AI Index: машины только начинают свой путь.
Институт искусственного интеллекта при Стэнфордском университете ( HAI ) представил свой седьмой ежегодный отчет Для просмотра ссылки Войдиили Зарегистрируйся , отражающий стремительную эволюцию ИИ и его растущее влияние на нашу повседневную жизнь. В этом выпуске информации больше, чем в предыдущих, ведь отрасль развивается колоссальными темпами.
Отчет охватывает широкий спектр тем — от секторов, активно внедряющих ИИ, до стран, обеспокоенных потерями рабочих мест. Однако одним из наиболее примечательных выводов стало сокращение разрыва между способностями человека и машины в решении сложных задач.
К примеру, уже к 2015 году ИИ превзошел людей в классификации изображений. Затем, в 2017-м, он обогнал нас в базовом понимании текста, в 2020-м — в визуальном рассуждении, а в 2021-м — в умении делать логические выводы на основе естественного языка. Прогресс в этой области настолько стремителен, что многие бенчмарки уже потеряли свою актуальность. Исследователи спешно разрабатывают новые, более сложные тесты, чтобы проверить, остались ли вообще различия между интеллектом человека и машины и в чем они выражаются.
На графике линии разных цветов указывают на уровень способностей ИИ в определенных сферах. Пунктирная линия — средний показатель для человека. Данные получены при использовании старых, возможно уже устаревших бенчмарков, однако общая тенденция предельно очевидна. Траектории развития ИИ поражают специалистов, особенно почти вертикальные линии, отражающие результаты самых последних тестов. При этом важно помнить, что машины подобны виртуальным младенцам, лишь начинающим свой путь.
data:image/png;base64,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
В 2023 году у ИИ по-прежнему возникали трудности со сложными когнитивными задачами вроде решения продвинутых уравнений и визуального рассуждения. Впрочем, термин «трудности» здесь не совсем подходит — на самом деле он демонстрировал впечатляющие результаты.
За два последних года в решении математических задач произошел большой скачок. Если в 2021 году алгоритмы могли справиться лишь с 6,9% задач из набора MATH, состоящего из 12 500 олимпиадных примеров, то в 2023-м модель на базе GPT-4 решила уже 84,3% из них. Для сравнения, у людей этот показатель составил 90%.
Визуальное общее рассуждение (VCR) оценивает способность ИИ использовать здравый смысл в визуальном контексте для логических умозаключений. Например, увидев картинку с котом на столе, ИИ с VCR должен предположить, что кот может спрыгнуть со стола или что стол достаточно прочный, чтобы выдержать его вес. В 2022-2023 годах показатель VCR вырос на 7,93% до 81,6 из 100 баллов по сравнению с 85 баллами у человека. Еще пять лет назад трудно было себе представить, что компьютер сможет понимать контекст изображения на таком уровне.
В наши дни ИИ широко используется для создания текстов в различных стилях и сферах. Однако большие языковые модели ( LLM ) по-прежнему подвержены «галлюцинациям» — склонности выдавать вымышленную или ошибочную информацию за достоверные факты.
В прошлом году эта проблема привлекла широкое общественное внимание после того, как нью-йоркский юрист Стивен Шварц, не проверив ответы ChatGPT, включил в судебные документы ссылки на несуществующие законодательные акты. Судья быстро распознал подлог и оштрафовал Шварца на 5000 долларов.
Бенчмарк HaluEval, использованный для оценки галлюцинаций LLM, показал, что для многих моделей это по-прежнему серьезная проблема. Помимо галлюцинаций, LLM пока плохо справляются с заданиями на правдивость высказываний. В тесте TruthfulQA, проверяющем истинность 817 утверждений по таким темам, как здравоохранение, право, финансы и политика, GPT-4 недавно достигла наивысшего результата - 0,59 балла из 1, что почти втрое выше, чем у моделей на базе GPT-2, протестированных в 2021 году.
В отчете также оценивались возможности генерации изображений по текстовым подсказкам с помощью бенчмарка HEIM, который учитывает 12 ключевых параметров, важных для практического применения сгенерированных материалов. По результатам экспертной оценки людьми ни одна модель не продемонстрировала абсолютного превосходства по всем критериям. DALL-E 2 от OpenAI показала наилучшие результаты по части соответствия входному текстовому запросу. А Dreamlike Photoreal на базе Stable Diffusion получила высшие баллы по качеству, эстетике и оригинальности созданных изображений.
Хотя достижения ИИ в 2023 году и поражают воображение, они меркнут на фоне еще более впечатляющих событий 2024 года. В этом году мир стал свидетелем выпуска потенциально революционных разработок вроде Suno, Sora, Google Genie, Claude 3, Channel 1 и Devin. Каждый из этих продуктов способен коренным образом преобразить целые отрасли. Однако наибольший интерес вызывает таинственная GPT-5 - модель столь широких возможностей и масштаба, что она может затмить и объединить в себе всех конкурентов.
Очевидно, что искусственный интеллект никуда не денется. Его стремительное развитие в 2023 году, отраженное в отчете, показывает, что ИИ будет развиваться все быстрее, сокращая разрыв с человеческими возможностями. Следующий выпуск AI Index непременно станет еще более содержательным и впечатляющим.
