大模型推理能力

Thinking with Sound: Audio Chain-of-Thought Enables Multimodal Reasoning in Large Audio-Language Models

Zhen Xiong, Yujun Cai, Zhecheng Li, Junsong Yuan, Yiwei Wang

机构 * University of Southern California（南加州大学） ； University of Queensland（昆士兰大学） ； University of California, San Diego（加州大学圣地亚哥分校） ； University of Buffalo（布法罗大学） ； University of California, Merced（加州大学默塞德分校） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(title)；CoT(abstract)；分类 cs.CL

AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning

Amy Xin, Jinxin Liu, Zijun Yao, Zhicheng Lee, Shulin Cao, Lei Hou, Juanzi Li

机构 * Tsinghua University（清华大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；planning(abstract)

From Roots to Rewards: Dynamic Tree Reasoning with Reinforcement Learning

Ahmed Bahloul, Simon Malberg

机构 * School of Computation, Information and Technology（计算、信息与技术学院） 纠错

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

Comments RARA Workshop @ ICDM 2025

Chain or tree? Re-evaluating complex reasoning from the perspective of a matrix of thought

Fengxiao Tang, Yufeng Li, Zongzong Wu, Ming Zhao

机构 * School of Computer,Science and Engineering（计算机科学与工程学院） 纠错

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

REMA: A Unified Reasoning Manifold Framework for Interpreting Large Language Model

Bo Li, Guanzhi Deng, Ronghao Chen, Junrong Yue, Shuo Zhang, Qinghua Zhao, Linqi Song, Lijie Wen

机构 * Tsinghua University（清华大学） ； City University of Hong Kong（香港城市大学） ； Peking University（北京大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Beihang University（北航） ； Baidu Inc（百度公司） 纠错

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

MIRG-RL: Multi-Image Reasoning and Grounding with Reinforcement Learning

Lihao Zheng, Jiawei Chen, Xintian Shen, Hao Ma, Tao Wei

机构 * Li Auto Inc.（利亚 Auto 公司） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Safety Compliance: Rethinking LLM Safety Reasoning through the Lens of Compliance

Wenbin Hu, Huihao Jing, Haochen Shi, Haoran Li, Yangqiu Song

机构 * Hong Kong University of Science and Technology（香港理工大学） 纠错

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

Leveraging LLM Agents for Automated Video Game Testing

Chengjia Wang, Lanling Tang, Ming Yuan, Jiongchi Yu, Xiaofei Xie, Jiajun Bu

专题命中 复杂问题求解 ：reasoning(abstract)；self-correction(abstract)

Comments 17 pages

Resolving Ambiguity in Gaze-Facilitated Visual Assistant Interaction Paradigm

Zeyu Wang, Baiyu Chen, Kun Yan, Hongjing Piao, Hao Xue, Flora D. Salim, Yuanchun Shi, Yuntao Wang

机构 * Key Laboratory of Pervasive Computing, Tsinghua University（清华大学普适计算重点实验室） ； The University of New South Wales（新南威尔士大学） ； SKLSDE Lab, Beihang University（北航SKLSDE实验室） 纠错

专题命中 复杂问题求解 ：chain-of-thought(abstract)；CoT(abstract)

From Grunts to Lexicons: Emergent Language from Cooperative Foraging

Maytus Piriyajitakonkij, Rujikorn Charakorn, Weicheng Tao, Wei Pan, Mingfei Sun, Cheston Tan, Mengmi Zhang

机构 * Institute for Infocomm Research (I 2 {}^{\text{2}} R), A ∗ STAR, Singapore（新加坡信息与通信研究院） ； College of Computing and Data Science, Nanyang Technological University, Singapore（南洋理工大学计算机科学与数据科学学院） ； Department of Computer Science, The University of Manchester, United Kingdom（曼彻斯特大学计算机科学系） ； Centre for Frontier AI Research (CFAR), A ∗ STAR, Singapore（前沿人工智能研究中心） ； Sakana AI, Japan（日本Sakana AI） 纠错

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

LABELING COPILOT: A Deep Research Agent for Automated Data Curation in Computer Vision

Debargha Ganguly, Sumit Kumar, Ishwar Balappanawar, Weicong Chen, Shashank Kambhatla, Srinivasan Iyengar, Shivkumar Kalyanaraman, Ponnurangam Kumaraguru, Vipin Chaudhary

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

GeoEvolve: Automating Geospatial Model Discovery via Multi-Agent Large Language Models

Peng Luo, Xiayin Lou, Yu Zheng, Zhuo Zheng, Stefano Ermon

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Technical University of Munich（慕尼黑技术大学） ； Stanford University（斯坦福大学） 纠错

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

WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents

Junteng Liu, Yunji Li, Chi Zhang, Jingyang Li, Aili Chen, Ke Ji, Weiyu Cheng, Zijia Wu, Chengyu Du, Qidi Xu, Jiayuan Song, Zhengmao Zhu, Wenhu Chen, Pengyu Zhao, Junxian He

机构 * The Hong Kong University of Science and Technology（香港科技大学） ； MiniMax ； University of Waterloo（滑铁卢大学） 纠错

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

Exact solution of the frustrated Potts model with next-nearest-neighbor interactions in one dimension via AI bootstrapping

Weiguo Yin

专题命中 复杂问题求解 ：reasoning(abstract)

Comments The version accepted for publication. 6 pages, 4 figures, plus a 4-page Supplemental Material. The codes and data that support the findings of this article are openly available at https://community.wolfram.com/groups/-/m/t/3466026

Journal ref Phys. Rev. B 112, 094424 (2025)