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[Перевод] Новый метод Tencent учит языковые модели «параллельному мышлению»

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Исследователи из Tencent AI Lab в Сиэтле и Университета Мэриленда представили метод обучения с подкреплением, который помогает большим языковым моделям (LLM) эффективнее использовать масштабирование на этапе инференса при решении сложных задач рассуждения.

Дисклеймер: это вольная адаптация статьи издания MIT News. Перевод подготовила редакция «Технократии». Чтобы не пропустить анонс новых материалов подпишитесь на «Голос Технократии» — мы регулярно рассказываем о новостях про AI, а также делимся полезными мастридами и актуальными событиями.

Если у вас стоит задача интеграции ИИ в бизнес-процессы, то напишите нам.

Метод Parallel-R1 опирается на специальный пайплайн генерации данных и многоступенчатый процесс обучения. Он позволяет моделям параллельно развивать несколько линий рассуждений при формировании ответа, что в итоге приводит к более устойчивым и точным выводам.

Параллельное мышление, которое уже применяется в некоторых closed-source моделях, открывает возможность повысить способность к рассуждениям у существующих систем за счет эффективного масштабирования на этапе использования — без необходимости в дорогих и трудоемких размеченных наборах данных.

Трудности параллельного мышления

Идея одновременного исследования нескольких линий рассуждений уже доказала свою ценность: Google недавно связал успех своей модели Gemini Deep Think на Международной математической олимпиаде во многом благодаря этой способности.

Первые попытки внедрить параллельное мышление в модели строились на грубой силе: модель генерировала несколько независимых ответов с нуля и выбирала наиболее согласованный вариант — такой подход часто называют «best of N».

Позднее появились более изощренные методы, например, Monte Carlo Tree Search или Tree of Thoughts, которые позволяют тоньше управлять ходом рассуждений и выбором окончательного ответа. Но у этих подходов есть минус — они опираются на заранее прописанные правила и внешние механизмы, что ограничивает их гибкость.

Недавние исследования сосредоточились на том, чтобы обучить модели этому навыку напрямую. Однако здесь возникают серьезные трудности. Обучение через supervised fine-tuning (SFT), где модель учится на заранее подготовленных примерах, полностью зависит от качества этих данных. А высококачественные корпуса, показывающие параллельные рассуждения в сложных реальных задачах, крайне редки и дорого обходятся в создании. В итоге модели чаще имитируют отдельные шаблоны из датасета, чем формируют настоящую, способность к параллельному мышлению.

Обучение с подкреплением (RL), при котором модель учится методом проб и ошибок, предлагает более масштабируемый путь. Однако у этого подхода тоже есть сложности. Большие языковые модели изначально не обучены думать параллельно, поэтому они не формируют исследовательские линии рассуждений, необходимые для эффективного обучения (классическая проблема «cold-start»).

Кроме того, разработка правильной функции вознаграждения — непростая задача. Если модель вознаграждается только за получение правильного финального ответа, она может начать использовать обходные пути и отказываться от более сложной стратегии параллельного мышления. С другой стороны, если её принуждать к параллельному мышлению, она может применять его там, где это не требуется, что снижает эффективность и качество работы.

Как работает Parallel-R1

Фреймворк Parallel-R1 разработан для того, чтобы преодолеть эти трудности. Исследователи описывают его как «первый фреймворк обучения с подкреплением (RL), который позволяет моделям проявлять параллельное мышление при решении сложных задач рассуждения в реальном мире».

«Ключевая идея нашего подхода — обойти необходимость в сложных пайплайнах генерации данных, которые обычно считаются необходимыми для подготовки обучающих наборов по сложным финальным задачам», — пишут исследователи.

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В основе подхода лежит формализация параллельного мышления в два этапа: «Исследование», когда модель запускает несколько независимых потоков рассуждений при обнаружении критического шага, и «Сводка», когда она агрегирует результаты этих потоков, формируя вывод, прежде чем продолжить основную линию рассуждений. Во время инференса модель генерирует текст до появления специального тега <Parallel>, после чего разветвляется на различные блоки <Path>. По завершении она создаёт <Summary> с итогами и продолжает основное рассуждение. Модель, обученная через Parallel-R1, может многократно повторять этот процесс разветвления и слияния при генерации ответа на запрос.

Для внедрения этой способности исследователи разработали трёхэтапный процесс обучения. Первый этап — «Cold-Start Stage», на котором модель дообучается на кастомном наборе данных с примерами параллельного мышления, сгенерированными ИИ. Этот шаг обучает модель базовому формату параллельного рассуждения.

Далее следует этап «RL on Easy Math», где фреймворк применяет обучение с подкреплением к тому же набору данных, чтобы закрепить новую стратегию поведения, используя двойную систему вознаграждений, стимулирующую как корректность, так и правильное использование параллельной структуры.

Наконец, этап «RL on General Math» предполагает обучение модели на новых, более сложных и разнообразных задачах по математике, чтобы модель могла применять навык параллельного мышления к более сложным сценариям.

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Ключевое нововведение заключается в том, как создаются исходные данные для этапа «cold-start». Вместо того чтобы полагаться на сложные пайплайны генерации данных, команда обнаружила, что мощная LLM способна создавать высококачественные примеры параллельного рассуждения для простых задач с помощью прямых подсказок. В экспериментах исследователи использовали дистиллированную версию DeepSeek-R1, чтобы сгенерировать около 7 000 примеров параллельного мышления на основе датасета математических задач GSM8K. Важным моментом было стратегическое решение использовать эти данные «cold-start» не для обучения модели решать конечные целевые задачи, а именно для того, чтобы научить ее формату параллельного мышления.

Другой важной частью фреймворка является функция вознаграждения. Для решения задачи проектирования системы наград команда разработала чередующуюся стратегию вознаграждений, которая переключается между наградой за корректность финального ответа и за правильное использование структуры параллельного мышления.

Согласно статье, «такой подход обеспечивает оптимальный баланс между высокой производительностью и последовательным применением параллельного мышления по сравнению с использованием одного типа награды».

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Исследователи протестировали свой фреймворк, обучив на Parallel-R1 открытую модель Qwen-3-4B-Base и оценив её на четырёх стандартных бенчмарках математического рассуждения, включая AIME, AMC и MATH. Результаты показали, что модель, обученная с использованием Parallel-R1, стабильно превосходила базовые подходы, включая модель, обученную стандартным методом RL.

На практике Parallel-R1 позволяет повысить способность к рассуждению у существующих ИИ-систем. Этот подход к масштабированию возможностей на этапе инференса, а не просто за счет увеличения размера модели, обеспечивает более эффективный и практичный метод внедрения продвинутых систем рассуждающего ИИ в корпоративные задачи.

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    "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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