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a16z:News更新于 10月14日 12:28

OpenAI 研究员谈数学推理的未来

OpenAI Researchers on the Future of Mathematical Reasoning | Andreessen Horowitz

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a16z Infra 合伙人 Lisha Li 与 OpenAI 数学家 Mehtaab Sawhney、Mark Sellke 对谈,讨论 AI 数学能力的进展及近期结果对模型推理的启示。他们拆解了 OpenAI 模型在球体填充和非 sofic 群构造上的进展,指出模型推理轨迹与专家数学家高度相似,包括选择有前景的路径、失败时回溯以及跨文献整合思路。

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a16z Infra Partner Lisha Li sits down with OpenAI mathematicians Mehtaab Sawhney and Mark Sellke to discuss how quickly AI’s mathematical capabilities are advancing, what recent results reveal about model reasoning, and what happens when AI begins making progress on problems mathematicians have struggled with for decades.

Mehtaab and Mark unpack several recent results from OpenAI’s models, including advances in sphere packing and the construction of a non-sofic group. They explain why the surprising part isn’t simply that models can search more possibilities or work longer than humans: in many cases, the reasoning traces look remarkably similar to the work of an expert mathematician, including choosing promising approaches, backtracking when they fail, and combining ideas from across the literature.

They also explore what this means for mathematics itself: how the role of human taste and judgment may change, whether AI could produce far more mathematics than humans can absorb, and why models that accelerate discovery may also make sophisticated results easier to understand.

Mehtaab Sawhney

X

is a mathematician at OpenAI.

joined Andreessen Horowitz as an investment partner after eight years as the founder of Rosebud AI, an AI coding platform for games.

X; Linkedin

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