大模型推理能力

Can Group Relative Policy Optimization Improve Thai Legal Reasoning and Question Answering?

Pawitsapak Akarajaradwong, Chompakorn Chaksangchaichot, Pirat Pothavorn, Attapol Thamrongrattanarit-Rutherford, Ekapol Chuangsuwanich, Sarana Nutanong

机构 * VISAI AI（VISAI人工智能） ； Chulalongkorn University（朱拉隆功大学） ； Vidyasirimedhi Institute of Science and Technology（维达沙里梅迪科技研究院） 纠错

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

TableReasoner: Advancing Table Reasoning Framework with Large Language Models

Sishi Xiong, Dakai Wang, Yu Zhao, Jie Zhang, Changzai Pan, Haowei He, Xiangyu Li, Wenhan Chang, Zhongjiang He, Shuangyong Song, Yongxiang Li

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

CogniSQL-R1-Zero: Lightweight Reinforced Reasoning for Efficient SQL Generation

Kushal Gajjar, Harshit Sikchi, Arpit Singh Gautam, Marc Hammons, Saurabh Jha

机构 * Dell Technologies（戴尔技术） 纠错

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

Evaluating GPT- and Reasoning-based Large Language Models on Physics Olympiad Problems: Surpassing Human Performance and Implications for Educational Assessment

Paul Tschisgale, Holger Maus, Fabian Kieser, Ben Kroehs, Stefan Petersen, Peter Wulff

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

MUPA: Towards Multi-Path Agentic Reasoning for Grounded Video Question Answering

Jisheng Dang, Huilin Song, Junbin Xiao, Bimei Wang, Han Peng, Haoxuan Li, Xun Yang, Meng Wang, Tat-Seng Chua

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

HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context

Qize Yang, Shimin Yao, Weixuan Chen, Shenghao Fu, Detao Bai, Jiaxing Zhao, Boyuan Sun, Bowen Yin, Xihan Wei, Jingren Zhou

机构 * Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团） 纠错

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

Is Long-to-Short a Free Lunch? Investigating Inconsistency and Reasoning Efficiency in LRMs

Shu Yang, Junchao Wu, Xuansheng Wu, Derek Wong, Ninhao Liu, Di Wang

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

Baba is LLM: Reasoning in a Game with Dynamic Rules

Fien van Wetten, Aske Plaat, Max van Duijn

机构 * LIACS, Leiden University, The Netherlands（LIACS，莱顿大学，荷兰） 纠错

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

QueueEDIT: Structural Self-Correction for Sequential Model Editing in LLMs

Taolin Zhang, Haidong Kang, Dongyang Li, Qizhou Chen, Chengyu Wang Xiaofeng He, Richang Hong

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

BREAD: Branched Rollouts from Expert Anchors Bridge SFT & RL for Reasoning

Xuechen Zhang, Zijian Huang, Yingcong Li, Chenshun Ni, Jiasi Chen, Samet Oymak

机构 * University of Michigan（密歇根大学） 纠错

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

Excessive Reasoning Attack on Reasoning LLMs

Wai Man Si, Mingjie Li, Michael Backes, Yang Zhang

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

Stepwise Reasoning Error Disruption Attack of LLMs

Jingyu Peng, Maolin Wang, Xiangyu Zhao, Kai Zhang, Wanyu Wang, Pengyue Jia, Qidong Liu, Ruocheng Guo, Qi Liu

机构 * University of Science and Technology of China（中国科学技术大学） ； City University of Hong Kong（香港城市大学） ； Independent Researcher（独立研究者） 纠错

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

GraphRAG-Causal: A novel graph-augmented framework for causal reasoning and annotation in news

Abdul Haque, Umm e Hani, Ahmad Din, Muhammad Babar, Ali Abbas, Insaf Ullah

机构 * Dept. of Artificial Intelligence & Data Science FAST School of Computing NUCES（人工智能与数据科学系 FAST 计算学院 NUCES） ； Dept. of Computing and Electronics Engineering Middle East College（计算与电子工程系 中东学院） ； Institute for Analytics and Data Science University of Essex（分析与数据科学研究所 埃塞克斯大学） 纠错

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

Comments 18 pages, 8 figures

Learning from Litigation: Graphs and LLMs for Retrieval and Reasoning in eDiscovery

Sounak Lahiri, Sumit Pai, Tim Weninger, Sanmitra Bhattacharya

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

Comments Updated with Camera Ready Copy for ACL 2025

Decoupling the Image Perception and Multimodal Reasoning for Reasoning Segmentation with Digital Twin Representations

Yizhen Li, Dell Zhang, Xuelong Li, Yiqing Shen

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

Comments This work was submitted without the consent of all co-authors. We request withdrawal until all parties agree

AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions

Polina Kirichenko, Mark Ibrahim, Kamalika Chaudhuri, Samuel J. Bell

机构 * FAIR at Meta（Meta的FAIR） 纠错

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

Benchmarking and Improving Large Vision-Language Models for Fundamental Visual Graph Understanding and Reasoning

