OpenAI 发布 722 篇数学手稿,公开未发布前沿模型的解题结果
OpenAI drops another batch of mathematical breakthroughs
OpenAI 公开了由一款未发布的前沿模型产出的 722 篇数学手稿,覆盖 372 个结果族,涉及数百个未解问题。公司称平均每个结果消耗约相当于三小时 ChatGPT Pro 思考的算力,并附上部分推理摘要、算力估算和尝试问题数量等细节。独立顾问组织 AGMAI 此前建议 AI 实验室及时通过学术渠道发布数学结果,并披露模型名称、提示词和算力成本,同时不要将结果发布当作推广模型的营销手段。
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OpenAI 一次性公开 722 篇数学手稿,读者可借此观察 AI 产出科研成果的发布方式与学界伦理争议。
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OpenAI has revealed solutions to a number of long-standing mathematics problems produced by an unreleased frontier model in a batch of 722 manuscripts, covering 372 result families that group related papers. It extends a run of breakthroughs that have both impressed and unsettled parts of the mathematical community while raising questions about research ethics and academic conduct. According to AGMAI, the newly formed independent advisory group of elite mathematicians put together to work on communicating the results responsibly, the release includes solutions to “hundreds” of open questions.
The results have been expected for weeks, although until now OpenAI had not provided details about which problems the model had solved or exactly when they would be published. In September, the company said its model had “resolved more than 100 long-standing open problems across most areas of mathematics.” The released papers and other details also include some summaries of the model’s reasoning, estimates of the compute used, and stats about the number of problems attempted. OpenAI claims the “average result” used the equivalent of three hours of ChatGPT Pro thinking.
AGMAI, or the Advisory Group on Mathematics and Artificial Intelligence, published its first recommendations in late September, urging AI labs to release mathematical results promptly and through established academic channels where possible, while disclosing details such as the name of the model used, prompts, and compute costs. The group also implored AI companies to “refrain from treating the release of mathematical results as marketing vehicles to promote their models,” a practice they said inflicts significant harm on the mathematical community.
Here’s how OpenAI described its process for this release:
The full impact of the results will likely take some time to be felt as mathematicians assess and digest them. They add to a rapidly growing body of mathematical results from OpenAI and rival labs like Anthropic that the field is still processing, including results concerning a Millennium Prize problem, among the most famous open questions in the field. The speed at which AI labs have barreled into the discipline this year — particularly their handling of announcements — has provoked fierce debate over research practices , ethics, and how companies credit the human mathematicians whose work their systems build upon and potentially use to produce results.