OpenAI再创多项数学突破

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OpenAI再创多项数学突破

内容来源:https://www.theverge.com/ai-artificial-intelligence/1005004/openai-math-release-github

内容总结:

OpenAI近日公布了一批由未公开的前沿模型生成的数学成果,共包含722篇论文,覆盖372个成果族,涉及多个长期悬而未决的数学难题。据新成立的独立顾问组织AGMAI(数学与人工智能顾问组)称,该批论文包含对“数百个”开放问题的解答。

这些成果已酝酿数周,但此前OpenAI一直未透露具体解决了哪些问题以及发布时间。今年9月,该公司曾表示其模型“在数学大部分领域解决了100多个长期开放问题”。此次发布的论文及相关细节还包括模型推理摘要、算力消耗估算以及尝试问题数量的统计。OpenAI称,“平均每项结果”消耗的算力相当于ChatGPT Pro思考三小时。

AGMAI于9月底发布首批建议,敦促AI实验室及时通过既有学术渠道发布数学成果,并披露所用模型名称、提示词和算力成本等细节。该组织还呼吁AI公司“不要将数学成果的发布作为推广其模型的市场营销工具”,称这种做法对数学界造成严重伤害。

OpenAI对其发布流程的描述如下:此次发布将成果存放于GitHub仓库,并制定了论文修订与引用规范。公司表示正在探索其他符合委员会指南的社区托管替代方案,并承诺在未来发布中进一步通过引用、数学阐述和结果呈现方式的改进来提升论文质量,以便更好理解。

这些成果的全面影响可能还需一段时间才能被数学界评估和消化。它们进一步充实了OpenAI及Anthropic等竞争对手实验室快速增长的数学成果库,其中还包括对一个千禧年大奖难题相关问题的研究。今年以来,AI实验室迅速涌入数学领域——尤其是在成果发布方式上——已引发关于研究规范、伦理以及企业如何认可人类数学家贡献的激烈争论,因为这些系统正是基于人类数学家的成果,并可能利用这些成果产出新结果。

中文翻译:

OpenAI公布了由一款尚未发布的前沿模型产出的一批722篇论文中所包含的多个长期悬而未决的数学问题的解答,这些论文涵盖372个成果族,将相关论文归为一类。这一进展延续了一系列突破,既令部分数学界人士印象深刻,也令他们感到不安,同时引发了关于研究伦理和学术行为的质疑。据AGMAI称,此次发布包含了“数百个”开放问题的解答。AGMAI是新成立的独立咨询小组,由顶尖数学家组成,旨在负责任地对外沟通这些成果。

OpenAI再放一批数学突破

据称,OpenAI发布的一批论文中包含了“数百个”开放问题的解答。

据称,OpenAI发布的一批论文中包含了“数百个”开放问题的解答。

这些成果已酝酿数周,不过此前OpenAI一直未提供细节,说明该模型解决了哪些问题,以及究竟何时发表。9月,该公司表示其模型“解决了大多数数学领域中100多个长期未解的开放问题”。已发布的论文及其他细节还包括模型部分推理过程的摘要、所用算力的估算,以及尝试问题数量的统计。OpenAI声称,“平均每个结果”消耗了相当于ChatGPT Pro思考三小时的算力。

AGMAI,即数学与人工智能咨询小组,于9月底发布了首批建议,敦促AI实验室及时发布数学成果,并尽可能通过既有的学术渠道发布,同时披露所用模型名称、提示词和算力成本等细节。该小组还恳请AI公司“不要将数学成果的发布当作推广其模型的市场营销工具”,他们表示这种做法对数学界造成了严重伤害。

以下是OpenAI对其此次发布流程的描述:

对于此次发布,我们在GitHub仓库中公布结果,并附有论文修订和引用的规范。我们正在继续探索其他由社区托管的替代方案,以满足委员会的指导方针。对于未来的发布,我们承诺通过引用、数学阐述和结果呈现方式的改进,进一步提高论文质量,以便更好地理解。

这些成果的全面影响可能还需要一段时间才能被感受到,因为数学家们需要评估和消化它们。它们进一步充实了来自OpenAI及其竞争对手Anthropic等实验室的迅速增长的数学成果,学界仍在消化这些成果,其中包括涉及千禧年大奖难题的结果——这是该领域最著名的开放问题之一。今年以来,AI实验室冲入这一学科的速度——尤其是它们处理公告的方式——已引发了关于研究实践、伦理,以及公司如何认可那些人类数学家贡献的激烈争论,因为这些数学家的成果是AI系统的基础,并可能被用来产生结果。

英文来源:

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.
OpenAI drops another batch of mathematical breakthroughs
Solutions to ‘hundreds’ of open questions are said to be included in a batch of manuscripts released by OpenAI.
Solutions to ‘hundreds’ of open questions are said to be included in a batch of manuscripts released by OpenAI.
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:
For this release, we’re publishing the results in a GitHub repository, with protocols for paper revisions and citations. We’re continuing to explore other community-hosted alternatives for this release which meet the committee’s guidelines. For future releases, we are committed to further improving the quality of the papers via the citations, mathematical exposition, and presentation of the results for better understanding
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.

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