Yingjie Zhu, Xuefeng Bai, Kehai Chen, Yang Xiang, Jun Yu, Min Zhang

机构 * Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen, China（计算与智能研究院，哈尔滨工业大学，深圳） ； Peng Cheng Laboratory, Shenzhen, China（鹏城实验室，深圳） ； School of Intelligence Science and Engineering, Harbin Institute of Technology, Shenzhen, China（智能科学与工程学院，哈尔滨工业大学，深圳） 纠错

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

Comments Accepted by ACL2025 main conference

Johnny: Structuring Representation Space to Enhance Machine Abstract Reasoning Ability

Ruizhuo Song, Beiming Yuan

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

Comments 15 pages, 15 figures, 5 tables

RAISE: Reasoning Agent for Interactive SQL Exploration

Fernando Granado, Roberto Lotufo, Jayr Pereira

机构 * Universidade Estadual de Campinas (UNICAMP)（坎皮纳斯州立大学（UNICAMP）） 纠错

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

CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex Events

Sai Vallurupalli, Francis Ferraro

机构 * Department of Computer Science and Electrical Engineering University of Maryland, Baltimore County（计算机科学与电气工程系马里兰大学巴尔的摩县） 纠错

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

Comments Accepted to Findings of the Association for Computational Linguistics 2025

ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation

Xinyi Liu, Lipeng Ma, Yixuan Li, Weidong Yang, Qingyuan Zhou, Jiayi Song, Shuhao Li, Ben Fei

机构 * Fudan University（复旦大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Guiding Reasoning in Small Language Models with LLM Assistance

Yujin Kim, Euiin Yi, Minu Kim, Se-Young Yun, Taehyeon Kim

机构 * KAIST AI（韩国科学技术院人工智能研究所） ； LG AI Research（LG人工智能研究院） 纠错

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

Comments 20 pages, 12 figures, 9 tables

Do Large Language Models Latently Perform Multi-Hop Reasoning?

Sohee Yang, Elena Gribovskaya, Nora Kassner, Mor Geva, Sebastian Riedel

机构 * Google DeepMind（谷歌DeepMind） ； UCL（伦敦大学学院） ； Google Research（谷歌研究） ； Tel Aviv University（特拉维夫大学） 纠错

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

Comments ACL 2024

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Xu Chu, Xinrong Chen, Guanyu Wang, Zhijie Tan, Kui Huang, Wenyu Lv, Tong Mo, Weiping Li

机构 * Peking University（北京大学） ； Baidu Inc.（百度公司） 纠错

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

MSQA: Benchmarking LLMs on Graduate-Level Materials Science Reasoning and Knowledge

Jerry Junyang Cheung, Shiyao Shen, Yuchen Zhuang, Yinghao Li, Rampi Ramprasad, Chao Zhang

机构 * College of Computing（计算学院） ； School of Materials Science and Engineering（材料科学与工程学院） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

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

RISE: Reasoning Enhancement via Iterative Self-Exploration in Multi-hop Question Answering

Bolei He, Xinran He, Mengke Chen, Xianwei Xue, Ying Zhu, Zhenhua Ling

机构 * University of Science and Technology of China（中国科学技术大学） ； Baidu Inc.（百度公司） 纠错

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

Comments ACL 2025 Findings

Why Distillation can Outperform Zero-RL: The Role of Flexible Reasoning

Xiao Hu, Xingyu Lu, Liyuan Mao, YiFan Zhang, Tianke Zhang, Bin Wen, Fan Yang, Tingting Gao, Guorui Zhou

机构 * Tsinghua University（清华大学） ； Shanghai Jiao Tong University（上海交通大学） ； CASIA（中国科学院自动化研究所） ； KuaiShou（快手） 纠错

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

Def-DTS: Deductive Reasoning for Open-domain Dialogue Topic Segmentation

Seungmin Lee, Yongsang Yoo, Minhwa Jung, Min Song

机构 * Yonsei University（延世大学） ； LOTTE INNOVATE（乐天创新） ； LG Eletronics（LG电子） ； Onoma AI 纠错

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

Comments 19 pages, 3 figures, Accepted to Findings of the ACL 2025

Unveiling the Compositional Ability Gap in Vision-Language Reasoning Model

Tianle Li, Jihai Zhang, Yongming Rao, Yu Cheng

机构 * The Chinese University of Hong Kong（香港中文大学） ； Tencent Hunyuan Research（腾讯文言研究院） 纠错

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

Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering

Zheng Chu, Huiming Fan, Jingchang Chen, Qianyu Wang, Mingda Yang, Jiafeng Liang, Zhongjie Wang, Hao Li, Guo Tang, Ming Liu, Bing Qin

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Peng Cheng Laboratory（鹏城实验室） 纠错

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

Comments ACL 2025 Findings