大模型推理能力

Leveraging LLMs for Automated Translation of Legacy Code: A Case Study on PL/SQL to Java Transformation

Lola Solovyeva, Eduardo Carneiro Oliveira, Shiyu Fan, Alper Tuncay, Shamil Gareev, Andrea Capiluppi

专题命中 推理评测 ：reasoning(abstract)

GraspVLA: a Grasping Foundation Model Pre-trained on Billion-scale Synthetic Action Data

Shengliang Deng, Mi Yan, Songlin Wei, Haixin Ma, Yuxin Yang, Jiayi Chen, Zhiqi Zhang, Taoyu Yang, Xuheng Zhang, Wenhao Zhang, Heming Cui, Zhizheng Zhang, He Wang

专题命中 推理评测 ：chain-of-thought(abstract)

OpenEvents V1: Large-Scale Benchmark Dataset for Multimodal Event Grounding

Hieu Nguyen, Phuc-Tan Nguyen, Thien-Phuc Tran, Minh-Quang Nguyen, Tam V. Nguyen, Minh-Triet Tran, Trung-Nghia Le

机构 * University of Science（科学大学） ； University of Dayton（戴维森大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments ACM Multimedia 2025

GM-Skip: Metric-Guided Transformer Block Skipping for Efficient Vision-Language Models

Lianming Huang, Haibo Hu, Qiao Li, Xin He, Nan Guan, Chun Jason Xue

机构 * City University of Hong Kong（香港城市大学） ； MBZUAI ； A*STAR 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 7 pages

HieroAction: Hierarchically Guided VLM for Fine-Grained Action Analysis

Junhao Wu, Xiuer Gu, Zhiying Li, Yeying Jin, Yunfeng Diao, Zhiyu Li, Zhenbo Song, Xiaomei Zhang, Zhaoxin Fan

专题命中 推理评测 ：reasoning(abstract)

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models

Ziyan Kuang, Feiyu Zhu, Maowei Jiang, Yanzhao Lai, Zelin Wang, Zhitong Wang, Meikang Qiu, Jiajia Huang, Min Peng, Qianqian Xie, Sophia Ananiadou

专题命中 推理评测 ：reasoning(abstract)

One Framework to Rule Them All: Unifying Multimodal Tasks with LLM Neural-Tuning

Hao Sun, Yu Song, Jiaqing Liu, Jihong Hu, Yen-Wei Chen, Lanfen Lin

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； College of Information Science and Engineering, Ritsumeikan University（立命馆大学信息科学与工程学院） 纠错

专题命中 推理评测 ：reasoning(abstract)

WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation

Rabiul Awal, Mahsa Massoud, Aarash Feizi, Zichao Li, Suyuchen Wang, Christopher Pal, Aishwarya Agrawal, David Vazquez, Siva Reddy, Juan A. Rodriguez, Perouz Taslakian, Spandana Gella, Sai Rajeswar

机构 * ServiceNow ； Mila ； Université de Montréal（蒙特利尔大学） ； McGill University（麦吉尔大学） ； École de Technologie Supérieure (ETS)（高等技术学院） ； Polytechnique Montréal（蒙特利尔理工学院） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments This paper has been accepted to the EMNLP 2025 main conference. Check the project page here: https://webmmu-paper.github.io/

Boosting Pathology Foundation Models via Few-shot Prompt-tuning for Rare Cancer Subtyping

Dexuan He, Xiao Zhou, Wenbin Guan, Liyuan Zhang, Xiaoman Zhang, Sinuo Xu, Ge Wang, Lifeng Wang, Xiaojun Yuan, Xin Sun, Yanfeng Wang, Kun Sun, Ya Zhang, Weidi Xie

机构 * School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； Department of Biomedical Informatics, Harvard Medical School（哈佛医学院生物医学信息学系） ； Department of Oral Pathology, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine（上海交通大学医学院第九人民医院口腔病学部） ； Department of Pathology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine（上海交通大学医学院新华医院病理科） ； Department of Pediatric Hematology/Oncology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine（上海交通大学医学院新华医院儿童血液肿瘤科） ； Clinical Research and Innovation Unit, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine（上海交通大学医学院新华医院临床研究与创新单元） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comp-X: On Defining an Interactive Learned Image Compression Paradigm With Expert-driven LLM Agent

Yixin Gao, Xin Li, Xiaohan Pan, Runsen Feng, Bingchen Li, Yunpeng Qi, Yiting Lu, Zhengxue Cheng, Zhibo Chen, Jörn Ostermann

专题命中 推理评测 ：reasoning(abstract)

