"mathematical reasoning benchmarks" Papers

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Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models

Bofei Gao, Feifan Song, Zhe Yang et al.

ICLR 2025arXiv:2410.07985
149
citations

ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs

Jiaru Zou, Ling Yang, Jingwen Gu et al.

NEURIPS 2025arXiv:2506.18896
26
citations

SIGMA: Refining Large Language Model Reasoning via Sibling-Guided Monte Carlo Augmentation

Yanwei Ren, Haotian Zhang, Fuxiang Wu et al.

NEURIPS 2025spotlightarXiv:2506.06470

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Zhen Zhang, Xuehai He, Weixiang Yan et al.

NEURIPS 2025arXiv:2505.15778
48
citations

Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties

Gouki Minegishi, Hiroki Furuta, Takeshi Kojima et al.

NEURIPS 2025arXiv:2506.05744
13
citations