному зрению данные собирали с 9 по 28 марта. Собрано было 5,8 тыс. основных испытаний и 500 для раздела машинного зрения. Для скрейпинга был настроен headless-инстанс Chrome в связке с библиотекой Selenium для навигации по страницам платформы.

В процессе модели деанонимизировали на лету, задавая вопрос вида «чьих будешь». Ответ на вопрос «что ты за модель» и «кто тебя обучал» мог выглядеть по-разному. Логика простая: если в датасете 3 раза встречается ответ от БЯМ ertiga с текстом «I am LLaMA, trained by Meta¹», то это наверняка продукт этой компании.

Поскольку Chatbot Arena отбрасывает те результаты, где модель раскрыла себя, также деанонимизация исключала влияние на рейтинг. Но на всякий случай дополнительно задавался какой-нибудь мелкий вопрос, который наиболее вероятно мог привести к ничьей из-за идентичности ответа: «Назови столицу Англии, одно слово» или «Земля круглая? Отвечай только да или нет».

Деанонимизированные модели собрали в таблицу. Полужирным выделены модели, которые встречаются в обоих рейтингах.

Провайдер

Суммарно анонимных моделей

Анонимные модели из общего рейтинга

Анонимные модели из рейтинга с машинным зрением

Meta¹

43

polus, deep-inertia, goose, falcon, jerky, anonymous-engine-2, kronus, consolidation, flywheel, inertia, momentum

aurora, cresta, discovery, ertiga, flux, harmony, helix, pinnacle, portola, prosperity, raze

Anthropic

18

rhea, sparrow, spider, gaia, rage, frost, themis, cybele, unicorn-engine-1, unicorn-engine-2, unicorn-engine-3, unicorn-engine-4, unicorn-engine-5, unicorn-engine-6, unicorn-engine-7, uranus

solaris, spectra, toi, vega, zax

OpenAI

3

anonymous-chatbot, gpt4o-lmsys-0315a-ev3-text

gpt4o-lmsys-0315a-ev3-vis

Google

10

centaur, enigma, gremlin, gemini-test, zizou-10, specter, moonhowler, phantom, nebula, goblin

Amazon

7

raspberry-exp-beta-v2, apricot-exp-v1, cobalt-exp-beta-v2, raspberry-exp-beta-v1, raspberry, cobalt-exp-beta-v1, raspberry-exp-beta-v3

Cohere

6

cohort-chowder, sandwich-ping-pong, grapefruit-polar-bear, roman-empire

asterix, buttercup

LMArena

5

p2l-router-7b-0317, p2l-router-7b-0318, p2l-router-7b, experimental-router-0207, experimental-router-0122, experimental-router-0112

Nvidia

2

march-chatbot-r, march-chatbot

xAI

1

anonymous-test

Reka

1

margherita-plain

Alibaba

1

qwen-plus-0125-exp

StepFun

1

step-2-16k-202502

Неизвестно

14

kiwi, space, maxwell, luca, anonymous-engine-1, tippu, sky, pineapple, pegasus, dasher, dancer, blueprint, dry_goods, prancer

Заметно, что среди прочих удалось «поймать» 14 неизвестных анонимных моделей, которые не назвали своё настоящее имя.

По собранным с января по март 2025 года данным видно, что у Meta¹ было 27, а Google — 10 приватных текстовых моделей. Временной промежуток был как раз до выхода моделей Llama 4 и Gemma 3.

За последние месяцы корона лидерства на Chatbot Arena переходила от одного провайдера к другому буквально за часы. Так, GPT-4.5 и Grok-3 прыгнули на первую строчку 3 марта 2025 года. В другом схожем случае БЯМ Gemini (Exp 1114) от Google DeepMind взошла на первое место 14 ноября 2024 года. Уже 20 ноября ChatGPT-4o (20241120) от OpenAI ненадолго оказалась на лидирующей позиции, хотя на следующий день туда опять вернулась модель от Google.

Разработка и обучение крупной языковой модели занимают месяцы и требуют многократных итераций. Как утверждают авторы Leaderboard Illusion, такие скачки́ в рейтинге маловероятны без приватного тестирования сразу нескольких моделей. Провайдер может тестировать анонимные модели, а потом воспользоваться «хвостом» распределения оценок: среди N протестированных вариантов с ростом N существенно повышается шанс найти вариант с аномально высоким баллом.

Однако авторы исследования не ограничились спекуляциями, а для доказательства представили очень наглядную математическую симуляцию. Пусть N вариантов модели имеют истинный средний счёт в 1200 с нормальным разбросом. Для каждого N от 1 до 50 была 100 раз проведена симуляция, и из N выбрали одну модель, которая имеет наивысший рейтинг.

