大模型推理能力

Language, Culture, and Ideology: Personalizing Offensiveness Detection in Political Tweets with Reasoning LLMs

Dzmitry Pihulski, Jan Kocoń

机构 * Department of Artificial Intelligence, Wroclaw Tech, Poland（人工智能系，沃拉布技术学院，波兰） 纠错

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

Comments To appear in the Proceedings of the IEEE International Conference on Data Mining Workshops (ICDMW)

RoiRL: Efficient, Self-Supervised Reasoning with Offline Iterative Reinforcement Learning

Aleksei Arzhantsev, Otmane Sakhi, Flavian Vasile

机构 * Criteo AI Lab（Criteo人工智能实验室） ； Ecole Polytechnique Paris（巴黎高等理工学院） 纠错

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

Comments Accepted to the Efficient Reasoning Workshop at NeuRIPS 2025

Reasoning Riddles: How Explainability Reveals Cognitive Limits in Vision-Language Models

Prahitha Movva

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；planning(journal_ref)

Journal ref COLM 2025: First Workshop on the Application of LLM Explainability to Reasoning and Planning

FinReflectKG -- MultiHop: Financial QA Benchmark for Reasoning with Knowledge Graph Evidence

Abhinav Arun, Reetu Raj Harsh, Bhaskarjit Sarmah, Stefano Pasquali

机构 * Domyn 纠错

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

MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning

Ziyu Gong, Chengcheng Mai, Yihua Huang

专题命中 推理评测 ：reasoning(title,abstract)

Comments Comments: Update Title, Author, Abstract, etc

A Study of Rule Omission in Raven's Progressive Matrices

Binze Li

机构 * University of California, Los Angeles（加州大学洛杉矶分校） 纠错

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

RephQA: Evaluating Readability of Large Language Models in Public Health Question Answering

Weikang Qiu, Tinglin Huang, Ryan Rullo, Yucheng Kuang, Ali Maatouk, S. Raquel Ramos, Rex Ying

机构 * Yale University, Department of Computer Science（耶鲁大学计算机科学系） ； Yale University, School of Nursing（耶鲁大学护理学院） ； Yale University, School of Public Health（耶鲁大学公共卫生学院） ； Northeastern University（东北大学） 纠错

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

Comments ACM KDD Health Track 2025 Blue Sky Best Paper

Evaluating Large Language Models for IUCN Red List Species Information

Shinya Uryu

机构 * Center for Design-Oriented AI Education and Research（设计导向人工智能教育与研究中心） ； Tokushima University（德岛大学） 纠错

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

Comments 20 pages, 7 figures

Knowledge-Graph Based RAG System Evaluation Framework

Sicheng Dong, Vahid Zolfaghari, Nenad Petrovic, Alois Knoll

机构 * Technical University of Munich, Robotics, Artificial Intelligence and Embedded Systems（慕尼黑技术大学，机器人，人工智能与嵌入式系统） 纠错

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

Hallucination-Resistant, Domain-Specific Research Assistant with Self-Evaluation and Vector-Grounded Retrieval

Vivek Bhavsar, Joseph Ereifej, Aravanan Gurusami

机构 * CTO Office, Coherent Corporation（Coherent Corporation 技术总监办公室） 纠错

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

Comments 21 pages, 5 figures

EEFSUVA: A New Mathematical Olympiad Benchmark

Nicole N Khatibi, Daniil A. Radamovich, Michael P. Brenner

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

Comments 16 Pages, 5 figures

FinAgentBench: A Benchmark Dataset for Agentic Retrieval in Financial Question Answering

Chanyeol Choi, Jihoon Kwon, Alejandro Lopez-Lira, Chaewoon Kim, Minjae Kim, Juneha Hwang, Jaeseon Ha, Hojun Choi, Suyeol Yun, Yongjin Kim, Yongjae Lee

机构 * University of Florida（佛罗里达大学） 纠错

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

Comments 6 pages

Agentic-AI Healthcare: Multilingual, Privacy-First Framework with MCP Agents

Mohammed A. Shehab

机构 * Concordia Continuing Education（康科德继续教育） ； Concordia University（康科德大学） 纠错

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

Comments 6 pages, 1 figure. Submitted as a system/vision paper

HopaDIFF: Holistic-Partial Aware Fourier Conditioned Diffusion for Referring Human Action Segmentation in Multi-Person Scenarios

Kunyu Peng, Junchao Huang, Xiangsheng Huang, Di Wen, Junwei Zheng, Yufan Chen, Kailun Yang, Jiamin Wu, Chongqing Hao, Rainer Stiefelhagen

机构 * Karlsruhe Institute of Technology（卡尔斯鲁厄理工学院） ； Beijing Institute of Technology（北京理工大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Hunan University（湖南大学） ； Shanghai AI Lab（上海人工智能实验室） ； HEBUST 纠错

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

Comments Accepted to NeurIPS 2025. The dataset and code are available at https://github.com/KPeng9510/HopaDIFF

ZeroFalse: Improving Precision in Static Analysis with LLMs

Mohsen Iranmanesh, Sina Moradi Sabet, Sina Marefat, Ali Javidi Ghasr, Allison Wilson, Iman Sharafaldin, Mohammad A. Tayebi

专题命中 推理评测 ：reasoning(abstract)