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NLP в японском стиле. Репортаж с поездки в Канадзаву на конференцию NLDB 2025

Всем привет! С 4 по 6 июля в японском городе Канадзава прошла небольшая, но очень ламповая конференция NLDB 2025, посвященная различным доменам в NLP. Мы, группа исследователей из AIRI, съездили на это мероприятие, других посмотреть и себя показать.

О том, что было на конференции и о красотах Канадзавы — читайте в тексте ниже.

О конференции в целом

Ежегодная международная конференция по естественному языку и информационным системам NLDB, хоть и не относится к самым топовым конфам (ранг C по CORE), довольно уважаема в NLP сообществе и имеет долгую историю. Вообще говоря, в этом году серия праздновала юбилей — 30 лет. Стартовав во Франции 1995 году, NLDB посещала разные города и страны, по большей части европейские, но на этот раз организаторы выбрали своим местом Японию, и, как нам кажется, не прогадали.

Конференция прошла в городе Канадзава, который находится на западном побережье Японии. Всё происходило в здании Торгово‑промышленной палаты Канадзавы (Kanazawa Chamber of Commerce and Industry). Похоже на то, что это некоторый государственный орган, который призван помогать местному бизнесу, однако здесь сдаются лекционные залы со всем необходимым оборудованием, где и проходило наше мероприятие.

Фото мы взяли с какого-то сайта аренды. В реальности оно показалось нам более невзрачным
Фото мы взяли с какого-то сайта аренды. В реальности оно показалось нам более невзрачным

Программа NLDB 2025 предлагала стандартный для нынешнего года набор тем: LLM, мультимодальные модели, вопросно‑ответные системы и многое другое. Основная часть включала в себя два параллельных трека, можно было выбрать между разными сессиями. В последний же день прошёл индустриальный трек. Труды NLDB 2025 по традиции опубликовал у себя журнал LNCS.

Научная программа

Поскольку конференция небольшая, на ней были только устные доклады: постерной секции и воркшопов не было. Пленарных докладов тоже было немного, всего два. Первый — про интерпретацию LLMками нетекстовых данных — прочитал Хироя Такамура (Hiroya Takamura) из Национального института передовых промышленных наук и технологий AIST, Токио. Во втором докладе, сделанном Хэнь Сэнь Хуаном (Hen‑Hsen Huang) из Тайваньского Института информационных наук Academia Sinica, рассказывалось о том, как его группа смогла научить языковые модели абстрактному мышлению.

Среди секционных выступлений хотелось бы выделить доклад под названием Explaining Bias in Internal Representations of Large Language Models via Concept Activation Vectors. Докладчик — он же единственный автор статьи — по имени Джаспер Кайл Катапан (Jasper Kyle Catapang) представил элегантный подход к анализу скрытых предубеждений в LLM. Используя векторы активации концептов (CAV), он смог количественно измерить, как модели «думают» о расах и связанных с ними этических вопросах при генерации текста.

Примечательно здесь то, что в исследовании использовался так называемый steering, когда прямо во время инференса модели в её активации вносятся изменения для контроля за генерируемым текстом. Это очень перспективное направление исследований в LLM. Например, полгода назад резко завирусился метод «аблитерации» моделей, когда прямо во время инференса находились активации, отвечающие за alignment модели, и эти ограничения, как оказалось, можно было очень просто обойти.

Наши статьи

От AIRI на NLDB 2025 было принято три статьи, расскажем и про них тоже.

В первый день выступил Даниил Московский, представив работу Memory Efficient LM Compression using Fisher Information from Low‑Rank Representations. Статья демонстрирует любопытный эмпирический результат: удалось существенно снизить вычислительные требования к использованию существующего метода взвешенной низкоранговой аппроксимации языковых моделей Fisher‑Weighted SVD (FWSVD). FWSVD гораздо лучше по сравнению с SVD уменьшает размер модели, опираясь на «эмпирическую» информацию Фишера для определения «важности» ее компонентов:

I_{w} = \frac{1}{|\mathcal{D}|} \sum_{i=1}^{|\mathcal{D}|}\left(\frac{\partial}{\partial w} \mathcal{L}\left(d_i; w\right) \right)^2

Проще говоря, это среднее значение квадратов градиентов, которое показывает, насколько чувствительна ошибка модели \mathcal{L} к изменению каждого конкретного веса w. Однако у метода есть существенный недостаток: собирать градиенты необходимо по всей модели целиком, что само по себе требует значительных объемов видеопамяти.

Наши авторы предложили простое, но действенное решение этой проблемы. Вместо полного дообучения они применили легковесный метод LoRA, который модифицирует лишь малую долю параметров модели. Ключевая идея здесь заключалась в том, чтобы аппроксимировать информацию Фишера, используя градиенты только от этих LoRA‑адаптеров.

Исследователи прогнали этот «трюк» на основных NLP‑задачах (NER, QA, NLU, суммаризация) и всех трех архитектурах (encoder‑only, decoder‑only, encoder‑decoder), сжимая FCN‑слои. Оказалось, что новый подход, FWSVD‑LoRA, достигает сопоставимого, а в некоторых случаях и лучшего качества сжатия, чем оригинальный FWSVD, а видеопамяти требуется значительно меньше.

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Доклад Михаила Сальникова под заголовком ShortPathQA: A Dataset for Controllable Fusion of Large Language Models with Knowledge Graphs был первым докладом последнего дня конференции. Он и коллеги выпустили первый Knowledge Graph Querstion Answering (KGQA) корпус, где каждому вопросу сопоставлен уже вычисленный подграф Wikidata, что снимает необходимость дорогостоящего entity linking и поиска путей.