Демонстрация стратегии, где выбирается один лучший из N вариантов. Хотя у модели A средний показатель ниже, чем у B, она выходит вперёд за счёт тестирования нескольких анонимных вариантов и публикации самого удачного. arXiv:2502.15840
Демонстрация стратегии, где выбирается один лучший из N вариантов. Хотя у модели A средний показатель ниже, чем у B, она выходит вперёд за счёт тестирования нескольких анонимных вариантов и публикации самого удачного. arXiv:2502.15840

Было показано, что даже при N = 10 получается заметный прирост рейтинга в примерно 100 очков в сравнении с теми компаниями, где анонимных моделей нет.

Влияние на рейтинг в зависимости от N для нескольких анонимных моделей, средний рейтинг которых составляет 1200. Чем больше анонимных моделей, тем выше шансов заметно поднять рейтинг БЯМ. arXiv:2502.15840
Влияние на рейтинг в зависимости от N для нескольких анонимных моделей, средний рейтинг которых составляет 1200. Чем больше анонимных моделей, тем выше шансов заметно поднять рейтинг БЯМ. arXiv:2502.15840

Высказанные претензии имеют смысл. В процессе разработки БЯМ практически всегда проводят масштабные гиперпараметрические исследования: обучают десятки и сотни вариантов с разными настройками и сохраняют промежуточные контрольные точки. Затем из всего множества кандидатов выбирают тот чекпоинт, который показывает лучшие значения на отложенной валидационной выборке, даже если остальные модели превосходят его в отдельных задачах (arXiv:2203.05482).

Сильный сигнал — например, уверенное лидерство на рейтинговой таблице — способен заметно сместить выбор в пользу одного из вариантов модели. Когда провайдер видит, что конкретный чекпоинт устойчиво опережает конкурентов под заданными условиями оценки, он получает дополнительную информацию о том, какой из вариантов наилучшим образом соответствует критериям задачи и ожиданиям пользователей.

Поскольку тестировать десятки анонимных пробников разрешают, как видно, только нескольким крупным провайдерам, это может усилить их роль в рейтинге.

Неравенство в доступе к информации

Политика Chatbot Arena обязывает площадку делиться только 20 % данных. Это тоже вносит свою лепту в неравенство, потому что не все компании могут позволить себе хостить собственные модели. Если провайдер обрабатывает запросы от Chatbot Arena через собственный API, он получает все запросы от пользователей. Если же модель провайдера хостится на сторонних мощностях, то он может рассчитывать только на эти 20 %.

Доступность данных в зависимости от провайдера. 61,4 % данных уходит провайдерам проприетарных решений. arXiv:2502.15840
Доступность данных в зависимости от провайдера. 61,4 % данных уходит провайдерам проприетарных решений. arXiv:2502.15840

Впрочем, какая разница, что получится забрать не все эти данные? Разве они могут оказаться полезными для провайдеров? В ответ на это работа Leaderboard Illusion несколько страниц объясняет опасности переобучения [overfitting] и заточенности для бенчмарка.

Промпты пользователей Chatbot Arena специфичны и отличаются от реальных. Для анализа исследователи собрали вместе следующие датасеты с логами чатов:

  • arena-human-preference-100K (arXiv:2403.04132, Arena Explorer), где находится примерно 106 сэмплов.

  • 1,9 млн различных записей, которыми поделились сами провайдеры (те самые 20 %).

  • 43 729 чатов, которые компания Cohere получила от собственных моделей.

С одной стороны, промпты постоянно меняются — достаточно отметить хотя бы распределение языков. В апреле 2023 года русский составлял всего 1 %, но через год 8,8 % промптов были на этом языке. К декабрю 2024 почти каждый шестой промпт был на русском (15,7 %). Похожий рост наблюдается с отношении китайского языка (5–7 % в 2023 и 16,4 % в марте 2024 года). Затем его доля в датасете падает — на Chatbot Arena завели рейтинги по языкам и добавили китайский.

Распределение доли языков в промптах к Chatbot Arena из датасета, который собрали для исследования. arXiv:2502.15840
Распределение доли языков в промптах к Chatbot Arena из датасета, который собрали для исследования. arXiv:2502.15840

Однако также промпты часто полностью совпадают. Месяц от месяца пользователи задают одни и те же вопросы. После дедупликации датасетов исчезают пятая или даже четвёртая часть промптов.

Точные и приблизительные совпадения среди промптов в месяце из датасета, который собрали для исследования. arXiv:2502.15840
Точные и приблизительные совпадения среди промптов в месяце из датасета, который собрали для исследования. arXiv:2502.15840

С другой стороны, промпты уникальны. Разве будет типичный пользователь ChatGPT каждый день открывать сервис, чтобы выяснить число букв «r» в слове «strawberry»? Однако в 12000 символов ограничения промпта в Chatbot Arena могут влезать очень необычные вопросы, которые редко встречаются где-то ещё. К примеру, в датасете arena-human-preference-100K есть несколько десятков вопросов про произведения франшизы «Звёздный путь», но никто не спрашивал про английского поэта Джеффри Чосера.

