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AudioStory: ИИ в роли звукорежиссера

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Задача генерации коротких аудио давно решена. Но стоит попросить модель создать несколько минут цельного звукового повествования — с плавными переходами, повторяющимися темами, меняющейся эмоцией — всё рассыпается. Теряется логика и заметны артефакты. Именно за эту связность сегодня отвечает человек. Команда AudioStory предлагает сделать из ИИ настоящего звукорежиссера.

AudioStory разбивает инструкцию на согласованные аудиосегменты с учётом сцен, эмоций и времени.
AudioStory разбивает инструкцию на согласованные аудиосегменты с учётом сцен, эмоций и времени.

Идея в двух словах

AudioStory — единая система, где большая языковая модель (LLM) планирует сюжет, а диффузионный генератор реализует его в виде звука. Модель не просто получает длинный промт и пытается выдать минуту аудио. Сначала она разбирает запрос, выделяет события, ставит им временные метки, описывает тон и переходы, а затем по очереди генерирует аудио, которые логично стыкуются друг с другом. Этот режим авторы называют "чередующим пониманием": рассуждение и синтез идут рука об руку, шаг за шагом.

Обзор AudioStory: LLM планирует и порождает токены для звука, DiT генерирует клипы; обучение идёт поэтапно.
Обзор AudioStory: LLM планирует и порождает токены для звука, DiT генерирует клипы; обучение идёт поэтапно.

Как устроен мост между словами и звуком

Главная инженерная находка — разделение между LLM и аудио-диффузором. Вместо одного компактного промта модель выдаёт два вида токенов:

  • Семантические токены — высокоуровневая семантика события: что звучит, какой характер, какая роль у клипа в истории;

  • Остаточные токены — низкоуровневые акустические детали и клей между клипами: тембр, амбиент, ритмика, согласованность переходов.

Семантические токены привязывают замысел к тексту, а остаточные учатся автоматически на сигнале генератора, восполняя всё, чего не хватает словам. Далее оба вида сливаются через перекресное внимание и подаются в диффузионную модель, где учитывается и длительность клипа.

Что внутри обучения

Команда отказалась от сборки из готовых модулей и обучает систему end-to-end, но постепенно:

  • Сначала оттачивают одиночную генерацию: семантика, потом связка с диффузором.

  • Затем добавляют задачи понимания аудио (вопросы-ответы, подписи).

  • В финале переходят к длинным историям с чередующим пониманием.

Абляции показали: такой порядок лучше других альтернатив. Полное совместное обучение LLM и диффузора работает лучше заморозок весов; остаточные токены снижают конфликты оптимизаций; оптимально около восьми таких токенов — меньше не хватает деталей, больше перегружает обучение.

Исследование слияния токенов и его влияние на качество.
Исследование слияния токенов и его влияние на качество.

Откуда данные и как мерили

Авторы собрали бенчмарк AudioStory‑10k — 10 тысяч пар аудио с нарративными промтами, таймстампами и цепочками рассуждений. Половина — натуральные звуки (дождь, шаги, разговоры), половина — анимационные эпизоды в стиле "Tom & Jerry", где важна монтажная логика и экспрессия. Оценивали не только качество звука, но и следование инструкции и согласованность сюжета, включая автоматические и человеческие оценки.

Примеры из набора данных AudioStory‑10k.
Примеры из набора данных AudioStory‑10k.

Что получилось на практике

В длинных историях AudioStory заметно обходит как чисто диффузионные, так и мультимодальные базовые системы. По CLAP система прибавляет около 17.85%, а длительность без потери связности растёт до 150 секунд. Звук становится более реалистичным и устойчивым. На коротких клипах результат не ухудшается: по стабильным бенчмаркам AudioStory сопоставима или лучше лучших TTA (text-to-audio). На задачах понимания аудио система превосходит большие мультимодальные модели, что подтверждает ценность единого обучения рассуждению и звуку.

Как это слышится

В демонстрациях модель уверенно делит повествование на сцены, удерживает повторяющиеся мотивы и аккуратно проводит слушателя через смену настроений — от шёпота дождя к шагам по гравию и дальше к хлопку двери, без швов и конфликтов среды. В анимационном разделе — характерные оркестровые акценты, комичные эффекты и чёткая синхронизация с действием.

Качественный пример генерации длинного аудио.
Качественный пример генерации длинного аудио.

Применения: от дубляжа до продолжения

AudioStory умеет озвучивать видео, если подать кадры и инструкцию: LLM извлекает сцену, разбивает её на события и задаёт синхронные клипы — получается естественнее, чем у простого подхода через общий захват видео.

Простой дубляж: сначала субтитры, затем генерация — синхронизация страдает.
Простой дубляж: сначала субтитры, затем генерация — синхронизация страдает.
Совместный анализ видео и инструкции даёт точное разбиение и выравнивание аудио.
Совместный анализ видео и инструкции даёт точное разбиение и выравнивание аудио.

Есть и режим продолжения аудио: система анализирует уже звучащую сцену и достраивает следующие эпизоды с нужным тембром и атмосферой.

Примеры продолжения аудио.
Примеры продолжения аудио.

Выводы и дальнейшие шаги

Пока модель хуже справляется с перекрывающимися событиями и сложной многослойной сценографией. Авторы видят путь в сторону нескольких специализированных генераторов, более тесного объединения текста и аудио в одном авторегрессионном ядре и ещё более глубокой связки понимания и синтеза.

Но несмотря на это, AudioStory уже показывает, что ИИ научился генерировать длинные аудио-дорожки. Система меняет роль человека: он превращается в редактора, который задаёт направление и атмосферу, а машина берёт на себя рутину синтеза и поддержания связности. Это открывает путь к новым форматам: интерактивные аудиокниги, адаптивные подкасты, где сюжет подстраивается под слушателя, или даже полностью процедурные аудио для игр и VR.

📜 Оригинальная статья

💾 Код

***

Если вам интересна тема ИИ, подписывайтесь на мой Telegram-канал - там я регулярно делюсь инсайтами по внедрению ИИ в бизнес, запуску ИИ-стартапов и объясняю, как работают все эти ИИ-чудеса.

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  • 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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