大模型推理能力

ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing

Huadai Liu, Kaicheng Luo, Jialei Wang, Wen Wang, Qian Chen, Zhou Zhao, Wei Xue

机构 * Hong Kong University of Science and Technology (HKUST)（香港理工大学） ； Tongyi Fun Team, Alibaba Group（阿里云团队） ； Zhejiang University（浙江大学） 纠错

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

Comments Accepted by NeurIPS 2025 Main

ViFP: A Framework for Visual False Positive Detection to Enhance Reasoning Reliability in VLMs

Ben Zhang, LuLu Yu, Lei Gao, QuanJiang Guo, Jing Liu, Hui Gao

机构 * School of Computer Science and Engineering, University of Electronic Science and Technology of China（电子科技大学计算机科学与工程学院） 纠错

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

MathOPEval: A Fine-grained Evaluation Benchmark for Visual Operations of MLLMs in Mathematical Reasoning

Xiaoyuan Li, Moxin Li, Wenjie Wang, Rui Men, Yichang Zhang, Fuli Feng, Dayiheng Liu

机构 * University of Science and Technology of China（中国科学技术大学） ； Alibaba Group（阿里巴巴集团） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Under Review

Towards Transparent Stance Detection: A Zero-Shot Approach Using Implicit and Explicit Interpretability

Apoorva Upadhyaya, Wolfgang Nejdl, Marco Fisichella

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

Comments Accepted in AAAI CONFERENCE ON WEB AND SOCIAL MEDIA (ICWSM 2026)

Do Automatic Factuality Metrics Measure Factuality? A Critical Evaluation

Sanjana Ramprasad, Byron C. Wallace

机构 * Northeastern University（东北大学） 纠错

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

Computational Imaging Meets LLMs: Zero-Shot IDH Mutation Prediction in Brain Gliomas

Syed Muqeem Mahmood, Hassan Mohy-ud-Din

机构 * School of Science and Engineering, Lahore University of Management Sciences, Lahore, Pakistan（科学与工程学院，拉合尔管理科学大学，巴基斯坦拉合尔） 纠错

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

Comments 5 pages, 1 figure, 3 tables

The ORCA Benchmark: Evaluating Real-World Calculation Accuracy in Large Language Models

Claudia Herambourg, Dawid Siuda, Julia Kopczyńska, Joao R. L. Santos, Wojciech Sas, Joanna Śmietańska-Nowak

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

Large language models require a new form of oversight: capability-based monitoring

Katherine C. Kellogg, Bingyang Ye, Yifan Hu, Guergana K. Savova, Byron Wallace, Danielle S. Bitterman

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

Comments Under review

SurgAnt-ViVQA: Learning to Anticipate Surgical Events through GRU-Driven Temporal Cross-Attention

Shreyas C. Dhake, Jiayuan Huang, Runlong He, Danyal Z. Khan, Evangelos B. Mazomenos, Sophia Bano, Hani J. Marcus, Danail Stoyanov, Matthew J. Clarkson, Mobarak I. Hoque

机构 * UCL Hawkes Institute（UCL哈维斯研究所） ； University College London（伦敦大学学院） ； Dept of Medical Physics & Biomedical Engineering（医学物理与生物医学工程系） ； UCL（伦敦大学学院） ； Dept of Computer Science（计算机科学系） ； National Hospital for Neurology and Neurosurgery（神经病学与神经外科国家医院） ； Division of Informatics, Imaging and Data Science（信息学、成像与数据科学 division） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 12 pages