大模型推理能力

ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents

Qiuchen Wang, Ruixue Ding, Zehui Chen, Weiqi Wu, Shihang Wang, Pengjun Xie, Feng Zhao

机构 * MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, USTC（脑启发智能感知与认知联合实验室，中国科学技术大学） ； Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction

Tassallah Abdullahi, Ioanna Gemou, Nihal V. Nayak, Ghulam Murtaza, Stephen H. Bach, Carsten Eickhoff, Ritambhara Singh

机构 * Brown University（布朗大学） ； University of Tübingen（图宾根大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Journal ref Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2 (KDD '25), August 3--7, 2025, Toronto, ON, Canada

Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA

Xiangqing Shen, Fanfan Wang, Rui Xia

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology, China（计算机科学与工程学院，南京理工大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Exploring the Necessity of Reasoning in LLM-based Agent Scenarios

Xueyang Zhou, Guiyao Tie, Guowen Zhang, Weidong Wang, Zhigang Zuo, Di Wu, Duanfeng Chu, Pan Zhou, Neil Zhenqiang Gong, Lichao Sun

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 71 pages, 11 figures, 8 tables

Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens

Xixian Yong, Xiao Zhou, Yingying Zhang, Jinlin Li, Yefeng Zheng, Xian Wu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning

Xiaoxue Cheng, Junyi Li, Zhenduo Zhang, Xinyu Tang, Wayne Xin Zhao, Xinyu Kong, Zhiqiang Zhang

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Department of Computer Science, National University of Singapore（新加坡国立大学计算机科学系） ； Ant Group（蚂蚁集团） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments work in progress

Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning

Peiying Yu, Guoxin Chen, Jingjing Wang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments ACL 2025 Main

When Can Large Reasoning Models Save Thinking? Mechanistic Analysis of Behavioral Divergence in Reasoning

Rongzhi Zhu, Yi Liu, Zequn Sun, Yiwei Wang, Wei Hu

机构 * State Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学，中国） ； University of California, Merced, USA（加州大学梅德福分校） ； National Institute of Healthcare Data Science, Nanjing University, China（健康医疗数据科学国立研究所，南京大学，中国） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

The Jumping Reasoning Curve? Tracking the Evolution of Reasoning Performance in GPT-[n] and o-[n] Models on Multimodal Puzzles

Vernon Y. H. Toh, Yew Ken Chia, Deepanway Ghosal, Soujanya Poria

机构 * Singapore University of Technology and Design（新加坡科技设计大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

ExTrans: Multilingual Deep Reasoning Translation via Exemplar-Enhanced Reinforcement Learning

Jiaan Wang, Fandong Meng, Jie Zhou

机构 * Pattern Recognition Center, WeChat AI, Tencent Inc（模式识别中心、微信AI、腾讯公司） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 12 pages, 2 figures

Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective

Zhongxiang Sun, Qipeng Wang, Haoyu Wang, Xiao Zhang, Jun Xu

机构 * Gaoling School of Artificial Intelligence（北京理工大学人工智能学院） ； Engineering Research Center of Next-Generation Intelligent Search and Recommendation（下一代智能搜索与推荐工程研究中心） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 25 pages

Learn to Think: Bootstrapping LLM Reasoning Capability Through Graph Representation Learning

Hang Gao, Chenhao Zhang, Tie Wang, Junsuo Zhao, Fengge Wu, Changwen Zheng, Huaping Liu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted by IJCAI 2025

Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study

Baixuan Xu, Chunyang Li, Weiqi Wang, Wei Fan, Tianshi Zheng, Haochen Shi, Tao Fan, Yangqiu Song, Qiang Yang

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； WeBank ； The Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 19 pages

TensorLLM: Tensorising Multi-Head Attention for Enhanced Reasoning and Compression in LLMs

