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TimeCoder: Быстрое кодирование нечетких временных выражений для RAG-систем и не только

В этой статье хочу рассказать о задаче с которой мы столкнулись и о найденном решении. Надеюсь наш опыт окажется кому-то полезен и натолкнет на решение других подобных задач.

Если вкратце, то в рамках нашей работы по созданию RAG-системы нового поколения перед нами встала фундаментальная задача — необходимость точной временной привязки документов, событий и фактов. В естественном языке временные представления крайне разнообразны: от точных дат до нечетких описаний вроде «в начале прошлого года» или «через пару недель». Для эффективного поиска и анализа было необходимо универсальное решение, способное обрабатывать это многообразие и переводить его в форму, пригодную для машинного использования.

Изначально эмбеддинги больших языковых моделей казались подходящими кандидатами — очень хорошо определяли семантическое сходство временных выражений, однако их использование выявило ряд существенных недостатков. Во-первых, они не специализированы для временных представлений и потому избыточны, кодируя множество ненужных для данной задачи семантических признаков. Во-вторых, скорость их работы была неудовлетворительной для высоконагруженных приложений. Локальное использование предъявляло высокие требования к «железу». Мы обратили внимание на более компактные модели, такие как BART-base, но и здесь столкнулись с проблемами: размерность эмбеддинга в 768 измерений все еще была избыточной, а качество связности временных признаков для разных языков (в нашем случае русского и английского) оказалось низким. Это привело нас к выводу о необходимости разработки собственной специализированной модели.

Подход к разработке: контрастное обучение и специализированная архитектура

В качестве основы для TimeCoder мы выбрали трансформерную архитектуру типа encoder-decoder и подход на основе контрастного обучения (contrastive learning). Его цель — построить векторное пространство, в котором семантически близкие временные выражения будут иметь близкие по косинусному расстоянию эмбеддинги, а семантически далекие — наоборот.

Для обучения был создан датасет из 370 тысяч триплетов формата (якорь, позитив, негатив). В качестве якоря и позитива выступали семантически эквивалентные выражения («прошлый месяц» и «предыдущий месяц»), в том числе на английском языке («last week» и «прошлая неделя»). Негативный пример представлял собой семантически нерелевантное выражение. Около 60% датасета было сгенерировано с помощью LLM с частичной ручной проверкой качества + аугментация, остальное — синтетика.
Обучение проводилось с использованием взвешенной комбинированной функции потерь (contrastive loss + triplet loss), минимизирующей расстояние для позитивных пар и максимизирующей для негативных. Она показала лучше результаты по сравнению с чистой contrastive loss.

Один из ключевых аспектов — размерность эмбеддинга. В ходе экспериментов мы установили, что размерность 160 является оптимальной. Уменьшение этого значения (например, до 128) приводило к заметной деградации качества модели (на 4-5%), в то время как дальнейшее увеличение не давало существенного прироста точности, но повышало вычислительные затраты. Возможно для более узкой формулировки задачи размерность можно было бы еще уменьшить, но мы старались максимально широко охватить семантику временных представлений, чтобы получить универсальное решение.
Обучение проводилось на GPU RTX 5090 и заняло в сумме вместе с экспериментами около 37 часов машинного времени.

Сравнительный анализ производительности и качества

Мы провели сравнительный анализ TimeCoder с моделью BART-base, оценивая два ключевых параметра: скорость генерации эмбеддингов и качество представления временных данных. Тесты проводились на задаче генерации 1000 эмбеддингов на GPU среднего класса (RTX 2060).

  • Производительность:

    • TimeCoder: 286 эмбеддингов/сек.

    • BART-base: 248 эмбеддингов/сек.

TimeCoder показал прирост производительности на 15%, что является критичным для систем, работающих в режиме реального времени.

  • Качество (средняя косинусная схожесть для семантически близких пар):

    • TimeCoder: 0.9232

    • BART-base: 0.7858

Наиболее существенное различие проявилось на билингвальных парах. Если на монолингвальных русских данных модели показывали сопоставимые результаты, то на русско-английских парах точность BART-base падала до 0.55–0.65. TimeCoder, благодаря специализированному обучению на двуязычных триплетах, продемонстрировал стабильно высокое качество, что подтвердило правильность выбранного подхода.
Также стоит отметить, что размерность эмбеддингов TimeCoder составляет 160 против 768 у BART-base.

От эмбеддингов к практике: экстрактор временных признаков

Эмбеддинги, полученные от TimeCoder, хорошо подходят для задач семантического сравнения, но для фильтрации данных по временным диапазонам их недостаточно. Сырой эмбеддинг инкапсулирует признаки в неявном виде, и для практических запросов («события до X даты», «в интервале Y-Z») требуется явное извлечение временных атрибутов.

Для этой цели мы разработали вторую нейронную сеть — экстрактор. Это легковесная multitask-модель на основе полносвязных слоев, которая принимает на вход 160-мерный эмбеддинг TimeCoder и предсказывает вероятностные распределения для года, месяца и дня. Для обучения использовалась функция потерь на основе KL-дивергенции, что позволило модели работать с «мягкими» вероятностями и адекватно представлять нечеткие понятия, например, «начало месяца» (распределяя вероятность по первым числам).

Экстрактор продемонстрировал высокую точность на тестовой выборке:

  • Год: 1.0

  • Месяц: 0.9985

  • День: 0.9884

Не абсолютная точность метрик по месяцу и дню в отличие от года объясняется особенностями использованных примеров, которые для этих классов содержали нечеткие временные выражения и периоды, распределенные по нескольким значениям, а потому абсолютная точность здесь вряд-ли достижима.
Полученный итоговый результат подтверждает, что эмбеддинги TimeCoder содержат всю необходимую для декодирования информацию о времени, что делает их применимыми для построения сложных запросов.

Интеграция и сценарии использования

Связка «TimeCoder + экстрактор» позволяет реализовать следующие сценарии:

  • Фильтрация данных: Преобразование пользовательского запроса («события за прошлый квартал») в вероятностные распределения по датам для последующего применения в SQL/NoSQL запросах к индексированным полям.

  • Поиск по временным периодам: Генерация распределений для интервалов («между январем и мартом») и их сравнение с датами документов через вероятностные метрики.

  • Аналитика в реальном времени: Быстрое кодирование потока событий для фильтрации и агрегации данных на лету.

Подход является масштабируемым: по аналогии можно создавать экстракторы для других временных атрибутов, таких как время суток, сезоны или длительность, открывая возможности для применения в IoT, логистике и других NLP-приложениях.

Заключение

В заключении можно отметить, что достигнутый результат мы считаем достаточно качественным для экспериментального применения, но от идеального он пока еще далек. В частности, предстоит большая работа по повышению качества созданного датасета. Несмотря на частичную ручную фильтрацию результатов генерации с помощью LLM, в нем по прежнему остается немало артефактов, обусловленное не очень высокой производительностью использованных для генерации LLM. Также есть дисбаланс по классам временных выражений, который нужно выравнивать.
Еще предстоит работа по созданию дополнительных экстракторов для декодирования других временных признаков и написание библиотеки по их использованию.

Надеюсь наш опыт окажется кому-то полезным, буду рад ответить на возникшие вопросы.

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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 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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