Легко угадать, что датасет переписок Chatbot Arena собирали не просто из любви к лингвистическому анализу. Для демонстрации overfitting на этом датасете дообучили базовую модель компании Cohere на 7 млрд параметров. Источник данных — это 0, 30 либо 70 % логов испытаний на Chatbot Arena, остальной объём — собственный проприетарный датасет для дообучения следованию инструкциям, математике и написанию кода. Все три варианта дообучались с одинаковыми техническими параметрами: 1 300 шагов, размер батча 128 и так далее.

Для измерения эффекта добавления данных полученные БЯМ сравнивали против Llama-3.1-8B-Instruct на 500 промптах из датасета Arena-Hard (arXiv:2406.11939). Выбор испытания авторы исследования обосновывают тем, что этот датасет часто используют для оценки возможной производительности на платформе. Судьёй выступала gpt-4o-2024-11-20.

Важно, что это был не запуск на Chatbot Arena, а локальный бенчмарк для оценки производительности на этой платформе.

Дообученные на переписке с Chatbot Arena языковые модели сравниваются с обычным вариантом себя (слева) и с Llama 3.1 8B (справа). Чем больше логов Chatbot Arena в доле данных тонкой настройки, тем выше доля побед. arXiv:2502.15840
Дообученные на переписке с Chatbot Arena языковые модели сравниваются с обычным вариантом себя (слева) и с Llama 3.1 8B (справа). Чем больше логов Chatbot Arena в доле данных тонкой настройки, тем выше доля побед. arXiv:2502.15840

Одновременно с этим было обнаружено незначительное снижение в бенчмарке MMLU. В норме (для модели с 0 % логов Chatbot Arena в датасете тонкой настройки) результат составлял 66,5 %. Для 30 % и 70 % этот показатель составил 64,4 % и 65,9 %, соответственно.

Как видно, задача специфична. Хотя на Chatbot Arena БЯМ будет лучше проходить тесты, в реальности никаких других навыков она не улучшила.

Авторы исследования отмечают, что имея доступ к самим логам, провайдеры потенциально могут использовать статистику состава этих данных для оптимизации процесса дообучения без необходимости скармливать модели весь массив данных напрямую. Возможно скорректировать веса каждого источника при обучении, отдавая приоритет более «ценным» по качеству примерам (arXiv:2402.07827) или взять небольшой репрезентативный фрагмент и на его основе создать высококачественные синтетические данные, близкие по распределению к оригиналу (arXiv:2408.14960, DOI: 10.18653/v1/2024.emnlp-main.521, 10.18653/v1/2024.emnlp-main.729, 10.18653/v1/2024.emnlp-main.671).

Легко представить, что типичный крупный провайдер применяет эти техники (взвешивание и синтез), чтобы извлечь из доступа к данным максимальную выгоду и обеспечить себе конкурентное преимущество при сравнении моделей. На кону — место в верхней части рейтинга Chatbot Arena, а значит внимание блогеров прессы, а значит начальства и фондов венчурных инвестиций.

Подобное пишут авторы Leaderboard Illusion. Но на самом деле это уже происходит. В четвёртой странице научной статьи (arXiv:2408.00118) по Gemma 2 компания Google прямо признает, что БЯМ в числе прочего обучалась на датасете LMSYS-chat-1M, который содержит вопросы и ответы с Chatbot Arena. Однако указывается, что использовались только вопросы.

Разное отношение к моделям

На Chatbot Arena БЯМ регулярно перестают тестироваться. Модель могут убрать из списка тестируемых, если API провайдера не работает больше месяца. Другие причины описаны в правилах: после набора 3000 голосов, если вышли две новые модели этого семейства или есть три провайдера, которые предлагают модели лучшего качества (согласно рейтингу платформы) и дешевле.

Авторы Leaderboard Illusion критикуют неясность формулировок. Иногда тяжело установить, почему участника рейтинга убрали из списка тестируемых. В исследовании утверждается, что перестали тестировать 205 БЯМ, что куда больше, чем официальные 47.

Официально убрали 30 % проприетарных и 2,4 % БЯМ с открытыми весами. Авторы исследования дают неофициальную оценку: 86,6 % и 87,8 %, соответственно.

Число моделей от различных провайдеров, которые убрали из тестирования. arXiv:2502.15840
Число моделей от различных провайдеров, которые убрали из тестирования. arXiv:2502.15840

Скрытое удаление выглядит так: БЯМ сначала активно попадает пользователям для оценки (несколько сотен или тысяч сравнений в месяц), а затем внезапно исчезает из статистики, и в оценках почти не участвует. Название модели остаётся в списке доступных, но она больше не выбирается системой.

Авторы статьи Leaderboard Illusion здесь тоже провели наглядную математическую симуляцию. Пусть существуют модели A, B, C и D, а также две задачи различной сложности. Вероятность победы в каждой задаче у разных БЯМ разная. К примеру, B может победить D в 90 % случаев в первой задаче, но лишь в 20 % случаев во второй.

