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Модель o3 от OpenAI показала результат 75,7% в бенчмарке ARC-AGI-Pub

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Франсуа Шолле, создатель фреймворка Keras и основатель ARC Prize Foundation, поделился итогами тестов новой модели o3 от OpenAI в тестах бенчмарка ARC-AGI-Pub. Эта модель достигла впечатляющего результата — 75,7% на полу-приватном наборе оценки при соблюдении установленного публичного лимита вычислительных ресурсов в $10 тысяч. Конфигурация o3 с увеличенным уровнем вычислений (172-кратное увеличение) показала результат 87,5%.

Этот результат представляет собой неожиданный и значительный скачок в возможностях искусственного интеллекта, демонстрируя способность к адаптации к новым задачам, ранее невиданную в моделях семейства GPT. Для сравнения, ARC-AGI-1 потребовал 4 года, чтобы повысить результат с 0% у GPT-3 в 2020 году до 5% у GPT-4o в 2024 году. Все представления о возможностях ИИ требуют пересмотра подхода к бенчмаркам ARC в свете достижений o3.

Что за ARC Prize

ARC-AGI — это набор тестов и задач, разработанных для оценки способности искусственного интеллекта к обобщению и адаптации к новым, ранее неизвестным задачам. В отличие от традиционных тестов, которые проверяют конкретные навыки или знания модели, ARC-AGI фокусируется на проверке общего интеллекта ИИ, то есть его способности мыслить гибко и решать разнообразные проблемы, как это делает человек.

Основные характеристики ARC-AGI:

  1. Разнообразие задач: Набор включает задачи, которые легко решаются людьми, но представляют значительную сложность для современных ИИ-моделей. Это помогает выявить, насколько хорошо ИИ может применять свои знания в новых контекстах.

  2. Оценка адаптивности: Тесты предназначены для проверки способности модели адаптироваться к новым ситуациям без специальной настройки или обучения на конкретных примерах этих задач.

  3. Постепенное усложнение: С каждым новым поколением (например, ARC-AGI-1, ARC-AGI-2) задачи становятся более сложными и разнообразными, что стимулирует развитие более продвинутых и универсальных ИИ-систем.

ARC-AGI служит важным инструментом для измерения прогресса в направлении создания искусственного общего интеллекта (AGI) — ИИ, способного выполнять любые интеллектуальные задачи, доступные человеку. Традиционные тесты часто ограничены конкретными областями знаний или навыками, тогда как ARC-AGI стремится оценить более широкие и универсальные способности.

Результаты OpenAI o3 на ARC-AGI

Команда ARC Prize протестировали o3 на двух наборах данных ARC-AGI:

  • Полу-приватная оценка: 100 приватных задач для оценки переобучения

  • Публичная оценка: 400 публичных задач

По указанию OpenAI они тестировали модель на двух уровнях вычислительных ресурсов с различными размерами выборки: 6 (высокая эффективность) и 1024 (низкая эффективность, 172-кратное увеличение вычислений).

Основные Результаты

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  • Высокая эффективность: 75,7% соответствует правилам бюджета ARC-AGI-Pub (расходы <$10k) и квалифицируется как первое место в публичной таблице лидеров!

  • Низкая эффективность: 87,5% демонстрирует улучшение производительности на новых задачах с увеличением вычислительных ресурсов, хотя и требует значительных затрат.

Примечание: Расходы на высокоэффективную конфигурацию o3 пока недоступны, так как ценообразование и доступность функций еще не определены. Объем вычислений составлял примерно 172-кратное увеличение по сравнению с низкоэффективной конфигурацией.

Примечание о "настройке": OpenAI сообщила, что обучила тестируемую версию o3 на 75% публичного набора данных для обучения. Дополнительные детали не были раскрыты. Команда еще не тестировала не обученную ARC-модель, чтобы понять, насколько производительность обусловлена данными ARC-AGI.

Анализ Производительности

Несмотря на значительные расходы на задачу, эти показатели не являются просто результатом применения грубой вычислительной силы к бенчмарку. Новая модель o3 от OpenAI представляет собой значительный скачок вперед в способности ИИ адаптироваться к новым задачам. Это не просто постепенное улучшение, а настоящий прорыв, знаменующий качественный сдвиг в возможностях ИИ по сравнению с предыдущими ограничениями LLM. o3 — модель, способная адаптироваться к задачам, с которыми ранее не сталкивалась, приближаясь к уровню человеческой производительности в области ARC-AGI.

