大模型推理能力

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

How Ambiguous Are the Rationales for Natural Language Reasoning? A Simple Approach to Handling Rationale Uncertainty

Hazel H. Kim

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

Comments Accepted to COLING2025

SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models

Yibin Chen, Yifu Yuan, Zeyu Zhang, Yan Zheng, Jinyi Liu, Fei Ni, Jianye Hao, Hangyu Mao, Fuzheng Zhang

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

Comments Accepted by International World Wide Web Conference (WWW) 2025 (oral)

Explore the Reasoning Capability of LLMs in the Chess Testbed

Shu Wang, Lei Ji, Renxi Wang, Wenxiao Zhao, Haokun Liu, Yifan Hou, Ying Nian Wu

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

Comments NAACL2025 Main Conference. Data and models are available: https://mate-chess.github.io/

GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models

Zike Yuan, Ming Liu, Hui Wang, Bing Qin

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

DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology Reasoning

Pusheng Xu, Yue Wu, Kai Jin, Xiaolan Chen, Mingguang He, Danli Shi

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

Comments 29 pages, 4 figures, 1 table

I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models

Zhenxing Mi, Kuan-Chieh Wang, Guocheng Qian, Hanrong Ye, Runtao Liu, Sergey Tulyakov, Kfir Aberman, Dan Xu

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

Comments Project page: https://mizhenxing.github.io/ThinkDiff, 19 pages, 14 figures

Reasoning-Enhanced Object-Centric Learning for Videos

Jian Li, Pu Ren, Yang Liu, Hao Sun

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

Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection

Wen-Chao Hu, Wang-Zhou Dai, Yuan Jiang, Zhi-Hua Zhou

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

Comments Accepted by AAAI 2025, Oral