Институт искусственного интеллекта при Стэнфордском университете ( HAI ) представил свой седьмой ежегодный отчет Для просмотра ссылки Войди
Отчет охватывает широкий спектр тем — от секторов, активно внедряющих ИИ, до стран, обеспокоенных потерями рабочих мест. Однако одним из наиболее примечательных выводов стало сокращение разрыва между способностями человека и машины в решении сложных задач.
К примеру, уже к 2015 году ИИ превзошел людей в классификации изображений. Затем, в 2017-м, он обогнал нас в базовом понимании текста, в 2020-м — в визуальном рассуждении, а в 2021-м — в умении делать логические выводы на основе естественного языка. Прогресс в этой области настолько стремителен, что многие бенчмарки уже потеряли свою актуальность. Исследователи спешно разрабатывают новые, более сложные тесты, чтобы проверить, остались ли вообще различия между интеллектом человека и машины и в чем они выражаются.
На графике линии разных цветов указывают на уровень способностей ИИ в определенных сферах. Пунктирная линия — средний показатель для человека. Данные получены при использовании старых, возможно уже устаревших бенчмарков, однако общая тенденция предельно очевидна. Траектории развития ИИ поражают специалистов, особенно почти вертикальные линии, отражающие результаты самых последних тестов. При этом важно помнить, что машины подобны виртуальным младенцам, лишь начинающим свой путь.
data:image/png;base64,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
В 2023 году у ИИ по-прежнему возникали трудности со сложными когнитивными задачами вроде решения продвинутых уравнений и визуального рассуждения. Впрочем, термин «трудности» здесь не совсем подходит — на самом деле он демонстрировал впечатляющие результаты.
За два последних года в решении математических задач произошел большой скачок. Если в 2021 году алгоритмы могли справиться лишь с 6,9% задач из набора MATH, состоящего из 12 500 олимпиадных примеров, то в 2023-м модель на базе GPT-4 решила уже 84,3% из них. Для сравнения, у людей этот показатель составил 90%.
Визуальное общее рассуждение (VCR) оценивает способность ИИ использовать здравый смысл в визуальном контексте для логических умозаключений. Например, увидев картинку с котом на столе, ИИ с VCR должен предположить, что кот может спрыгнуть со стола или что стол достаточно прочный, чтобы выдержать его вес. В 2022-2023 годах показатель VCR вырос на 7,93% до 81,6 из 100 баллов по сравнению с 85 баллами у человека. Еще пять лет назад трудно было себе представить, что компьютер сможет понимать контекст изображения на таком уровне.
В наши дни ИИ широко используется для создания текстов в различных стилях и сферах. Однако большие языковые модели ( LLM ) по-прежнему подвержены «галлюцинациям» — склонности выдавать вымышленную или ошибочную информацию за достоверные факты.
В прошлом году эта проблема привлекла широкое общественное внимание после того, как нью-йоркский юрист Стивен Шварц, не проверив ответы ChatGPT, включил в судебные документы ссылки на несуществующие законодательные акты. Судья быстро распознал подлог и оштрафовал Шварца на 5000 долларов.
Бенчмарк HaluEval, использованный для оценки галлюцинаций LLM, показал, что для многих моделей это по-прежнему серьезная проблема. Помимо галлюцинаций, LLM пока плохо справляются с заданиями на правдивость высказываний. В тесте TruthfulQA, проверяющем истинность 817 утверждений по таким темам, как здравоохранение, право, финансы и политика, GPT-4 недавно достигла наивысшего результата - 0,59 балла из 1, что почти втрое выше, чем у моделей на базе GPT-2, протестированных в 2021 году.
В отчете также оценивались возможности генерации изображений по текстовым подсказкам с помощью бенчмарка HEIM, который учитывает 12 ключевых параметров, важных для практического применения сгенерированных материалов. По результатам экспертной оценки людьми ни одна модель не продемонстрировала абсолютного превосходства по всем критериям. DALL-E 2 от OpenAI показала наилучшие результаты по части соответствия входному текстовому запросу. А Dreamlike Photoreal на базе Stable Diffusion получила высшие баллы по качеству, эстетике и оригинальности созданных изображений.
Хотя достижения ИИ в 2023 году и поражают воображение, они меркнут на фоне еще более впечатляющих событий 2024 года. В этом году мир стал свидетелем выпуска потенциально революционных разработок вроде Suno, Sora, Google Genie, Claude 3, Channel 1 и Devin. Каждый из этих продуктов способен коренным образом преобразить целые отрасли. Однако наибольший интерес вызывает таинственная GPT-5 - модель столь широких возможностей и масштаба, что она может затмить и объединить в себе всех конкурентов.
Очевидно, что искусственный интеллект никуда не денется. Его стремительное развитие в 2023 году, отраженное в отчете, показывает, что ИИ будет развиваться все быстрее, сокращая разрыв с человеческими возможностями. Следующий выпуск AI Index непременно станет еще более содержательным и впечатляющим.
- Источник новости
- www.securitylab.ru