Пример задач бенчмарка ARC-AGI
Пример задач бенчмарка ARC-AGI

Конечно, такая универсальность обходится дорого и пока не является экономически выгодной: можно заплатить человеку примерно $5 за решение задачи ARC-AGI, при этом затраты на энергию составят всего несколько центов. Тем временем o3 требует $17-20 за задачу в режиме низких вычислений. Однако соотношение стоимости и производительности, вероятно, значительно улучшится в ближайшие месяцы и годы, поэтому следует рассчитывать на то, что эти возможности станут конкурентоспособными с человеческой работой в довольно короткие сроки.

Архитектурные Преимущества o3

Улучшение o3 по сравнению с серией GPT доказывает, что архитектура имеет решающее значение. Невозможно просто добавить больше вычислений к GPT-4 и получить такие результаты. Простого масштабирования — сохранение аналогичной архитектуры и обучение на большем объеме данных — недостаточно. Дальнейший прогресс зависит от новых идей.

Является ли o3 AGI?

ARC-AGI служит важным бенчмарком для обнаружения таких прорывов, подчеркивая мощь обобщения, которую насыщенные или менее требовательные бенчмарки не могут выявить. Однако важно отметить, что ARC-AGI не является абсолютным тестом на AGI. Это исследовательский инструмент, предназначенный для сосредоточения внимания на самых сложных неразрешенных проблемах в области ИИ.

Решение задач бенчмарка ARC-AGI не означает достижения AGI, и, по сути, o3 все еще не является AGI. Модель не справляется с некоторыми очень простыми задачами, что указывает на фундаментальные различия с человеческим интеллектом.

Ранние данные указывают на то, что предстоящий бенчмарк ARC-AGI-2 все еще будет представлять значительную проблему для o3, возможно, снизив его результат до менее чем 30% даже при сложных вычислениях. Это демонстрирует возможность создания сложных, ненасыщенных бенчмарков без необходимости полагаться на экспертные знания. AGI будет признан достигнутым, когда создание задач, легких для обычных людей, но сложных для ИИ, станет невозможным.

Отличия o3 от Старых Моделей

Почему o3 набирает значительно больше, чем o1? И почему o1 набрал так много больше, чем GPT-4o изначально? Эта серия результатов предоставляет бесценные данные для поиска AGI.

LLM работают как хранилище векторных программ. При получении запроса они извлекают программу, соответствующую запросу пользователя, и "исполняют" ее на входных данных. LLM — это способ хранения и эксплуатации миллионов полезных мини-программ через пассивное погружение в контент, созданный людьми.

Этот парадигма "запомнить, извлечь, применить" может достигать произвольных уровней навыков в произвольных задачах при наличии соответствующих данных для обучения, но она не может адаптироваться к новизне или приобретать новые навыки на ходу. Это было продемонстрировано низкой производительностью LLM на ARC-AGI, единственном бенчмарке, специально разработанном для измерения адаптивности к новизне.

Для адаптации к новизне нужны две вещи:

  1. Знание — набор повторно используемых функций или программ. У LLM их более чем достаточно.

  2. Способность к синтезу — умение комбинировать эти функции в совершенно новую программу при столкновении с новой задачей.

Долгое время LLM не обладали этой функцией. Серия моделей o3 исправляет это.

Механизм Работы o3

Основной механизм o3 заключается в поиске и выполнении программ на естественном языке в пределах пространства токенов. Во время тестирования модель исследует пространство возможных Цепочек Мышления (CoTs), описывающих шаги, необходимые для решения задачи, возможно, не слишком отличаясь от метода Монте-Карло с деревьями поиска, подобного AlphaZero. В случае o3 поиск, вероятно, направляется какой-либо моделью-оценщиком.

Таким образом, в то время как однократные генерации LLM испытывают трудности с новизной, o3 преодолевает это, генерируя и исполняя собственные программы, где сама программа (CoT) становится артефактом комбинирования знаний. Хотя это не единственный возможный подход к комбинированию знаний во время тестирования, он представляет собой текущий передовой уровень согласно новым результатам ARC-AGI.

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    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 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 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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