大模型推理能力

ShizhenGPT: Towards Multimodal LLMs for Traditional Chinese Medicine

Junying Chen, Zhenyang Cai, Zhiheng Liu, Yunjin Yang, Rongsheng Wang, Qingying Xiao, Xiangyi Feng, Zhan Su, Jing Guo, Xiang Wan, Guangjun Yu, Haizhou Li, Benyou Wang

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

STEM: Efficient Relative Capability Evaluation of LLMs through Structured Transition Samples

Haiquan Hu, Jiazhi Jiang, Shiyou Xu, Ruhan Zeng, Tian Wang

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

Comments Submit to AAAI 2026

Boosting Chart-to-Code Generation in MLLM via Dual Preference-Guided Refinement

Zhihan Zhang, Yixin Cao, Lizi Liao

机构 * Singapore Management University（新加坡国立管理学院） ； Fudan University（复旦大学） 纠错

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

Comments Accepted by ACM MM 2025

Social Debiasing for Fair Multi-modal LLMs

Harry Cheng, Yangyang Guo, Qingpei Guo, Ming Yang, Tian Gan, Weili Guan, Liqiang Nie

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

Comments Project page: https://github.com/xaCheng1996/Social_Debiasing_For_Fair_MLLMs

Benchmarking Vector, Graph and Hybrid Retrieval Augmented Generation (RAG) Pipelines for Open Radio Access Networks (ORAN)

Sarat Ahmad, Zeinab Nezami, Maryam Hafeez, Syed Ali Raza Zaidi

机构 * School of Electronic and Electrical Engineering（电子与电气工程学院） 纠错

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

The NordDRG AI Benchmark for Large Language Models

Tapio Pitkäranta

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Aalto University（阿alto大学） 纠错

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

Comments 23 pages, 4 figures

Benchmarking graph construction by large language models for coherence-driven inference

Steve Huntsman, Jewell Thomas

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

G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model

Jiahui Gao, Renjie Pi, Jipeng Zhang, Jiacheng Ye, Wanjun Zhong, Yufei Wang, Lanqing Hong, Jianhua Han, Hang Xu, Zhenguo Li, Lingpeng Kong

机构 * Noah’s Ark Lab（诺亚 Ark 实验室） ； The University of Hong Kong（香港大学） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

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

Comments 10 pages

KnowDR-REC: A Benchmark for Referring Expression Comprehension with Real-World Knowledge

Guanghao Jin, Jingpei Wu, Tianpei Guo, Yiyi Niu, Weidong Zhou, Guoyang Liu

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

VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness

Dian Zheng, Ziqi Huang, Hongbo Liu, Kai Zou, Yinan He, Fan Zhang, Lulu Gu, Yuanhan Zhang, Jingwen He, Wei-Shi Zheng, Yu Qiao, Ziwei Liu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； S-Lab, Nanyang Technological University（南洋理工大学S实验室） ； Sun Yat-sen University（中山大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Equal contributions from first two authors. Project page: https://vchitect.github.io/VBench-2.0-project/ Code: https://github.com/Vchitect/VBench

Bench2ADVLM: A Closed-Loop Benchmark for Vision-language Models in Autonomous Driving

Tianyuan Zhang, Ting Jin, Lu Wang, Jiangfan Liu, Siyuan Liang, Mingchuan Zhang, Aishan Liu, Xianglong Liu

机构 * Beihang University（北航大学） ； Nanyang Technological University（南洋理工大学） ； Henan University of Science and Technology（河南科技大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

CRED-SQL: Enhancing Real-world Large Scale Database Text-to-SQL Parsing through Cluster Retrieval and Execution Description

Shaoming Duan, Zirui Wang, Chuanyi Liu, Zhibin Zhu, Yuhao Zhang, Peiyi Han, Liang Yan, Zewu Peng

机构 * Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学（深圳）） ； Pengcheng Laboratory, Shenzhen, China（鹏城实验室） ； Inspur Cloud Information Technology Co., Ltd, Jinan 250101, China（浪潮云信息技术有限公司） ； Guangdong Power Grid Co., Ltd, China（广东电网公司） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Enhancing Temporal Sensitivity of Large Language Model for Recommendation with Counterfactual Tuning

Yutian Liu, Zhengyi Yang, Jiancan Wu, Xiang Wang

机构 * University of Science and Technology of China（科学技术大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

PersRM-R1: Enhance Personalized Reward Modeling with Reinforcement Learning

Mengdi Li, Guanqiao Chen, Xufeng Zhao, Haochen Wen, Shu Yang, Di Wang

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

Punctuation and Predicates in Language Models

Sonakshi Chauhan, Maheep Chaudhary, Koby Choy, Samuel Nellessen, Nandi Schoots

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

T-REX: Table -- Refute or Entail eXplainer

Tim Luka Horstmann, Baptiste Geisenberger, Mehwish Alam

机构 * Institut Polytechnique de Paris（巴黎政治科技学院） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

PB-IAD: Utilizing multimodal foundation models for semantic industrial anomaly detection in dynamic manufacturing environments

Bernd Hofmann, Albert Scheck, Joerg Franke, Patrick Bruendl

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Lessons Learned on Information Retrieval in Electronic Health Records: A Comparison of Embedding Models and Pooling Strategies

Skatje Myers, Timothy A. Miller, Yanjun Gao, Matthew M. Churpek, Anoop Mayampurath, Dmitriy Dligach, Majid Afshar

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Boston Children’s Hospital Harvard Medical School（波士顿儿童医院哈佛医学院） ； University of Colorado Anschutz（科罗拉多大学安舒茨分校） ； Loyola University Chicago（芝加哥洛约拉大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

AI Agents for Photonic Integrated Circuit Design Automation

Ankita Sharma, YuQi Fu, Vahid Ansari, Rishabh Iyer, Fiona Kuang, Kashish Mistry, Raisa Islam Aishy, Sara Ahmad, Joaquin Matres, Dirk R. Englund, Joyce K. S. Poon

机构 * University of Toronto（多伦多大学） ； Max Planck Institute of Microstructure Physics（马克斯·普朗克微结构物理研究所） ； GDSFactory ； Research Laboratory of Electronics, Massachusetts Institute of Technology（麻省理工学院电子研究实验室） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Using Large Language Models to Assign Partial Credit to Students' Explanations of Problem-Solving Process: Grade at Human Level Accuracy with Grading Confidence Index and Personalized Student-facing Feedback

Zhongzhou Chen, Tong Wan

专题命中 其他推理 ：reasoning(abstract)

Journal ref Physical Review Physics Education Research, 21(1), 010126 (2025)