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Как обучить русскоязычную модель рассуждений — LRM?

Ранее на моем YouTube-канале уже были видео о моделях рассуждений — OpenAI o1/o3, DeepSeek R1. Эти модели обучены с помощью стратегии reinforcement learning находить решения для задач, требующих логических рассуждений. Способность строить цепочки рассуждений, ведущих к решению поставленной задачи, открывают возможность применения таких моделей в математике, программировании и других подобных направлениях.​

Однако упомянутые модели имеют одно ограничение — они выполняют рассуждения на английском языке. И даже если вы укажете в промпте требуемый язык ответа, отличный от этих двух, то только вывод модели будет на этом языке, а вот сама цепочка останется на том, на котором модель обучена “думать”. Соответственно, чтобы заставить модель думать на русском, нужно применять файнтюнинг.

Есть интересный пример — коллекция моделей R1 Multilingual от японской компании Lightblue, которая ранее создала открытый мультиязычный файнтюнг Llama 3 - Suzume. Эта новая коллекция содержит модели рассуждений на базе DeepSeek-R1-Distill-Qwen, дистиллированных с помощью DeepSeek R1 версий Qwen. Что более важно - эти модели получены путем файнтюнинга на мультиязычном CoT (Chain-of-Thoughts), и данные CoT опубликованы на HuggingFace.

Датасет содержит данные на более чем 30 языках, включая русский. Данные получены следующим образом:

Выполнена выборка промптов из открытых англоязычных датасетов с последующим переводом на различные языки. Для перевода использовалась GPT-4o, которая, кстати, хорошо показала себя при создании моего собственного датасета и русскоязычного файнтюна Llama 3 на нем. Далее авторы мультиязычного CoT-датасета сгенерировали ответы на полученные промпты с помощью deepseek-ai/DeepSeek-R1-Distill-Llama-70B восемь раз, и отфильтровали блоки <think> не на том языке, либо с нарушениями правил языка или логическими ошибками. Это достаточно интересный момент, так как разработчики полностью опубликовали код для генерации своего датасета, включая фильтрацию сгенерированных цепочек рассуждений. Если с автоматическим определением языка цепочки все достаточно просто, то для проверки ее соответствия нормам языка и, самое главное, логической корректности, пришлось опять-таки задействовать LLM. Принцип такой же, как и при использовании модели-судьи для выполнения автоматизированных evaluation-тестов.

Пример оценочного промпта из кода проекта:

fluency_system_message = f"""You are a {language} fluency evaluation AI. Given a piece of text, give the fluency and naturalness of the {language} in the text a score from 1-5. Only include your final number in your output."""

То есть модель-судья выставляет оценку от 1 до 5 правильности и естественности сгенерированного текста. Почему-то разработчики использовали GPT-4o-mini, хотя у нее самой, на мой взгляд, есть проблемы с мультиязычностью. Возможно, более правильной оценки можно добиться, используя тот же DeepSeek V3. В итоговый датасет попали только те ответы, у которых наилучшая оценка по пятибалльной шкале.

После этого датасет готов к файнтюнингу моделей рассуждений — дистиллированных на R1 версий Qwen. Для файнтюнинга моделей от 1.5 до 14B авторы использовали llamafactory (код доступен в репозитории на HF по ссылке выше) и достаточно скромные GPU-мощности: всего лишь около 10 минут на восьми NVIDIA L20. Т.е. Вы вполне можете взять GPU поменьше — например, из доступных моделей в облаке подошли бы две RTX 4090 или A10, или одна V100 - и за несколько часов достичь того же результата.

В остальном это обычный SFT-файнтюнинг в одну эпоху, без квантизации. Отдельно стоит отметить процесс evaluation — код можно найти здесь. Ниже — таблица оценок полученных моделей рассуждений для промптов на разных языках. Из нее можно сделать вывод, что модели генерируют более корректные цепочки на таких языках, как английский, немецкий, испанский и другие, наличие которых в корпусе базовой модели, можно предположить, было относительно высоким. Их оценка около 0.8, тогда как у менее распространенных в цифровом пространстве языков она ниже, например, 0.2 у тамильского.

Хорошая новость, что на русском модели научились генерировать цепочки мыслей достаточно неплохо, судя по результату evaluation — даже при том, что в датасете всего 54 примера на русском.

language

Has a correct think statement

Has the think statement in the correct language

Is the response in the correct language

Is the answer correct

Amharic

0.2

0

0

0

Arabic

1

0.8

0.8

0.6

Bengali

1

1

1

0.2

Chinese

1

1

1

0.8

Czech

1

1

1

0.8

Dutch

1

1

1

0.8

English

1

1

1

0.8

French

1

1

1

0.8

German

1

1

1

0.8

Greek

1

1

1

0.6

Hausa

0.4

0

0

0

Hebrew

1

0.8

1

0.6

Hindi

1

1

1

0.8

Indonesian

1

1

1

0.8

Italian

1

1

1

0.8

Japanese

1

1

0.8

0.6

Javanese

0.8

0.2

0.2

0.6

Khmer

0.6

0.6

0.6

0

Korean

1

1

1

1

Lao

0.4

0.4

0.4

0

Malay

1

0.4

0.4

0.8

Marathi

0.6

0.4

0.6

0.2

Persian (Farsi)

0.6

None*

None*

0.2

Polish

1

1

1

0.6

Portuguese

1

1

1

0.8

Romanian

1

1

1

0.8

Russian

1

1

1

0.8

Spanish

1

1

1

0.8

Swahili

0.4

0.4

0.4

0

Swedish

1

1

1

0.8

Tagalog

1

1

1

0.8

Tamil

0.8

0.8

0.8

0.2

Telugu

0.8

0.6

0.8

0

Thai

1

1

1

0.8

Turkish

1

1

1

0.8

Ukrainian

1

1

1

0.8

Urdu

1

1

1

0.6

Vietnamese

1

1

1

1

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  • 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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