Затем симуляция разбивается на две фазы. В первой из них все модели выполняют 1000 сравнений, конкурируя в основном в первой задаче, на основе чего получается предварительный рейтинг. Во второй фазе постепенно идёт переход ко второй задаче, её популярность растёт. В конце составляется финальный рейтинг.

У каждой симуляции два сценария: без удаления моделей (все четыре участвуют во всех 2000 сравнениях) и с удалением D после первой фазы. Как результат, во втором сценарии происходит искажение данных. Модели A и D опускаются в конечном рейтинге на одно место, а B и С поднимаются на одну строчку.

Слева: распределение задач по фазам. Справа: сравнение первого и второго сценариев. arXiv:2502.15840
Слева: распределение задач по фазам. Справа: сравнение первого и второго сценариев. arXiv:2502.15840

Сценарий не оторван от реальности. Некоторые языковые модели заточены на обработку сразу нескольких языков, поэтому если такая модель остаётся в рейтинге, а на Chatbot Arena заходит всё больше международной аудитории, её позиция в рейтинге может возрасти. То же относится к моделям, которые предназначены для написания программного кода.

Как отсутствие сравнения может повлиять на точность рейтинга. Здесь рёбра графа — факт проведения дуэли между участниками. arXiv:2502.15840
Как отсутствие сравнения может повлиять на точность рейтинга. Здесь рёбра графа — факт проведения дуэли между участниками. arXiv:2502.15840

Отсутствие сравнения некоторых БЯМ создаёт разрешенный граф сравнений. В статье демонстрируется как может возникнуть неточность относительно плотного графа модели Брэдли — Терри, где каждый играет с каждым. Это тоже делает рейтинг неточным.

Ответ Chatbot Arena

Для исправления ситуации авторы Leaderboard Illusion предлагают несколько решений. В первую очередь они просят запретить отзыв результатов. Чтобы исключить возможность выборочного раскрытия лишь лучших чекпоинтов, должны оставаться публичными даже анонимные модели. Также рекомендуется ввести одинаковый для всех и прозрачный лимит на число анонимных тестируемых БЯМ.

В основном просят прозрачности. Авторы исследования хотят видеть задокументированные критерии снятия моделей с выборки для тестов, полный список всех загруженных в Chatbot Arena БЯМ, включая анонимные, и историю тестов. Для самих испытаний должен быть улучшен алгоритм выбора пар, чтобы приоритет отдавался не моделям крупных коммерческих провайдеров (как это делается сейчас), а имеющим мало оценок моделям с открытыми весами.

Уже через несколько часов Chatbot Arena ответила (1, 2) на публикацию. Платформа оспаривает многие из изложенных доводов:

  • Chatbot Arena считает неправильным возмущение по поводу выбора из N вариантов. В своей аналогии представитель платформы сравнил ситуацию производительностью в отношении трёхочковых бросков баскетболиста Стефа Карри (у него их 42 % среди всех бросков), хотя в среднем по НБА это число составляет всего 35 %.

    Более детально этот довод не объясняется. Критика Leaderboard Illusion касалась того, что тестами анонимных моделей платформа помогает крупным компаниям достигать более высокого рейтинга, что искажает результат и снижает ценность бенчмарка.

  • В заявлении платформы многие из чисел из научной статьи названы неточными. В качестве примера указывается, что доля тестов БЯМ с открытыми весами в реальности составляет 40 %, а не 8,8 %. Chatbot Arena также напоминает, что достичь повышения в тесте удалось только в бенчмарке, где судьёй была БЯМ, а не на платформе. Тайное удаление моделей названо ложью, ситуация объясняется интересами сообщества.

  • Указывается, что различные данные недопоняты или истолкованы неверно. Как утверждает Chatbot Arena, политика сервиса никогда скрывалась, а у провайдеров моделей нет возможности выбирать, какую оценку модели публиковать. Любая БЯМ в рейтинге всё равно должна выдать эти баллы в честном бою.

    С другой стороны, это изречение никак не отменяет того, что крупный провайдер БЯМ может опубликовать десятки разных вариантов нового продукта, а затем выбрать самый удачный для релиза. Если мера становится целью, то упадёт ценность бенчмарка как объективного инструмента.

Не все в сообществе однозначно согласились с ответом Chatbot Arena. Известный учёный в области машинного обучения Андрей Карпатый пишет, что как у него, так и его круга общения уже давно возникали сомнения в ценности рейтинга платформы. Впервые он заподозрил неладное, когда на первую строчку попала Gemini, а вообще учёного огорчала низкая позиция его любимой Claude 3.5.

В качестве замены Chatbot Arena Андрей предложил что-то по типу рейтинга OpenRouter, платформы единого интерфейса различных провайдеров БЯМ. Это статистика закупок запросов компаниями для решения реальных проблем, а не решение загадок или выдуманных задачек.