Translating Images to Road Network: A Sequence-to-Sequence Perspective

Jiachen Lu, Ming Nie, Bozhou Zhang, Reyuan Peng, Xinyue Cai, Hang Xu, Feng Wen, Wei Zhang, Li Zhang

机构 * School of Data Science, Fudan University（复旦大学数据科学学院） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments V1 is the ICCV 2023 conference version, and V2 is the extended version

VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness

Dian Zheng, Ziqi Huang, Hongbo Liu, Kai Zou, Yinan He, Fan Zhang, Lulu Gu, Yuanhan Zhang, Jingwen He, Wei-Shi Zheng, Yu Qiao, Ziwei Liu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； S-Lab, Nanyang Technological University（南洋理工大学S实验室） ； Sun Yat-sen University（中山大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Equal contributions from first two authors. Project page: https://vchitect.github.io/VBench-2.0-project/ Code: https://github.com/Vchitect/VBench

Bench2ADVLM: A Closed-Loop Benchmark for Vision-language Models in Autonomous Driving

Tianyuan Zhang, Ting Jin, Lu Wang, Jiangfan Liu, Siyuan Liang, Mingchuan Zhang, Aishan Liu, Xianglong Liu

机构 * Beihang University（北航大学） ； Nanyang Technological University（南洋理工大学） ； Henan University of Science and Technology（河南科技大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

MMAU-Pro: A Challenging and Comprehensive Benchmark for Holistic Evaluation of Audio General Intelligence

Sonal Kumar, Šimon Sedláček, Vaibhavi Lokegaonkar, Fernando López, Wenyi Yu, Nishit Anand, Hyeonggon Ryu, Lichang Chen, Maxim Plička, Miroslav Hlaváček, William Fineas Ellingwood, Sathvik Udupa, Siyuan Hou, Allison Ferner, Sara Barahona, Cecilia Bolaños, Satish Rahi, Laura Herrera-Alarcón, Satvik Dixit, Siddhi Patil, Soham Deshmukh, Lasha Koroshinadze, Yao Liu, Leibny Paola Garcia Perera, Eleni Zanou, Themos Stafylakis, Joon Son Chung, David Harwath, Chao Zhang, Dinesh Manocha, Alicia Lozano-Diez, Santosh Kesiraju, Sreyan Ghosh, Ramani Duraiswami

专题命中 推理评测 ：reasoning(abstract)

MA-CBP: A Criminal Behavior Prediction Framework Based on Multi-Agent Asynchronous Collaboration

Cheng Liu, Daou Zhang, Tingxu Liu, Yuhan Wang, Jinyang Chen, Yuexuan Li, Xinying Xiao, Chenbo Xin, Ziru Wang, Weichao Wu

专题命中 推理评测 ：reasoning(abstract)

Interpretable Oracle Bone Script Decipherment through Radical and Pictographic Analysis with LVLMs

Kaixin Peng, Mengyang Zhao, Haiyang Yu, Teng Fu, Bin Li

专题命中 推理评测 ：reasoning(abstract)

Research Challenges and Progress in the End-to-End V2X Cooperative Autonomous Driving Competition

Ruiyang Hao, Haibao Yu, Jiaru Zhong, Chuanye Wang, Jiahao Wang, Yiming Kan, Wenxian Yang, Siqi Fan, Huilin Yin, Jianing Qiu, Yao Mu, Jiankai Sun, Li Chen, Walter Zimmer, Dandan Zhang, Shanghang Zhang, Mac Schwager, Ping Luo, Zaiqing Nie

机构 * Tsinghua University（清华大学） ； Hong Kong University（香港大学） ； Tongji University（同济大学） ； Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiao Tong University（上海交通大学） ； Stanford University（斯坦福大学） ； OpenDriveLab（OpenDrive实验室） ； Technical University of Munich（慕尼黑技术大学） ； Imperial College London（伦敦帝国理工学院） ； Peking University（北京大学） 纠错

专题命中 推理评测 ：planning(abstract)

Comments 10 pages, 4 figures, accepted by ICCVW Author list updated to match the camera-ready version, in compliance with conference policy

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments

Jiali Chen, Yujie Jia, Zihan Wu, Jinyu Yang, Jianpeng Chen, Xusen Hei, Jiayuan Xie, Yi Cai, Qing Li

机构 * South China University of Technology（南方科技大学） ； The Hong Kong Polytechnic University（香港理工大学） ； Key Laboratory of Big Data and Intelligent Robot Ministry of Education（教育部大数据与智能机器人重点实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Accepted by ACM MM 2025

ETVA: Evaluation of Text-to-Video Alignment via Fine-grained Question Generation and Answering

