大模型推理能力

Long Is More Important Than Difficult for Training Reasoning Models

Si Shen, Fei Huang, Zhixiao Zhao, Chang Liu, Tiansheng Zheng, Danhao Zhu

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

Comments 15 pages,6 figures

LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning

Shuguang Chen, Guang Lin

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

Comments Accepted to NAACL 2025 KnowledgeNLP

Pensez: Less Data, Better Reasoning -- Rethinking French LLM

Huy Hoang Ha

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

DIMSUM: Discourse in Mathematical Reasoning as a Supervision Module

Krish Sharma, Niyar R Barman, Akshay Chaturvedi, Nicholas Asher

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

Benchmarking Reasoning Robustness in Large Language Models

Tong Yu, Yongcheng Jing, Xikun Zhang, Wentao Jiang, Wenjie Wu, Yingjie Wang, Wenbin Hu, Bo Du, Dacheng Tao

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

Multidimensional Consistency Improves Reasoning in Language Models

Huiyuan Lai, Xiao Zhang, Malvina Nissim

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

Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning

Wenjie Wu, Yongcheng Jing, Yingjie Wang, Wenbin Hu, Dacheng Tao

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

Steering Large Language Models between Code Execution and Textual Reasoning

Yongchao Chen, Harsh Jhamtani, Srinagesh Sharma, Chuchu Fan, Chi Wang

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

Comments 32 pages, 12 figures, 12 tables

Journal ref The Thirteenth International Conference on Learning Representations (ICLR'2025)

CogCoM: A Visual Language Model with Chain-of-Manipulations Reasoning

Ji Qi, Ming Ding, Weihan Wang, Yushi Bai, Qingsong Lv, Wenyi Hong, Bin Xu, Lei Hou, Juanzi Li, Yuxiao Dong, Jie Tang

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

Comments 21 pages, 10 figures

SoS1: O1 and R1-Like Reasoning LLMs are Sum-of-Square Solvers

Kechen Li, Wenqi Zhu, Coralia Cartis, Tianbo Ji, Shiwei Liu

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

Your Language Model May Think Too Rigidly: Achieving Reasoning Consistency with Symmetry-Enhanced Training

Yihang Yao, Zhepeng Cen, Miao Li, William Han, Yuyou Zhang, Emerson Liu, Zuxin Liu, Chuang Gan, Ding Zhao

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

Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning

Jiachen Zhu, Congmin Zheng, Jianghao Lin, Kounianhua Du, Ying Wen, Yong Yu, Jun Wang, Weinan Zhang

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

Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning

Huimin Xu, Xin Mao, Feng-Lin Li, Xiaobao Wu, Wang Chen, Wei Zhang, Anh Tuan Luu

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

Preference Optimization for Reasoning with Pseudo Feedback

Fangkai Jiao, Geyang Guo, Xingxing Zhang, Nancy F. Chen, Shafiq Joty, Furu Wei

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

Comments 28 pages, 11 figures. ICLR 2025

On the Promise for Assurance of Differentiable Neurosymbolic Reasoning Paradigms

Luke E. Richards, Jessie Yaros, Jasen Babcock, Coung Ly, Robin Cosbey, Timothy Doster, Cynthia Matuszek

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

Mathematical reasoning and the computer

Kevin Buzzard

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

Comments This article was written in 2023 and is thus now rather out of date. Apologies for taking so long to upload to ArXiv

Journal ref Bull. Amer. Math. Soc. (N.S.) 61 (2024), no. 2, 211--224

Hybrid Reasoning Based on Large Language Models for Autonomous Car Driving

Mehdi Azarafza, Mojtaba Nayyeri, Charles Steinmetz, Steffen Staab, Achim Rettberg

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

Comments 12 pages, 5 figures

Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap

Hyunwoo Ko, Guijin Son, Dasol Choi

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

Comments 18 pages, 14 figures, 9 tables

Token-Hungry, Yet Precise: DeepSeek R1 Highlights the Need for Multi-Step Reasoning Over Speed in MATH

Evgenii Evstafev

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

Comments 5 pages, 1 figure, 1 table

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Haotian Luo, Li Shen, Haiying He, Yibo Wang, Shiwei Liu, Wei Li, Naiqiang Tan, Xiaochun Cao, Dacheng Tao

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

Comments 9 pages, 4 figures

Evaluating Mathematical Reasoning Beyond Accuracy

Shijie Xia, Xuefeng Li, Yixin Liu, Tongshuang Wu, Pengfei Liu

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

Comments v2 is the AAAI 2025 camera ready version. Project site with code: https://github.com/GAIR-NLP/ReasonEval

MetaRuleGPT: Recursive Numerical Reasoning of Language Models Trained with Simple Rules

Kejie Chen, Lin Wang, Qinghai Zhang, Renjun Xu

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

Comments 8 pages, 6 figures

Can Language Models Rival Mathematics Students? Evaluating Mathematical Reasoning through Textual Manipulation and Human Experiments

Andrii Nikolaiev, Yiannos Stathopoulos, Simone Teufel

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

Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning

Yukang Lin, Bingchen Zhong, Shuoran Jiang, Joanna Siebert, Qingcai Chen

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

Enhancing Mathematical Reasoning in LLMs with Background Operators

Jiajun Chen, Yik-Cheung Tam

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

Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning

Neale Ratzlaff, Man Luo, Xin Su, Vasudev Lal, Phillip Howard

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

Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents

Raj Jaiswal, Dhruv Jain, Harsh Parimal Popat, Avinash Anand, Abhishek Dharmadhikari, Atharva Marathe, Rajiv Ratn Shah

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

Comments 7 pages

Mars-PO: Multi-Agent Reasoning System Preference Optimization

Xiaoxuan Lou, Chaojie Wang, Bo An

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

Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving

Saad Tahmid, Sourav Sarker

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

GFlowNet Fine-tuning for Diverse Correct Solutions in Mathematical Reasoning Tasks

Ryoichi Takase, Masaya Tsunokake, Yuta Tsuchiya, Shota Inuzuka

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