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English(EN) An Open Recipe for IMO Gold: Training Nemotron for Olympiad Mathematics

Nemotron 3 Ultra 在数学奥林匹克竞赛中取得金牌级表现

研究人员开发了一种新颖的方法来生成复杂的奥数竞赛问题的自然语言证明,并在2026年IMO竞赛中取得了金牌级表现。该系统基于经过后训练的Nemotron 3 Ultra检查点构建,无需依赖外部工具或形式化证明器即可迭代地改进候选证明。这个开放模型管道包括专门的检查点、训练数据和一个新的基准,展示了大型语言模型在高级数学推理方面的潜力。 AI

影响 展示了LLM在高级数学推理和证明生成方面的能力,可能影响用于科学发现的AI代理。

排序理由 该集群描述了一篇研究论文,其中详细介绍了一种使用微调LLM生成数学证明的新方法,并发布了一个新的基准。

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

Nemotron 3 Ultra 在数学奥林匹克竞赛中取得金牌级表现

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该集群描述了一篇研究论文,其中详细介绍了一种使用微调LLM生成数学证明的新方法,并发布了一个新的基准。
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报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Ivan Moshkov, Stephen Ge, George Armstrong, Wei Du, Sadegh Mahdavi, Igor Gitman ·

    IMO数学竞赛的公开配方:训练Nemotron以应对奥林匹克数学竞赛

    arXiv:2609.10712v1 Announce Type: new Abstract: We study how model post-training and test-time inference design affect natural-language proof generation for hard olympiad mathematics. Starting from Nemotron 3 Ultra, we train two specialist checkpoints using supervised fine-tuning…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    IMO数学竞赛的开放食谱:训练Nemotron以应对奥林匹克数学竞赛

    A natural-language proof-generation pipeline using post-trained Nemotron 3 Ultra checkpoints achieves gold-medal performance on IMO 2026 through iterative verification and refinement without external tools.

  3. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    🤖 【Hugging Face Papers】IMO金牌的开放秘方:训练用于奥数竞赛的Nemotron模型 我们研究模型训练后和测试时推理设计

    🤖 【Hugging Face Papers】An Open Recipe for IMO Gold: Training Nemotron for Olympiad Mathematics We study how model post-training and test-time inference design affect natural-language proof generation for hard olympi... # AI # TechNews # MachineLearning 🔗 https:// huggingface.co/p…