Kaisi Guan, Zhengfeng Lai, Yuchong Sun, Peng Zhang, Wei Liu, Kieran Liu, Meng Cao, Ruihua Song

机构 * Renmin University of China（中国人民大学） ； Apple（苹果公司） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments International Conference on Computer Vision 2025

LEARN: A Story-Driven Layout-to-Image Generation Framework for STEM Instruction

Maoquan Zhang, Bisser Raytchev, Xiujuan Sun

机构 * Graduate School of Advanced Science and Engineering, Hiroshima University（Hiroshima大学研究生院） ； Department of Computer Science, Weifang University of Science and Technology（潍坊科技大学计算机科学系） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments The International Conference on Neural Information Processing (ICONIP) 2025

A Survey on Video Temporal Grounding with Multimodal Large Language Model

Jianlong Wu, Wei Liu, Ye Liu, Meng Liu, Liqiang Nie, Zhouchen Lin, Chang Wen Chen

机构 * School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术学院） ； School of Computer Science and Technology, Shandong Jianzhu University（山东建筑大学计算机科学与技术学院） ； School of Intelligence Science and Technology, Peking University（北京大学智能科学与技术学院） ； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 20 pages,6 figures,survey

Extending the OWASP Multi-Agentic System Threat Modeling Guide: Insights from Multi-Agent Security Research

Klaudia Krawiecka, Christian Schroeder de Witt

专题命中 推理评测 ：reasoning(abstract)

VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding

Zhaowei Liu, Xin Guo, Haotian Xia, Lingfeng Zeng, Fangqi Lou, Jinyi Niu, Mengping Li, Qi Qi, Jiahuan Li, Wei Zhang, Yinglong Wang, Weige Cai, Weining Shen, Liwen Zhang

专题命中 推理评测 ：reasoning(abstract)

Emotion-Qwen: A Unified Framework for Emotion and Vision Understanding

Dawei Huang, Qing Li, Chuan Yan, Zebang Cheng, Zihao Han, Yurong Huang, Xiang Li, Bin Li, Xiaohui Wang, Zheng Lian, Zhi-Qi Cheng, Xiaojiang Peng

专题命中 推理评测 ：reasoning(abstract)

RSVLM-QA: A Benchmark Dataset for Remote Sensing Vision Language Model-based Question Answering

Xing Zi, Jinghao Xiao, Yunxiao Shi, Xian Tao, Jun Li, Ali Braytee, Mukesh Prasad

机构 * School of Computer Science, University of Technology Sydney（技术悉尼大学计算机科学学院） ； SEDE, University of Technology Sydney（技术悉尼大学SEDE） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments This paper has been accepted to the proceedings of the 33rd ACM International Multimedia Conference (ACM Multimedia 2025)

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users

Shahroz Tariq, Simon S. Woo, Priyanka Singh, Irena Irmalasari, Saakshi Gupta, Dev Gupta

机构 * Sungkyunkwan University, S. Korea（顺天大学） ； University of Queensland, Australia（昆士兰大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 11 pages, 3 tables, 5 figures, accepted for publicaiton in the 33rd ACM International Conference on Multimedia (MM '25), October 27-31, 2025, Dublin, Ireland

FineBadminton: A Multi-Level Dataset for Fine-Grained Badminton Video Understanding

Xusheng He, Wei Liu, Shanshan Ma, Qian Liu, Chenghao Ma, Jianlong Wu

专题命中 推理评测 ：reasoning(abstract)

LET-US: Long Event-Text Understanding of Scenes

Rui Chen, Xingyu Chen, Shaoan Wang, Shihan Kong, Junzhi Yu

专题命中 推理评测 ：reasoning(abstract)

PASG: A Closed-Loop Framework for Automated Geometric Primitive Extraction and Semantic Anchoring in Robotic Manipulation

Zhihao Zhu, Yifan Zheng, Siyu Pan, Yaohui Jin, Yao Mu

机构 * MoE key Lab of Artificial Intelligence, AI Institute, Shanghai Jiao Tong University（人工智能教育部重点实验室、人工智能研究院、上海交通大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Accepted to ICCV 2025. 8 pages main paper, 8 figures, plus supplementary material

Can Multimodal Large Language Models Understand Spatial Relations?

Jingping Liu, Ziyan Liu, Zhedong Cen, Yan Zhou, Yinan Zou, Weiyan Zhang, Haiyun Jiang, Tong Ruan

机构 * School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China（信息科学与工程学院，东华大学，上海，中国） ； School of Computer Science, Fudan University, Shanghai, China（计算机科学学院，复旦大学，上海，中国） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 13 pages, 7 figures, published to ACL 2025

Journal ref In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 620-632, 2025, Vienna, Austria