Yuxuan Gu, Wuyang Zhou, Giorgos Iacovides, Danilo Mandic

机构 * Department of Electrical and Electronic Engineering（电子与电气工程系） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments Accpeted for IEEE International Joint Conference on Neural Networks (IJCNN 2025). The code is available at https://github.com/guyuxuan9/TensorLLM

RealSafe-R1: Safety-Aligned DeepSeek-R1 without Compromising Reasoning Capability

Yichi Zhang, Zihao Zeng, Dongbai Li, Yao Huang, Zhijie Deng, Yinpeng Dong

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Reasoning Court: Combining Reasoning, Action, and Judgment for Multi-Hop Reasoning

Jingtian Wu, Claire Cardie

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

A Short Survey on Small Reasoning Models: Training, Inference, Applications and Research Directions

Chengyu Wang, Taolin Zhang, Richang Hong, Jun Huang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Improving Complex Reasoning with Dynamic Prompt Corruption: A soft prompt Optimization Approach

Sinan Fan, Liang Xie, Chen Shen, Ge Teng, Xiaosong Yuan, Xiaofeng Zhang, Chenxi Huang, Wenxiao Wang, Xiaofei He, Jieping Ye

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted by ICLR 2025

An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning

Navdeep Kaur, Lachlan McPheat, Alessandra Russo, Anthony G Cohn, Pranava Madhyastha

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

RL-STaR: Theoretical Analysis of Reinforcement Learning Frameworks for Self-Taught Reasoner

Fu-Chieh Chang, Yu-Ting Lee, Hui-Ying Shih, Yi Hsuan Tseng, Pei-Yuan Wu

专题命中 复杂问题求解 ：reasoning(abstract,journal_ref)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI、cs.LG

Journal ref ICLR 2025 Workshop on Reasoning and Planning for Large Language Models

Bonsai: Interpretable Tree-Adaptive Grounded Reasoning

Kate Sanders, Benjamin Van Durme

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 9 pages, preprint

LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph

Tu Ao, Yanhua Yu, Yuling Wang, Yang Deng, Zirui Guo, Liang Pang, Pinghui Wang, Tat-Seng Chua, Xiao Zhang, Zhen Cai

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments This paper has been accepted by AAAI 2025

VELOCITI: Benchmarking Video-Language Compositional Reasoning with Strict Entailment

Darshana Saravanan, Varun Gupta, Darshan Singh, Zeeshan Khan, Vineet Gandhi, Makarand Tapaswi

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted to CVPR 2025. Project Page, see https://katha-ai.github.io/projects/velociti

Typhoon T1: An Open Thai Reasoning Model

Pittawat Taveekitworachai, Potsawee Manakul, Kasima Tharnpipitchai, Kunat Pipatanakul

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 25 pages, 6 figures

RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration

Hong Qing Yu, Frank McQuade

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Evaluating Large Language Models on the Spanish Medical Intern Resident (MIR) Examination 2024/2025:A Comparative Analysis of Clinical Reasoning and Knowledge Application

Carlos Luengo Vera, Ignacio Ferro Picon, M. Teresa del Val Nunez, Jose Andres Gomez Gandia, Antonio de Lucas Ancillo, Victor Ramos Arroyo, Carlos Milan Figueredo

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 26 pages, 1 table, 7 figures

Self-Taught Self-Correction for Small Language Models

Viktor Moskvoretskii, Chris Biemann, Irina Nikishina

专题命中 复杂问题求解 ：self-correction(title,abstract)；分类 cs.CL、cs.LG

Comments Code is available at https://github.com/VityaVitalich/STASC

Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models

Zonghao Ying, Deyue Zhang, Zonglei Jing, Yisong Xiao, Quanchen Zou, Aishan Liu, Siyuan Liang, Xiangzheng Zhang, Xianglong Liu, Dacheng Tao

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding

Haochuan Zhang, Chunhua Yang, Jie Han, Liyang Qin, Xiaoli Wang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

ReasonGraph: Visualisation of Reasoning Paths

Zongqian Li, Ehsan Shareghi, Nigel Collier

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI