大模型推理能力

Answering Students' Questions on Course Forums Using Multiple Chain-of-Thought Reasoning and Finetuning RAG-Enabled LLM

Neo Wang, Sonit Singh

机构 * School of Computer Science and Engineering, University of New South Wales, Sydney, Australia（计算机科学与工程学院，新南威尔士大学，悉尼，澳大利亚） 纠错

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

Comments 8 pages

Rectify Evaluation Preference: Improving LLMs' Critique on Math Reasoning via Perplexity-aware Reinforcement Learning

Changyuan Tian, Zhicong Lu, Shuang Qian, Nayu Liu, Peiguang Li, Li Jin, Leiyi Hu, Zhizhao Zeng, Sirui Wang, Ke Zeng, Zhi Guo

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

Comments Accepted by AAAI2026

EffiReason-Bench: A Unified Benchmark for Evaluating and Advancing Efficient Reasoning in Large Language Models

Junquan Huang, Haotian Wu, Yubo Gao, Yibo Yan, Junyan Zhang, Yonghua Hei, Song Dai, Jie Zhang, Puay Siew Tan, Xuming Hu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Nanyang Technological University（南洋理工大学） ； The Hong Kong University of Science and Technology（香港科技大学） ； Singapore Institute of Manufacturing Technology, A*STAR（新加坡制造技术研究所，A*STAR） 纠错

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

Comments 11 pages, 4 figures, 4 tables. Appendix included

Music Flamingo: Scaling Music Understanding in Audio Language Models

Sreyan Ghosh, Arushi Goel, Lasha Koroshinadze, Sang-gil Lee, Zhifeng Kong, Joao Felipe Santos, Ramani Duraiswami, Dinesh Manocha, Wei Ping, Mohammad Shoeybi, Bryan Catanzaro

机构 * NVIDIA, CA, USA（NVIDIA公司） ； University of Maryland, College Park, USA（大学） 纠错

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

Comments Project Page: https://research.nvidia.com/labs/adlr/MF/

FHIR-AgentBench: Benchmarking LLM Agents for Realistic Interoperable EHR Question Answering

Gyubok Lee, Elea Bach, Eric Yang, Tom Pollard, Alistair Johnson, Edward Choi, Yugang jia, Jong Ha Lee

机构 * Korea Advanced Institute of Science & Technology（韩国科学技术院） ； Verily Life Sciences（Verily 生物科技） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Comments ML4H 2025 Proceedings

Beyond Verification: Abductive Explanations for Post-AI Assessment of Privacy Leakage

Belona Sonna, Alban Grastien, Claire Benn

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

Comments Accepted at the Workshop on Post-AI Formal Methods at AAAI-26

Format Matters: The Robustness of Multimodal LLMs in Reviewing Evidence from Tables and Charts

Xanh Ho, Yun-Ang Wu, Sunisth Kumar, Florian Boudin, Atsuhiro Takasu, Akiko Aizawa

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

Comments Accepted at AAAI 2026

fastbmRAG: A Fast Graph-Based RAG Framework for Efficient Processing of Large-Scale Biomedical Literature

Guofeng Meng, Li Shen, Qiuyan Zhong, Wei Wang, Haizhou Zhang, Xiaozhen Wang

机构 * Changchun GeneScience Pharmaceuticals Co., Ltd.（长春基因科学制药有限公司） 纠错

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

Comments 8 pages, 2 figure, 1 table

NumPert: Numerical Perturbations to Probe Language Models for Veracity Prediction

Peter Røysland Aarnes, Vinay Setty

机构 * University of Stavanger（斯塔万格大学） 纠错

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

Comments Accepted in ICJNLP/AACL SRW

REACT-LLM: A Benchmark for Evaluating LLM Integration with Causal Features in Clinical Prognostic Tasks

Linna Wang, Zhixuan You, Qihui Zhang, Jiunan Wen, Ji Shi, Yimin Chen, Yusen Wang, Fanqi Ding, Ziliang Feng, Li Lu

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

Rethinking Text-to-SQL: Dynamic Multi-turn SQL Interaction for Real-world Database Exploration

Linzhuang Sun, Tianyu Guo, Hao Liang, Yuying Li, Qifeng Cai, Jingxuan Wei, Bihui Yu, Wentao Zhang, Bin Cui

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Peking University（北京大学） ； Tsinghua University（清华大学） 纠错

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

Aligning MLLM Benchmark With Human Preferences via Structural Equation Modeling

Shengwu. Xiong, Tianyu. Zou, Cong. Wang, Xuelong Li

机构 * Interdisciplinary Artificial Intelligence Research Institute, Wuhan College（交叉学科人工智能研究 institute，武汉学院） ； School of Computer and Artificial Intelligence, Wuhan University of Technology（计算机与人工智能学院，武汉理工大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Sanya Science and Education Innovation Park, Wuhan University of Technology（三亚科学教育创新园，武汉理工大学） ； Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； School of Mathematics and Statistics, Northwestern Polytechnical University（数学与统计学院，西北工业大学） ； Institute of Artificial Intelligence (TeleAI) of China Telecom（中国电信人工智能研究所（TeleAI）） 纠错

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

Comments 12 pages, 9 figures

General Intelligence-based Fragmentation (GIF): A framework for peak-labeled spectra simulation

Margaret R. Martin, Soha Hassoun

机构 * Department of Computer Science, Tufts University, Medford, MA 02155, USA（计算机科学系，塔夫茨大学，马萨诸塞州梅德福，02155，美国） 纠错

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

Evaluating Software Process Models for Multi-Agent Class-Level Code Generation

Wasique Islam Shafin, Md Nakhla Rafi, Zhenhao Li, Tse-Hsun Chen

专题命中 推理评测 ：reasoning(abstract)

Clinically-aligned Multi-modal Chest X-ray Classification

Phillip Sloan, Edwin Simpson, Majid Mirmehdi

专题命中 推理评测 ：reasoning(abstract)

Comments 9 Pages, 2 Figures, 3 Tables & 2 Supplementary Tables in Appendix. Accepted to ML4H 2025 (Proceedings)