Карпатый подозревает, что команды исследователей начали создавать не лучшие модели, а модели, которые лучшие для Chatbot Arena. По мнению учёного, закон Гудхарта уже работает в полную силу.

Препринт научной статьи «The Leaderboard Illusion» опубликован на сайте препринтов arXiv.org (arXiv:2502.15840).

(1) Meta — экстремистская организация, деятельность которой запрещена.

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  • 20.04.25 17:22 patricialovick86

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

  • 21.04.25 03:51 gleerandon

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  • 24.04.25 18:17 Mary Perez

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  • 25.04.25 15:44 Sharo2025

    HACKER FOR CRYPTO SCAM RECOVERY SERVICE CONTACT //PASSCODE CYBER RECOVERY

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  • 26.04.25 19:01 ashlyncarson

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  • 27.04.25 02:41 elizabethrush89

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  • 27.04.25 02:41 elizabethrush89

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  • 29.04.25 12:10 walterkeith2004

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  • 30.04.25 16:39 ratty clara

    I’ve been a victim of a scam, lost all my money to a broker I invested with, was depressed for a few months, but the whole story changed when I visited Trustpilot. I came across a review about a man, Mr Bogdan sovar, on helping people get back their lost investment. I contacted him because I needed some help in getting my money back. To my greatest surprise, I was able to get my money back after a few days of getting in touch with him. It was all free, all he required for was a testimony of her generosity, which I promised I would do in all platforms. You can reach him at his Gmail address: hackerrone90 @ gmail . com and will guide you on the steps to take and get your invested capital, including your bonus, back

  • 30.04.25 22:56 thomaslilley99

    CRYPTOCURRENCY RECOVERY SERVICES - Visit - iFORCE HACKER RECOVERY Hello everyone, after losing nearly $170,000 in Bitcoin, I was devastated and began searching for ways to recover my stolen funds. That’s when I found iFORCE HACKER RECOVERY, a team of cybersecurity experts specializing in retrieving hacked Bitcoin wallets and scammed cryptocurrencies. Within just 48 hours of thorough investigation, they successfully recovered my stolen funds. I highly recommend their services to anyone facing a similar situation. Webpage info; ( iforcehackersrecovery. com Email; contact@iforcehackersrecovery. co m Call/Text-whatsapp; +1 (240) 803. (3706)

  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

    Through Telegram, I've finally had the opportunity to witness genuine professionalism with DuneNectarWebExpert. This experience has renewed my trust in people and strengthened my conviction in the significance of persistence and empathy. As a long-standing physician practicing in Atlanta, Georgia, I've treated numerous patients who have been victimized, their lives irreversibly altered by the damaging consequences of entrusting the wrong person with their private and financial details. One of my patients suggested that I seek help from DuneNectarWebExpert. From the instant I contacted ( Support (@) Dunenectarwebexpert (.) C0M ), I was met with comprehension, as they grasped the emotional distress caused by an online romance scam. Their professionalism, compassion, and commitment to rectifying the injustices suffered by scam victims, including myself and many others, were evident. Their team, comprised of cybersecurity professionals and digital investigation specialists, promptly evaluated the situation and developed a thorough plan to retrieve my lost funds. I would not be writing this epistle if I had not achieved the outcome I anticipated when I engaged DuneNectarWebExpert services. The process was challenging, as these fraudsters actively resisted efforts to recover my scammed crypto funds successfully. At the end of everything, it was all a success, and I am forever grateful to my patient and the team of DUNENECTARWEBEXPERT for their aid in my life and my family's. Please deal with DUNENECTARWEBEXPERT directly via their officials: https:// dunenectarwebexpert . com/ Telegram, DuneNectarWebExpert.

  • 01.05.25 20:59 elizabethrush89

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

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  • 08.05.25 03:35 jwright70

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  • 13.05.25 19:18 canemarcus0

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  • 13.05.25 19:24 graceharrison09

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  • 13.05.25 19:26 John Willis

    I LOST MY CRYPTO, HOW DO I RECOVER IT? iFORCE HACKER RECOVERY  I'm excited to share my story because this iFORCE HACKER RECOVERY Cyber security firm helped me recover my stolen digital money and cryptocurrencies. Their excellent service and skillful work have truly impressed me. I never thought I would be able to get my money back before I went to them with my problems and provided them with all the information I needed, and I was shocked when it took them forty-three hours to do so. I wholeheartedly commend iFORCE HACKER RECOVERY for all challenges related to hacking, digital funds recovery, bitcoin recovery, or cyber-security.   Learn More; www.  iforcehackersrecovery. com  Email; contact@iforcehackersrecovery. co m  Whatsapp; +1 (240) 803. 37 06    

  • 13.05.25 20:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.05.25 20:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.05.25 14:45 Clarkanderson

    Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com

  • 14.05.25 14:45 Clarkanderson

    BITCOIN RECOVERY HELP GO TO ULTIMATE HACKER JERRY

  • 14.05.25 14:45 Clarkanderson

    BITCOIN RECOVERY HELP GO TO ULTIMATE HACKER JERRY Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com

  • 16.05.25 14:18 patricialovick86

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

  • 16.05.25 14:18 patricialovick86

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

  • 17.05.25 18:33 marywilliam3544

    A few months ago, I became a victim of a crypto scam that cost me more than $42,000. It started with what looked like a legitimate investment opportunity on social media. The platform was well-designed, the “advisors” sounded experienced, and the returns they promised seemed realistic at the time. I did some quick research, saw fake positive reviews, and decided to give it a try.At first, everything seemed to go smoothly. I deposited small amounts and saw returns in my account almost immediately. Encouraged, I added more—until I realized I could no longer withdraw anything. The site shut down, the contact numbers went dead, and the people I had spoken to disappeared. That’s when it hit me—I had been scammed.I was embarrassed, angry, and honestly, heartbroken. I didn’t think there was any way to get the money back. My bank couldn’t help, the police didn’t have any tools for crypto tracing, and I felt completely stuck. Then, a friend referred me to PRO WIZARD GILBERT RECOVERY. I was hesitant at first, but after speaking with one of their recovery specialists, I felt a sense of hope I hadn’t felt in weeks. They were incredibly professional, didn’t make any exaggerated claims, and explained their process clearly.The team began working right away using advanced blockchain forensics to trace the stolen funds. Within a few days, they located the wallets that received my funds and started the legal steps necessary to flag and recover the crypto. I was blown away by how thorough and efficient they were After several weeks of careful investigation and coordination, PRO WIZARD GILBERT RECOVERY successfully recovered nearly 75% of my lost funds. I couldn’t believe it. I went from thinking that money was gone forever to having it returned to me—and all thanks to their dedication and expertise.If you’ve lost money to a crypto scam, I can’t recommend PRO WIZARD GILBERT RECOVERY enough. They’re the real deal. Professional, honest, and relentless in fighting for their clients. Thanks to them, I’ve not only recovered most of what I lost, but I’ve also regained peace of mind. CONTACT INFO=====WhatsApp +1 (920) 408‑1234 TELEGRAM====== http s:// t. me/Pro_Wizard_Gilbert_Recovery EMAIL========== pro wizard gilbert recovery (@) engineer. com

  • 19.05.25 05:42 kylebro

    It’s been hard losing a lot of my money to these companies. I found a crypto Recovery Agent,VIA Email:( [email protected] ) who made sure I got back everything. If your case is similar, you can consult them on how to get your money back. Whats app or text : +1 949 245 7617 Telegram : @dawsonwright Website : bestrecoveryagent.com

  • 20.05.25 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.05.25 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.05.25 17:55 Juliuslaurence1

    It started as an ordinary Tuesday. I was transferring 5 BTC my life savings at the time to a new cold wallet for better security. My fingers moved swiftly, copying the address, pasting it, and hitting Send without a second thought. Then ,the horrow struck.A split second after the transaction confirmed, I realized I had pasted the wrong address. A typo. One wrong character. My stomach twisted into knots as I watched my Bitcoin disappear into the blockchain abyss, headed to an address I didn’t recognize. Panic set in. 5 BTC. Over $300,000 at the time. Gone. I spent sleepless nights scouring forums, reaching out to blockchain experts, even pleading with miners but the immutable nature of Bitcoin meant no one could reverse it. The address was active, but the owner? Unknown. Then, I stumbled upon Washington Recovery Pro, a firm specializing in cryptocurrency transaction reversals and asset recovery. Skeptical but desperate, I reached out. Their team, led by a seasoned blockchain investigator named Marcus, took my case. They explained that while Bitcoin transactions are irreversible, if the recipient is identifiable, recovery is possible through negotiation or legal pressure. Using on-chain forensics, they traced the mistaken transaction to a crypto exchange wallet meaning the recipient had likely cashed out or moved the funds. Washington Recovery Pro contacted the exchange, providing irrefutable proof of the erroneous transfer. After weeks of pressure, the exchange froze the funds and initiated a recovery process. two weeks after my heart-stopping mistake, I received an email: Your 5 BTC has been recovered and will be returned to your wallet. I couldn’t believe it. Washington Recovery Pro had done the impossible. My Bitcoin was saved, but not by luck by skill, persistence, and legal expertise. If you ever face a similar nightmare, remember: some mistakes can be undone. Email: [email protected]: +1 (903) 249‑8633‬

  • 30.05.25 05:03 kevinpatmore2

    Good day everyone, some statements people make may appear unbelievable, yet they reflect their truth due to their personal experiences. I'm a truck driver and I enjoy playing the lottery, but it's been 8 years without winning anything significant. I became upset over this and chose to seek help online from anyone skilled in using spells to win the lottery since my grandma had faith in spells and a story about Lord Meduza spells drew my interest. I obtained his contact information, and we discussed all aspects of how he could assist me. In less than 72 hours, Lord Meduza provided me with the lottery numbers I required after he completed the spell for me. I purchased my ticket online, followed the guidance of Lord Meduza, and now my life is fortunate because I won a $42.5 million Jackpot in the lottery I participated in. I’m thankful to Lord Meduza because he truly keeps his promises and I will donate $1 million to the orphanage homes in my city. Email: [email protected] or WhatsApp +18079072687.

