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Energy-based diffusion language models — откуда берутся, зачем нужны и как работают

Авторегрессионные языковые модели, которые продолжают удивлять своими возможностями, занимают сейчас почти всё AI-пространство и забирают на себя почти всё внимание. В тени этого триумфа, однако, продолжают развиваться альтернативные подходы. Один из самых ярких — дискретные диффузионные модели для генерации текста. Понятно, что у авторегрессионных моделей множество принципиальных недостатков, которые вряд ли получится устранить в рамках той же архитектуры. Поэтому параллельно нужно не только совершенствовать этот подход, но и развивать совсем другие направления. Когда (или если) текущие триумфаторы упрутся в потолок своих возможностей, понадобится альтернатива.

О каких недостатках авторегрессионных моделей идет речь? В первую очередь, ограничение самой генерации — последовательно, слово за словом, токен за токеном, слева направо и только так. Локальная согласованность гарантируется, два соседних токена будут друг с другом связаны, а вот два далеких — уже не факт. Согласованность будет экспоненциально убывать, и в итоге конец текста с его началом могут значительно разойтись. С сохранением глобальной согласованности справляются диффузионные модели, которые генерируют изображения. Поэтому перенос диффузионных моделей в дискретное поле языка считается перспективной альтернативой и вероятным будущим соперником авторегрессии.

Дискретные диффузионные модели восстанавливают весь текст разом из полностью “зашумленного” текста. Под зашумлением подразумевается простая маскировка слов. Преимуществ два. Во-первых, глобальная согласованность, о которой мы уже сказали. Во-вторых, потенциальное ускорение за счет того, что генерация происходит параллельно, а не токен за токеном. Пока эти преимущества именно потенциальные, догнать авторегрессионные модели дискретная диффузия еще не может, но всё-таки уверенно к этому идет.

Проводить параллели между AI-моделями и работой живого интеллекта — это, наверное, плохой тон, но в данном случае удержаться тяжело. Диффузионные текстовые модели больше, чем авторегрессионные, похожи на то, как мысль превращается в сказанный или записанный текст. Сначала в голове есть просто представление или просто понимание, еще не выраженное словами — “зашумленная” или замаскированная картинка. Самому человеку эта мысль понятна, но нужно её формализовать словами, структурировать и превратить в текст, чтобы передать ее другому человеку. Можно даже попробовать проследить этот процесс внутри головы, он действительно похож на постепенное проявление из шума.

“Авторегрессионный” режим превращения мысли в текст тоже доступен человеку, но он больше описывает ситуацию, когда сказать что-то нужно, а что именно — еще неизвестно. Например, ответить на экзамене по билету, который не знаешь. Слова появляются одно за другим по порядку, и друг с другом, конечно, согласованы. Даже кажется что речь стройная и понятная, но к середине можно забыть, что было в начале, а закончить вообще о другом. В результате, если посмотреть на весь получившийся текст, то он может оказаться малосвязным. На троечку. Или на пересдачу.

Дискретная диффузия обнаруживает помимо прочего глобальный недостаток — несоответствие процессов обучения и генерации.Предполагается, что “зашумление” ( маскировка) происходило одновременно для всего текста, и цель модели, постепенно снимая маски, восстановить его. Но при этом сам процесс представляется как произведение независимых вероятностей для каждого токена, то есть связь между словами игнорируется.

На этот недостаток обращают внимание в Energy-based diffusion language models for text generation (EDLM). Статья вышла в октябре, но пока незаслуженнотосталась не особо замеченной. Чтобы устранить этот недостаток дискретной диффузии — игнорирование локальной связности токенов — авторы из NVIDIA предлагают вспомнить energy-based models. Кратко суть этих “энергетических” моделей в следующем: каждому конкретному распределению (состоянию) ставится в соответствие некоторая скалярная величина, энергия; чем меньше энергия, тем это состояние “лучше”.

Энергию можно ввести таким образом, чтобы она как раз оценивала локальную согласованность, которой так не хватает диффузионным текстовым моделям. Чем меньше энергия, тем более согласованы соседние токены друг с другом, тем лучше весь текст. Звучит хорошо, но отдельная сложность в данном случае будет заключаться в нормировочной функции Z. Если размер словаря около 50 тысяч токенов, и модель генерирует 1024 токена, то уже в этом (не самом хорошем) варианте возможных состояний будет 500001024. Чтобы избежать этого, авторы предлагают два возможных пути реализации — использовать для расчета энергии предобученную LLM или обучить ее с помощью Noise Contrastive Estimation, то есть, научить отличать реальные данные от шума (чем больше похоже на реальный текст, тем ниже энергия).

Итак, на каждом шаге обратной диффузии EDLM генерирует сразу несколько возможных вариантов. Токены восстанавливаются из масок без учета связи между собой, но это и не нужно.


Полученные варианты отправляются на оценку энергии, каждый получает свою энергию. Побеждает вариант с наименьшей энергией, он будет считаться наиболее вероятным то есть наиболее соответствующим хорошему тексту. В случае с примером на картинках модель вернет предложение “I love Energy-based diffusion language model for text generation” из частично замаскированного “I _ Energy-based _ _ model for text!”


Для проверки EDLM использовали два датасета: основанный на англоязычной википедии Text8 и OpenWebText, на котором обучали GPT-2. Следили за перплексией (PPL, Gen PPL) и Bits Per Character (BPC).

EDLM уверенно обошла другие модели с дискретной диффузией и подобралась до transofrmer AR (это впервые для дискретной диффузии)

EDLM хорошо себя показывает и с точки зрения соотношения перплексия-время. На графике снизу авторегрессионная модель это GPT2. Кривые EDLM выглядят практически наравне с ним.

О прорыве моделей с дискретной диффузией речи пока не идет, но новые подходы продолжают появляться, так что есть вероятность, что когда-то накопление дойдет до критической точки и мы увидим диффузионные модели в рядах соперников GPT и DeepSeek

Больше наших обзоров AI‑статей — на канале Pro AI.

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    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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