大模型推理能力

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models

Jun Feng, Zixin Wang, Zhentao Zhang, Yue Guo, Zhihan Zhou, Xiuyi Chen, Zhenyang Li, Dawei Yin

专题命中 数学推理 ：reasoning(title,abstract)；math reasoning(title)

Comments 29 pages, 16 figures

Hypothesis-Driven Theory-of-Mind Reasoning for Large Language Models

Hyunwoo Kim, Melanie Sclar, Tan Zhi-Xuan, Lance Ying, Sydney Levine, Yang Liu, Joshua B. Tenenbaum, Yejin Choi

机构 * NVIDIA（NVIDIA公司） ； University of Washington（华盛顿大学） ； MIT（麻省理工学院） ； Harvard University（哈佛大学） ； Amazon（亚马逊公司） ； Stanford University（斯坦福大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments COLM 2025. For code and data, see https://hyunw.kim/thought-tracing

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control

Ruosen Li, Ziming Luo, Quan Zhang, Ruochen Li, Ben Zhou, Ali Payani, Xinya Du

机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校） ； Arizona State University（亚利桑那州立大学） ； Cisco Research（思科研究） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Mitigating Think-Answer Mismatch in LLM Reasoning Through Noise-Aware Advantage Reweighting

Si Shen, Peijun Shen, Wenhua Zhao, Danhao Zhu

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.LG

Structural Reformation of Large Language Model Neuron Encapsulation for Divergent Information Aggregation

Denis Bakushev, Gideon Boultinghouse, Harriet Oppenheimer, Sebastian Gillingwater, Valentina Ashington, Wilfred Stanborough

专题命中 数学推理 ：reasoning(abstract)；logical reasoning(abstract)；分类 cs.CL

Comments arXiv admin note: This paper has been withdrawn by arXiv due to disputed and unverifiable authorship

Don't Forget Imagination!

Evgenii E. Vityaev, Andrei Mantsivoda

机构 * Sobolev Institute of mathematics SD RAS（索洛维耶夫数学研究所（SD RAS）） ； Irkutsk State University（伊尔库茨克州立大学） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 14 pages, 2 figures

Temporal Self-Rewarding Language Models: Decoupling Chosen-Rejected via Past-Future

Yidong Wang, Xin Wang, Cunxiang Wang, Junfeng Fang, Qiufeng Wang, Jianing Chu, Xuran Meng, Shuxun Yang, Libo Qin, Yue Zhang, Wei Ye, Shikun Zhang

专题命中 数学推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 12 pages, 5 figures

Echo Chamber: RL Post-training Amplifies Behaviors Learned in Pretraining

Rosie Zhao, Alexandru Meterez, Sham Kakade, Cengiz Pehlevan, Samy Jelassi, Eran Malach

机构 * Harvard University（哈佛大学） ； Kempner Institute（凯普纳研究所） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.LG

Comments COLM 2025