  • 01.06.25 17:55 springthorpecameron5

    After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths

  • 02.06.25 16:01 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.06.25 16:01 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.06.25 22:21 [email protected]

    When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]

  • 06.06.25 18:43 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.

  • 08.06.25 12:49 jack67667766

    Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.

  • 09.06.25 19:49 garnierroux

    CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/

  • 21.06.25 04:37 jamesgrant

    The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493

  • 23.06.25 15:44 michaeldavenport218

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

  • 23.06.25 15:44 michaeldavenport218

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

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:12 Beth Wilson

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  • 24.06.25 04:14 Beth Wilson

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  • 24.06.25 04:18 Beth Wilson

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  • 24.06.25 04:23 Beth Wilson

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  • 25.06.25 22:56 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 26.06.25 20:33 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 00:46 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 22:31 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 28.06.25 00:46 patricialovick86

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

  • 28.06.25 00:46 patricialovick86

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

  • 29.06.25 07:39 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 29.06.25 11:52 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.06.25 15:06 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.07.25 19:43 kevin

    People have lost so much in binary options and Crypto currency, many Traders have failed to withdraw their funds and profits made from binary and crypto currency options, failed to use the right strategies when needed, failed to engage with the right broker, not giving their trade a break, also having too many trading accounts which is one of the cause of their lost of funds, deposits of too low or too high amount of funds and most especially, not being able to present the full history of their trade when trying to withdraw their funds and their profits. If you are out there and having problems such as these or you are a beginner, or for a good reason need to raise your standard of living or you have been scammed or you have problems withdrawing your funds and profits made from your recent trades contact him via ZATTCHRECOVERY @ GMAIL COM he will guide you on steps how to get your money back.

  • 12.07.25 23:43 [email protected]

    Mighty Hackar Recovery saved me  The internet, once a safe space for communication, has become a dangerous place for sc@mmers. A R&B fan, unaware of the warning signs, invested $600,000 in an Instagram sc@m claiming to be from Teddy Swims. The sc@mmer was defrauded, and the victim's money went missing. They sought help from Mighty Hackar Recovery, a group specializing in recovering cryptocurrency fraud. The group conducted a thorough investigation, revealing the fraudster's dishonesty. The experience taught the importance of caution and the need to trust others. The story serves as a warning to double-check identities, carefully consider offers, and seek professional advice before making financial commitments. If you have fallen victim to a bitc0in sc@m, Mighty Hackar Recovery can help. You can reach out to them on WhatsApp +14042456415 Mighty Hacker Recovery hire Bitc0in expert near you.  Blockchain projects Cryptocurrency exchanges ICOs (Initial Coin Offerings) Crypto wallet providers Decentralized applications (DApps) Cryptocurrency mining companies Blockchain-based platforms Crypto payment solutions NFT (Non-Fungible Token) projects

  • 19.07.25 13:09 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.07.25 13:10 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email:: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.07.25 13:47 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 21.07.25 08:47 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 22.07.25 19:01 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 22.07.25 20:04 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 23.07.25 22:57 Frodejoel

    Yes, recovery is possible — I say this from personal experience. A few months ago, I was scammed out of a large amount of crypto by what seemed like a legitimate investment opportunity. I tried reaching out to the platform, filed reports, and even contacted my wallet provider — no success. Then I came across a team called Scanner Hacker Crypto Recovery. I was skeptical at first, but they walked me through the process. They helped track the transaction trail and guided me through the necessary legal and technical steps. In the end, I was able to recover my stolen crypto — something I thought was gone forever. If you’ve been a victim: • Don’t panic • Don’t send more money to new “recovery scammers.” • Do your research and look for ethical, proven recovery teams I’m happy to share more about my experience if it helps — just write to Scanner Hacker Crypto Recovery directly with their email address: [email protected] Website: https://scannerhacktech.com/

  • 24.07.25 13:51 tomcooper0147

    Agent Jasmine Lopez has been a lifesaver! My Instagram account, crucial for my job, was locked, and I was at a loss on how to recover it. Thankfully, I reached out to Jas, and she expertly helped me regain access. The relief was immense! If you're facing a similar issue or need account assistance, I highly recommend contacting her. You can reach out to her on insta at { Recoveryfundprovider} (RECOVERYFUNDPROVIDER@GMAIL. COM.) WhatsApp her at +44 {736-644-5035} She's knowledgeable and efficient – she'll get the job done!

