大模型推理能力

GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning

Sahiti Yerramilli, Nilay Pande, Rynaa Grover, Jayant Sravan Tamarapalli

机构 * Google（谷歌） ； Waymo 纠错

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(abstract)；分类 cs.AI、cs.LG

Mitigating Spurious Correlations Between Question and Answer via Chain-of-Thought Correctness Perception Distillation

Hongyan Xie, Yitong Yao, Yikun Ban, Zixuan Huang, Deqing Wang, Zhenhe Wu, Haoxiang Su, Chao Wang, Shuangyong Song

机构 * School of Computer, Beihang University（计算机学院，北航） ； Institute of Artificial Intelligence (TeleAI)（人工智能研究院（TeleAI）） 纠错

专题命中 推理评测 ：chain-of-thought(title,abstract)；reasoning(abstract)；CoT(abstract)；分类 cs.CL

Comments PrePrint

MaRVL-QA: A Benchmark for Mathematical Reasoning over Visual Landscapes

Nilay Pande, Sahiti Yerramilli, Jayant Sravan Tamarapalli, Rynaa Grover

机构 * Waymo ； Google（谷歌） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

PaVeRL-SQL: Text-to-SQL via Partial-Match Rewards and Verbal Reinforcement Learning

Heng Hao, Wenjun Hu, Oxana Verkholyak, Davoud Ataee Tarzanagh, Baruch Gutow, Sima Didari, Masoud Faraki, Hankyu Moon, Seungjai Min

机构 * Samsung SDSA（三星 SDSA） 纠错

专题命中 推理评测 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI

Comments 10 pages

Towards Visuospatial Cognition via Hierarchical Fusion of Visual Experts

Qi Feng

机构 * Kyoto University（京都大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 26 pages, 19 figures, 4 tables

CTourLLM: Enhancing LLMs with Chinese Tourism Knowledge

Qikai Wei, Mingzhi Yang, Jinqiang Wang, Wenwei Mao, Jiabo Xu, Huansheng Ning

专题命中 推理评测 ：planning(abstract)；分类 cs.CL、cs.AI

RLFactory: A Plug-and-Play Reinforcement Learning Post-Training Framework for LLM Multi-Turn Tool-Use

Jiajun Chai, Guojun Yin, Zekun Xu, Chuhuai Yue, Yi Jia, Siyu Xia, Xiaohan Wang, Jiwen Jiang, Xiaoguang Li, Chengqi Dong, Hang He, Wei Lin

机构 * RLFactory Team（RLFactory团队） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

A Knowledge-Guided Cross-Modal Feature Fusion Model for Local Traffic Demand Prediction

Lingyu Zhang, Pengfei Xu, Guobin Wu, Jian Liang, Ruiyang Dong, Yunhai Wang, Xuan Song

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Dual Knowledge-Enhanced Two-Stage Reasoner for Multimodal Dialog Systems

Xiaolin Chen, Xuemeng Song, Haokun Wen, Weili Guan, Xiangyu Zhao, Liqiang Nie

机构 * National University of Singapore（新加坡国立大学） ； Southern University of Science and Technology（南方科技大学） ； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Rule-Based Moral Principles for Explaining Uncertainty in Natural Language Generation

Zahra Atf, Peter R Lewis

机构 * Faculty of Business and Information Technology（商业与信息技术学院） ； Ontario Tech University（安大略技术大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Comments This paper was accepted for presentation at the 35th IEEE International Conference on Collaborative Advances in Software and Computing. Conference website:https://conf.researchr.org/home/cascon-2025

MedBench-IT: A Comprehensive Benchmark for Evaluating Large Language Models on Italian Medical Entrance Examinations

Ruggero Marino Lazzaroni, Alessandro Angioi, Michelangelo Puliga, Davide Sanna, Roberto Marras

机构 * University of Graz（格拉茨大学） ； OnePix Academy（OnePix学院） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Comments Accepted as an oral presentation at CLiC-it 2025

AraHalluEval: A Fine-grained Hallucination Evaluation Framework for Arabic LLMs

Aisha Alansari, Hamzah Luqman

机构 * Information and Computer Science Department, King Fahd University of Petroleum and Minerals（信息与计算机科学系，国王法赫德石油和矿物大学） ； SDAIA-KFUPM Joint Research Center for Artificial Intelligence（SDAIA-KFUPM人工智能联合研究中心） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

A Japanese Language Model and Three New Evaluation Benchmarks for Pharmaceutical NLP

Shinnosuke Ono, Issey Sukeda, Takuro Fujii, Kosei Buma, Shunsuke Sasaki

机构 * EQUES Inc.（EQUES公司） ； The University of Tokyo（东京大学） ； University of Tsukuba（筑波大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Comments 15 pages, 9 tables, 5 figures

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching

Ze Sheng, Qingxiao Xu, Jianwei Huang, Matthew Woodcock, Heqing Huang, Alastair F. Donaldson, Guofei Gu, Jeff Huang

专题命中 推理评测 ：reasoning(abstract)

Comments 14 pages, 5 figures