Новый датасет упрощает исследования на стыке LLM + KG: теперь можно больше сосредоточиться на моделировании, а не на подготовке данных. Базовые эксперименты показывают, что даже GPT-4o теряет качество, если ему «сыро» скормить граф — значит, требуются новые методы представления графовой информации.

Авторы предлагают стандартизованное сравнение методов: все исследователи работают с одними и теми же подграфами и кандидатами, а не с разными пайплайнами извлечения. Этому способствует и то, что код и данные открыты под Apache-2.0, и мы приглашаем коллег тестировать свои алгоритмы на ShortPathQA.

Их ждёт реалистический, но сложный бенчмарк: 12 526 вопросов (автоматическая часть из Mintaka + 350 вручную созданных «сложных» вопросов) и 143 061 пара «вопрос‑кандидат» охватывают 32 тысячи уникальных сущностей; средний подграф — 3-4 узла, но в ручной выборке их значительно больше.

9dd3519636beed7f74e2598925ffca31.png

Сразу следом за Мишей про свою работу The benefits of query‑based KGQA systems for complex and temporal questions in LLM era доложили Михаил Чайчук и Олег Сомов. Они с коллегами разработали систему для ответов на сложные вопросы с использованием KGQA на основе Wikidata, включающую методы подбора и первичной фильтрации подходящих под запрос сущностей и предикатов из базы данных и генерацию SPARQL‑запросов с применением небольших языковых моделей. Кстати, Олег и его студенты недавно написали статью на Хабр про text‑to‑SPARQL задачу, рекомендуем!

Подход, предложенный авторами, комбинирует несколько небольших моделей для разных подзадач. Он требует значительно меньших затрат ресурсов и демонстрирует высокую обобщаемость и способность к фильтрации некорректных запросов. Эксперименты показали, что система превосходит ChatGPT и существующие методы в задачах multi‑hop и ответах на временные вопросы. Код доступен в открытом репозитории.

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А ещё наша коллега из AIRI Елена Тутубалина была председателем одной из секций NLDB 2025.

ed3a0ec9db55c79d7cf16fc34d86255d.png

Канадзава и её окрестности

Канадзава — город на западном побережье острова Хонсю, столица префектуры Исикава. Это относительно небольшой (по японским меркам) город, с населением в примерно 460 тысяч человек. Тут нет небоскребов, метро и толп, дома в основном не очень высокие, построенные в прибрежном стиле.

Сразу стоит отметить, что большую часть трёх дней мы провели на конференции, поэтому на осмотр города у нас оставалось лишь немного времени по вечерам, если не считать организованную для гостей экскурсию. И всё же кое‑что мы посмотрели и пофоткали.

Добирались мы в Канадзаву через Токио, опробовав Синкансен — знаменитый японский скоростной поезд:

56d35af9ae141097fac19a9cef8a7c81.png

Первой, что встречаешь, приезжая в город — это, конечно же, вокзал — одна из визитных карточек Канадзавы. Это большое здание из стекла и стали, которое сочетает в своей архитектуре современность и традиционные японские мотивы.

dc4a5475dc2c1137d9b96884ca1d56f4.jpeg

Другая известная достопримечательность — Намагачи или Квартал самураев, где сохранились несколько аутентичных самурайских усадеб, внутри которых расположены музеи.

86c23858df34f25fbdd5ca0c7f464fa1.jpeg65c11984de370c790402d1531e00eeda.jpeg

Также мы прогулялись по узким улочкам квартала Хигаси‑Тяягай или Квартала гейш, где расположены старинные чайные домики в традиционном стиле.

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Посетили мы и очень популярный среди туристов (да и местных тоже) рынок Омичу. Здесь продается огромное количество самых разных товаров, и, в первую очередь, конечно, всевозможные морепродукты, которые вылавливают тут же на побережье.

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На второй день мы отправились на экскурсию для участников конференции, во время которой посетили замок Канадзава и прилегающий к нему сад Кэнроку‑эн.

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Кэнроку‑эн — один из трёх великих садов Японии, созданный в XVII веке как частный парк клана Маэда. Его название отсылает к «шести достоинствам» идеального ландшафта: простор, уединённость, человеческое мастерство, древность, водные источники и панорамные виды. Это по‑настоящему красивый парк, в котором каждая деталь имеет особое значение, а деревья никогда не вырубаются, а если их и приходится по каким‑то причинам убрать, на их место сажают их наследников (ростки от оригинального дерева).

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Нам также удалось немного прогуляться по самому Токио и насладиться его уникальной атмосферой сочетания традиций с небоскребами и высокими технологиями.

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Ну и, конечно же, мы посмотрели на знаменитую токийскую телебашню и ее ночную подсветку

651758ab2a576b8d8fbecb28becc2ef1.jpeg

Нет нужды говорить о том, что Япония — это по‑настоящему уникальная страна с самобытной культурой, архитектурой и совершенно особенными людьми, которую хочется исследовать и исследовать. Но на это стоит выделить не меньше недели, а не те три дня, которые у нас были.

Очень надеемся вернуться сюда ещё раз, по работе или нет.

Наша команда AIRI. Слева направо Михаил Чайчук, Даниил Московский, Елена Тутубалина, Александр Панченко, Михаил Сальников. Фотографирует нас Олег Сомов.
Наша команда AIRI. Слева направо Михаил Чайчук, Даниил Московский, Елена Тутубалина, Александр Панченко, Михаил Сальников. Фотографирует нас Олег Сомов.

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    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

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  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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