  • 24.07.25 15:18 [email protected]

    The mining pool I joined initially appeared to be a golden opportunity, promising consistent daily payouts, glowing testimonials, and a professional-looking platform that inspired confidence. I conducted what I believed was thorough research before investing a significant amount into what seemed to be a legitimate operation. For several months, everything ran smoothly, and I watched my earnings grow steadily until the day the platform suddenly vanished without a trace. With it went my investment, along with the funds of countless other victims. I was devastated, realizing I had fallen for an elaborate scam that had ensnared many others like me.Desperate for a solution, I began searching for ways to recover my lost cryptocurrency and stumbled upon TRUST GEEKS HACK EXPERT, a firm specializing in tracking down fraudulent schemes. Although I was initially skeptical about their services, I felt I had no other options left, so I decided to reach out Via web https://trustgeekshackexpert.com/ And Email.Trustgeekshackexpert{At}fastservice{.}com. To my surprise, their team responded immediately, explaining their process with clarity and confidence. They had dealt with similar cases before and knew exactly where to look for the missing funds. Using advanced blockchain analysis techniques, they traced the stolen funds through multiple wallets, uncovering the scammer’s real identity, a fake persona cleverly hiding behind layers of obfuscation. With concrete evidence in hand, they collaborated with law enforcement to freeze the fraudster’s assets. To my amazement, within just a few weeks, TRUST GEEKS HACK EXPERT successfully recovered 90% of my lost funds, returning them to me and other victims of the scam. The relief I felt was indescribable. What had initially seemed like a hopeless situation transformed into a second chance, all thanks to their expertise and relentless persistence. If you’ve been scammed by a fake mining pool, Ponzi scheme, or any form of cryptocurrency fraud, don’t give up hope. TRUST GEEKS HACK EXPERT demonstrated that even in the chaotic landscape of decentralized finance, justice is indeed possible.

  • 25.07.25 17:54 trinity1121

    It is a pleasure to write this review. I have been with MARIE since the beginning of 2018, and the service has been great. I had my coins stolen by hackers and I was so worried about how to get them back. It was a nightmare for me, because I didn't know where to start. But then my friend told me about ([email protected] and telegram:@Marie_consultancy) and it made everything easier for me. I am glad that my bitcoin was recovered and now I can continue trading

  • 25.07.25 22:49 tomcooper0147

    Agent Jasmine Lopez helped me recover nearly £502,000 in USDC from a crypto scam. When I lost the funds, I felt hopeless, but her expertise in blockchain and dedication made all the difference. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost crypto. If you've fallen victim to a similar scam, I highly recommend reaching out to her. You can contact her via email at [Recoveryfundprovider@gmail. COM.] or WhatsApp at {44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out – her expertise could be the key to recovering your lost funds.

  • 25.07.25 23:04 benjudge

    Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. Sylvester Bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker [at] gmail [dot] com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.

  • 25.07.25 23:04 benjudge

    Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. Sylvester Bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker [at] gmail [dot] com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.

  • 26.07.25 14:00 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.07.25 14:00 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.07.25 15:58 benjudge

    Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through

  • 26.07.25 15:58 benjudge

    Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through

  • 26.07.25 16:12 trinity1121

    Recovering lost funds requires teamwork between recovery experts and legal helpers. Recovery specialists can find and get back stolen assets,. Educate yourself by reaching out to ([email protected] and telegram:@Marie_consultancy) . This helps prevent future scams and can assist in reclaiming lost Bitcoin. Being cautious and searching for help increases your chances of getting your money back.

  • 26.07.25 17:02 benjudge

    Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through

  • 26.07.25 17:52 benjudge

    Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. sylvester bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker@ gmail . com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.

  • 26.07.25 19:49 vallatjosette

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

  • 26.07.25 21:06 daniellahugson

    HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY.

  • 26.07.25 21:06 daniellahugson

    HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY.

  • 26.07.25 21:07 daniellahugson

    HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY. I had always thought it would be impossible to recover stolen cryptocurrency funds until I came across the Fastfund Recovery team. This cryptocurrency recovery team successfully recovered my stolen Bitcoin and Ethereum funds. I was one of the many victims of a crypto scam, and I lost my entire family savings trying to double it. It was a very difficult time for me and my family. I was depressed and gave up hope of ever getting my money back. A few weeks ago, I came across a post while searching for clues on Google on how to recover my cryptocurrency. I saw a recommendation about Fastfund Recovery and how they were able to recover cryptocurrency funds for many scam victims effectively. I didn’t hesitate to contact them and provide all the necessary information. Fastfund Recovery was able to recover my funds within two days. I’m truly grateful for their service, and I promised them I would recommend them to others like me. You can easily reach them via E-Mail: Fastfundrecovery8 (@)gmail com W/A: 1 (807)500-7554. Fastfund Recovery is no doubt the best when it comes to recovering cryptocurrency funds.

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