多模态大模型

M-PACE: Mother Child Framework for Multimodal Compliance

Shreyash Verma, Amit Kesari, Vinayak Trivedi, Anupam Purwar, Ratnesh Jamidar

专题命中 多模态评测 ：multimodal(title,abstract)；multi-modal(abstract)；MLLM(abstract)；分类 cs.CV、cs.CL

Comments The M-PACE framework uses a "mother-child" AI model system to automate and unify compliance checks for ads, reducing costs while maintaining high accuracy

Beyond Spurious Signals: Debiasing Multimodal Large Language Models via Counterfactual Inference and Adaptive Expert Routing

Zichen Wu, Hsiu-Yuan Huang, Yunfang Wu

机构 * School of Computer Science, Peking University（北京大学计算机科学学院） ； MOE Key Laboratory of Computational Linguistics, Peking University（北京大学教育部计算语言学重点实验室） ； National Key Laboratory for Multimedia Information Processing, Peking University（北京大学国家多媒体信息处理重点实验室） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL、cs.AI、cs.MM

Comments Accepted by EMNLP 2025 Findings

Fine-Tuning Large Multimodal Models for Automatic Pronunciation Assessment

Ke Wang, Wenning Wei, Yan Deng, Lei He, Sheng Zhao

机构 * Microsoft, Beijing, China（微软北京研究院） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL、eess.AS

Comments submitted to ICASSP2026

Multi-Physics: A Comprehensive Benchmark for Multimodal LLMs Reasoning on Chinese Multi-Subject Physics Problems

Zhongze Luo, Zhenshuai Yin, Yongxin Guo, Zhichao Wang, Jionghao Zhu, Xiaoying Tang

机构 * School of Science（科学学院） ； Engineering, The Chinese University of Hong Kong, Shenzhen, China（工程学院，香港中文大学（深圳）） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL

Semantic Change Detection of Roads and Bridges: A Fine-grained Dataset and Multimodal Frequency-driven Detector

Qingling Shu, Sibao Chen, Xiao Wang, Zhihui You, Wei Lu, Jin Tang, Bin Luo

机构 * MOE Key Lab of ICSP, IMIS Lab of Anhui Province, Anhui Provincial Key Lab of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University, Hefei, China（教育部ICSP重点实验室、安徽IMIS实验室、安徽省多模态认知计算重点实验室、计算机科学与技术学院、安徽大学，合肥，中国） ； School of Public Safety and Emergency Management, Anhui University of Science and Technology, Hefei, China（公共安全与应急管理学院、安徽理工大学，合肥，中国） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

SGMAGNet: A Baseline Model for 3D Cloud Phase Structure Reconstruction on a New Passive Active Satellite Benchmark

Chi Yang, Fu Wang, Xiaofei Yang, Hao Huang, Weijia Cao, Xiaowen Chu

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments 9 pages, 4 figures, 2 tables

Jamendo-QA: A Large-Scale Music Question Answering Dataset

Junyoung Koh, Soo Yong Kim, Yongwon Choi, Gyu Hyeong Choi

机构 * Department of Artificial Intelligence, Yonsei University（延世大学人工智能系） ； MAAP LAB, MODULABS（MODULABS MAAP实验室） ； KRAFTON ； AI Matics ； Department of Media Software, Sungkyul University（顺天大学媒体软件系） 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.MM、eess.AS

Comments 4 pages, 8 figures. Submitted to ICASSP 2026

HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark?

Fangchen Yu, Haiyuan Wan, Qianjia Cheng, Yuchen Zhang, Jiacheng Chen, Fujun Han, Yulun Wu, Junchi Yao, Ruilizhen Hu, Ning Ding, Yu Cheng, Tao Chen, Lei Bai, Dongzhan Zhou, Yun Luo, Ganqu Cui, Peng Ye

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； CUHK-Shenzhen（香港中文大学（深圳）） ； CUHK（香港中文大学） ； Tsinghua University（清华大学） ； Zhejiang University（浙江大学） ； Peking University（北京大学） ； University of Electronic Science and Technology of China（电子科技大学） ； Fudan University（复旦大学） 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.AI

HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning

Xingyu Tan, Xiaoyang Wang, Qing Liu, Xiwei Xu, Xin Yuan, Liming Zhu, Wenjie Zhang

机构 * University of New South Wales（新南威尔士大学） ； Data61, CSIRO（Data61，CSIRO） 纠错

专题命中 多模态评测 ：cross-modal(abstract)；分类 cs.CL

Comments Accepted by EMNLP2025 (Main Conference)

How Do Social Bots Participate in Misinformation Spread? A Comprehensive Dataset and Analysis

Herun Wan, Minnan Luo, Zihan Ma, Guang Dai, Xiang Zhao

专题命中 多模态评测 ：multimodal(abstract)