大模型推理能力

Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation

Beiduo Chen, Yang Janet Liu, Anna Korhonen, Barbara Plank

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

Comments Accepted by EMNLP 2025 Main (Oral), 25 pages, 7 figures

ThinkFake: Reasoning in Multimodal Large Language Models for AI-Generated Image Detection

Tai-Ming Huang, Wei-Tung Lin, Kai-Lung Hua, Wen-Huang Cheng, Junichi Yamagishi, Jun-Cheng Chen

专题命中 推理评测 ：reasoning(title,abstract)

Towards Visual Text Grounding of Multimodal Large Language Model

Ming Li, Ruiyi Zhang, Jian Chen, Chenguang Wang, Jiuxiang Gu, Yufan Zhou, Franck Dernoncourt, Wanrong Zhu, Tianyi Zhou, Tong Sun

机构 * Adobe Research（Adobe研究院） ； University of Maryland（马里兰大学） ； University at Buffalo（布法罗大学） 纠错

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

Play by the Type Rules: Inferring Constraints for LLM Functions in Declarative Programs

Parker Glenn, Alfy Samuel, Daben Liu

机构 * Capital One 纠错

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

Meow: End-to-End Outline Writing for Automatic Academic Survey

Zhaoyu Ma, Yuan Shan, Jiahao Zhao, Nan Xu, Lei Wang

机构 * Beijing Wenge Technology Co.,Ltd（北京文格科技有限公司） ； Peking University（北京大学） ； Duke University（杜克大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

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

Unveiling the Merits and Defects of LLMs in Automatic Review Generation for Scientific Papers

Ruochi Li, Haoxuan Zhang, Edward Gehringer, Ting Xiao, Junhua Ding, Haihua Chen

机构 * North Carolina State University（北卡罗来纳州立大学） ； University of North Texas（德克萨斯大学） 纠错

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

Comments Accepted as short paper at 25th IEEE International Conference on Data Mining

Readme_AI: Dynamic Context Construction for Large Language Models

Millie Vyas, Timothy Blattner, Alden Dima

机构 * Purdue University（普渡大学） ； National Institute of Standards and Technology（国家标准技术研究院） 纠错

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

MMSE-Calibrated Few-Shot Prompting for Alzheimer's Detection

Jana Sweidan, Mounim A. El-Yacoubi, Nasredine Semmar

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

MAPEX: A Multi-Agent Pipeline for Keyphrase Extraction

Liting Zhang, Shiwan Zhao, Aobo Kong, Qicheng Li

机构 * TMCC, College of Computer Science, Nankai University, Tianjin, China（天津大学计算机学院） 纠错

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

MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering

Teng Lin, Yuyu Luo, Honglin Zhang, Jicheng Zhang, Chunlin Liu, Kaishun Wu, Nan Tang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； China Mobile Information Technology Company Limited（中国移动信息技术有限公司） 纠错

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

Comments EMNLP2025 Main

EndoBench: A Comprehensive Evaluation of Multi-Modal Large Language Models for Endoscopy Analysis

Shengyuan Liu, Boyun Zheng, Wenting Chen, Zhihao Peng, Zhenfei Yin, Jing Shao, Jiancong Hu, Yixuan Yuan

机构 * Chinese University of Hong Kong（中国香港大学） ； City University of Hong Kong（香港城市大学） ； University of Oxford（牛津大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； The Sixth Affiliated Hospital, Sun Yat-sen University（中山大学第六附属医院） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 40 pages, 22 figures; Accepted by NeurIPS 2025 Dataset and Benchmark Track

PersONAL: Towards a Comprehensive Benchmark for Personalized Embodied Agents

Filippo Ziliotto, Jelin Raphael Akkara, Alessandro Daniele, Lamberto Ballan, Luciano Serafini, Tommaso Campari

机构 * University of Padova（帕多瓦大学） ； Fondazione Bruno Kessler（布鲁诺·科塞拉基金会） 纠错

专题命中 推理评测 ：reasoning(abstract)

Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm Comparisons

Jiao Liu, Zhu Sun, Shanshan Feng, Caishun Chen, Yew-Soon Ong

专题命中 推理评测 ：reasoning(abstract)