大模型推理能力

HEFT: A Coarse-to-Fine Hierarchy for Enhancing the Efficiency and Accuracy of Language Model Reasoning

Brennen Hill

机构 * Department of Computer Science University of Wisconsin-Madison（计算机科学系威斯康星大学麦迪逊分校） 纠错

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

Benchmarking Vision-Language Models on Chinese Ancient Documents: From OCR to Knowledge Reasoning

Haiyang Yu, Yuchuan Wu, Fan Shi, Lei Liao, Jinghui Lu, Xiaodong Ge, Han Wang, Minghan Zhuo, Xuecheng Wu, Xiang Fei, Hao Feng, Guozhi Tang, An-Lan Wang, Hanshen Zhu, Yangfan He, Quanhuan Liang, Liyuan Meng, Chao Feng, Can Huang, Jingqun Tang, Bin Li

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

Can LLM Prompting Serve as a Proxy for Static Analysis in Vulnerability Detection

Ira Ceka, Feitong Qiao, Anik Dey, Aastha Valecha, Gail Kaiser, Baishakhi Ray

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

Temporal Preferences in Language Models for Long-Horizon Assistance

Ali Mazyaki, Mohammad Naghizadeh, Samaneh Ranjkhah Zonouzaghi, Hossein Setareh

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

Comparing Apples to Oranges: A Dataset & Analysis of LLM Humour Understanding from Traditional Puns to Topical Jokes

Tyler Loakman, William Thorne, Chenghua Lin

机构 * Department of Computer Science, The University of Sheffield, UK（谢菲尔德大学计算机科学系） ； Department of Computer Science, The University of Manchester, UK（曼彻斯特大学计算机科学系） 纠错

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

Comments Accepted to Findings of EMNLP 2025

Learning to Plan with Personalized Preferences

Manjie Xu, Xinyi Yang, Wei Liang, Chi Zhang, Yixin Zhu

机构 * Institute for Artificial Intelligence, Peking University（北京大学人工智能研究院） ； School of Computer Science & Technology, Beijing Institute of Technology（北京理工大学计算机科学与技术学院） ； Yangtze Delta Region Academy of Beijing Institute of Technology, Jiaxing, China（北京理工大学扬子江地区研究院） ； National Key Laboratory of General Artificial Intelligence, BIGAI（通用人工智能国家重点实验室，BIGAI） 纠错

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