大模型推理能力

AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization

Jingyi Liao, Yongyi Su, Rong-Cheng Tu, Zhao Jin, Wenhao Sun, Yiting Li, Dacheng Tao, Xun Xu, Xulei Yang

专题命中 推理评测 ：reasoning(title,abstract)

Chain of Questions: Guiding Multimodal Curiosity in Language Models

Nima Iji, Kia Dashtipour

机构 * Edinburgh Napier University（爱丁堡纳皮尔大学） 纠错

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

ConfProBench: A Confidence Evaluation Benchmark for MLLM-Based Process Judges

Yue Zhou, Yi Chang, Yuan Wu

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

Mockingbird: How does LLM perform in general machine learning tasks?

Haoyu Jia, Yoshiki Obinata, Kento Kawaharazuka, Kei Okada

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

R1-RE: Cross-Domain Relation Extraction with RLVR

Runpeng Dai, Tong Zheng, Run Yang, Kaixian Yu, Hongtu Zhu

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； University of Maryland College Park（马里兰大学学院市分校） ； BiliBili（哔哩哔哩） ； Insilicom LLC（Insilicom公司） 纠错

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

Comments 14 pages, 7 figures

Meta-rater: A Multi-dimensional Data Selection Method for Pre-training Language Models

Xinlin Zhuang, Jiahui Peng, Ren Ma, Yinfan Wang, Tianyi Bai, Xingjian Wei, Jiantao Qiu, Chi Zhang, Ying Qian, Conghui He

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； School of Computer Science and Technology, East China Normal University（东华大学计算机科学与技术学院） 纠错

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

Comments ACL 2025 Best Theme Paper Award

NuPlanQA: A Large-Scale Dataset and Benchmark for Multi-View Driving Scene Understanding in Multi-Modal Large Language Models

Sung-Yeon Park, Can Cui, Yunsheng Ma, Ahmadreza Moradipari, Rohit Gupta, Kyungtae Han, Ziran Wang

机构 * Purdue University（普渡大学） ； Toyota InfoTech Labs（丰田信息技术实验室） 纠错

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

DOGR: Towards Versatile Visual Document Grounding and Referring

Yinan Zhou, Yuxin Chen, Haokun Lin, Yichen Wu, Shuyu Yang, Zhongang Qi, Chen Ma, Li Zhu, Ying Shan

机构 * Xi’an Jiaotong University（西安交通大学） ； ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； City University of Hongkong（香港城市大学） ； Institute of Automation, CAS（中国科学院自动化研究所） ； Harvard University（哈佛大学） ； vivo Mobile Communication Co.（vivo移动通信公司） 纠错

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

Comments 22 pages, 16 figures

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability

Haiqi Yang, Jinzhe Li, Gengxu Li, Yi Chang, Yuan Wu

专题命中 推理评测 ：reasoning(abstract)

Comments 9pages, 2figures

From Waveforms to Pixels: A Survey on Audio-Visual Segmentation

Jia Li, Yapeng Tian

机构 * Department of Computer Science, The University of Texas at Dallas（计算机科学系，德克萨斯大学达拉斯分校） 纠错

专题命中 推理评测 ：reasoning(abstract)

The Emotional Baby Is Truly Deadly: Does your Multimodal Large Reasoning Model Have Emotional Flattery towards Humans?

Yuan Xun, Xiaojun Jia, Xinwei Liu, Hua Zhang

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； Nanyang Technological University（南洋理工大学） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

GenEDA: Towards Generative Netlist Functional Reasoning via Cross-Modal Circuit Encoder-Decoder Alignment

Wenji Fang, Jing Wang, Yao Lu, Shang Liu, Zhiyao Xie

机构 * Hong Kong University of Science and Technology（香港理工大学） 纠错

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

Comments Accepted by ICCAD'25

HarmonyGuard: Toward Safety and Utility in Web Agents via Adaptive Policy Enhancement and Dual-Objective Optimization

Yurun Chen, Xavier Hu, Yuhan Liu, Keting Yin, Juncheng Li, Zhuosheng Zhang, Shengyu Zhang

机构 * Zhejiang University（浙江大学） ； Xiamen University（厦门大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Gather and Trace: Rethinking Video TextVQA from an Instance-oriented Perspective

Yan Zhang, Gangyan Zeng, Daiqing Wu, Huawen Shen, Binbin Li, Yu Zhou, Can Ma, Xiaojun Bi

机构 * Institute of Information Engineering, Chinese Academy of Sciences School of Cyber Security, University of Chinese Academy of Sciences Beijing China ； School of Cyber Science ； Engineering, Nanjing University of Science ； VCIP \& TMCC \& DISSec, College of Computer Science, Nankai University Tianjin China ； Key Laboratory of Ethnic Language Intelligent Analysis ； Security Governance of MOE, Minzu University of China Beijing China ； Institute of Information Engineering, Chinese Academy of Sciences ； School of Cyber Security, University of Chinese Academy of Sciences ； VCIP \& TMCC \& DISSec, College of Computer Science, Nankai University ； Security Governance of MOE, Minzu University of China 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments Accepted by 2025 ACM MM

GeoSR: Cognitive-Agentic Framework for Probing Geospatial Knowledge Boundaries via Iterative Self-Refinement

Jinfan Tang, Kunming Wu, Ruifeng Gongxie, Yuya He, Yuankai Wu

机构 * School of Computer Science（计算机学院） ； Sichuan University（四川大学） ； National Key Laboratory of Fundamental Science on Synthetic Vision（合成视觉基础科学国家重点实验室） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments 16 pages, 9 figures

Enhancing Serendipity Recommendation System by Constructing Dynamic User Knowledge Graphs with Large Language Models

Qian Yong, Yanhui Li, Jialiang Shi, Yaguang Dou, Tian Qi

机构 * Shanghai Dewu Information Group Co., Ltd.（上海德 Wu 信息集团有限公司） ； Xi'an Jiaotong University（西安交通大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments 8 pages

Boosting Visual Knowledge-Intensive Training for LVLMs Through Causality-Driven Visual Object Completion

Qingguo Hu, Ante Wang, Jia Song, Delai Qiu, Qingsong Liu, Jinsong Su

机构 * School of Informatics, Xiamen University, China（厦门大学信息学院） ； Xiamen Unisound Intelligence Technology Co., Ltd（厦门Unisound智能科技有限公司） ； Shanghai Artificial Intelligence Laboratory, China（上海人工智能实验室） ； Key Laboratory of Digital Protection and Intelligent Processing of Intangible Cultural Heritage of Fujian and Taiwan (Xiamen University), Ministry of Culture and Tourism, China（福建省和台湾非物质文化遗产数字化保护与智能处理重点实验室（厦门大学），中华人民共和国文化和旅游部，中国） 纠错

专题命中 其他推理 ：reasoning(abstract)

Comments Accepted by IJCAI 2025