大模型推理能力

Reasoning Models Better Express Their Confidence

Dongkeun Yoon, Seungone Kim, Sohee Yang, Sunkyoung Kim, Soyeon Kim, Yongil Kim, Eunbi Choi, Yireun Kim, Minjoon Seo

机构 * KAIST（韩国科学技术院） ； LG AI Research（LG人工智能研究） ； CMU（卡内基梅隆大学） ； UCL（伦敦大学学院） 纠错

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

Comments Accepted to NeurIPS 2025

The MUSE Benchmark: Probing Music Perception and Auditory Relational Reasoning in Audio LLMS

Brandon James Carone, Iran R. Roman, Pablo Ripollés

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

Comments 5 pages, 2 figures, 2 tables

Video-R1: Reinforcing Video Reasoning in MLLMs

Kaituo Feng, Kaixiong Gong, Bohao Li, Zonghao Guo, Yibing Wang, Tianshuo Peng, Junfei Wu, Xiaoying Zhang, Benyou Wang, Xiangyu Yue

机构 * CUHK MMLab（香港中文大学多模态实验室） ； CUHK (SZ)（香港中文大学（深圳）） ； Tsinghua University（清华大学） ； UCAS（中国科学院大学） ； CUHK HCCL（香港中文大学高性能计算实验室） 纠错

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

Comments NeurIPS 2025, Project page: https://github.com/tulerfeng/Video-R1

M3-SLU: Evaluating Speaker-Attributed Reasoning in Multimodal Large Language Models

Yejin Kwon, Taewoo Kang, Hyunsoo Yoon, Changouk Kim

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

Comments Submitted to LREC 2026. 11 pages, 5 figures

Pico-Banana-400K: A Large-Scale Dataset for Text-Guided Image Editing

Yusu Qian, Eli Bocek-Rivele, Liangchen Song, Jialing Tong, Yinfei Yang, Jiasen Lu, Wenze Hu, Zhe Gan

机构 * Apple（苹果公司） 纠错

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

Metadata Extraction Leveraging Large Language Models

Cuize Han, Sesh Jalagam

机构 * Box AI Platform（Box人工智能平台） 纠错

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

X-Ego: Acquiring Team-Level Tactical Situational Awareness via Cross-Egocentric Contrastive Video Representation Learning

Yunzhe Wang, Soham Hans, Volkan Ustun

机构 * University of Southern California（南加州大学） ； USC Institute for Creative Technologies（USC创意技术研究所） 纠错

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

Comments 8 pages, 5 figures

Training-Free Spectral Fingerprints of Voice Processing in Transformers

Valentin Noël

机构 * Devoteam 纠错

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

Comments Preprint under review (2025). 12 pages, 8 figures

Who's Asking? Investigating Bias Through the Lens of Disability Framed Queries in LLMs

Vishnu Hari, Kalpana Panda, Srikant Panda, Amit Agarwal, Hitesh Laxmichand Patel

机构 * Birla Institute of Technology and Science (BITS)（巴拉·技术与科学学院） 纠错

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

Comments Accepted at ICCV 2025

A Matter of Time: Revealing the Structure of Time in Vision-Language Models

Nidham Tekaya, Manuela Waldner, Matthias Zeppelzauer

机构 * St. Pölten University of Applied Sciences（施普伦特应用科学大学） 纠错

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

Context-Aware Pseudo-Label Scoring for Zero-Shot Video Summarization

Yuanli Wu, Long Zhang, Yue Du, Bin Li

机构 * Nanyang Technological University（南洋理工大学） ； Guilin University of Electronic Technology（桂林电子科技大学） ； Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） 纠错

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

Presenting a Paper is an Art: Self-Improvement Aesthetic Agents for Academic Presentations

Chengzhi Liu, Yuzhe Yang, Kaiwen Zhou, Zhen Zhang, Yue Fan, Yanan Xie, Peng Qi, Xin Eric Wang

专题命中 推理评测 ：self-correction(abstract)；分类 cs.CL

LLMBridge: Reducing Costs to Access LLMs in a Prompt-Centric Internet

Noah Martin, Abdullah Bin Faisal, Hiba Eltigani, Rukhshan Haroon, Swaminathan Lamelas, Fahad Dogar

机构 * Tufts University（塔夫茨大学） 纠错

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

MedReason-R1: Learning to Reason for CT Diagnosis with Reinforcement Learning and Local Zoom

Yifan Li, Fenghe Tang, Yingtai Li, Shaohua Kevin Zhou

机构 * 1 School of Biomedical Engineering, Division of Life Sciences ； Medicine, University of Science ； Technology of China, Hefei, Anhui, 230026, P.R. China 2 Center for Medical Imaging, Robotics ； Analytic Computing \& LEarning (MIRACLE), Suzhou Institute for Advanced Research, USTC, Suzhou 215123, P.R. China 3 Jiangsu Provincial Key Laboratory of Multimodal Digital Twin Technology, Suzhou Jiangsu, 215123 4 State Key Laboratory of Precision 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments The code, checkpoints, and dataset are available at: https://github.com/Leevan001/MedReason-R1

DaMo: Data Mixing Optimizer in Fine-tuning Multimodal LLMs for Mobile Phone Agents

Kai Shi, Jun Yang, Ni Yang, Binqiang Pan, Qingsong Xie, Chao Zhang, Zhenyu Yang, Tianhuang Su, Haonan Lu

机构 * OPPO AI Center（OPPO人工智能中心） 纠错

专题命中 推理评测 ：reasoning(abstract)

Doctor Approved: Generating Medically Accurate Skin Disease Images through AI-Expert Feedback

Janet Wang, Yunbei Zhang, Zhengming Ding, Jihun Hamm

机构 * Tulane University（路易斯安那州立大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments NeurIPS 2025

TrioXpert: An Automated Incident Management Framework for Microservice System

Yongqian Sun, Yu Luo, Xidao Wen, Yuan Yuan, Xiaohui Nie, Shenglin Zhang, Tong Liu, Xi Luo

专题命中 推理评测 ：reasoning(abstract)

The Promise and Peril of Generative AI: Evidence from GPT as Sell-Side Analysts

Edward Li, Min Shen, Zhiyuan Tu, Dexin Zhou

专题命中 推理评测 ：reasoning(abstract)