视觉大模型 / VLM

Exploring the Paradigm Shift from Grounding to Skolemization for Complex Query Answering on Knowledge Graphs

Yuyin Lu, Hegang Chen, Shanrui Xie, Yanghui Rao, Haoran Xie, Fu Lee Wang, Qing Li

机构 * School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） ； School of Data Science, Lingnan University（岭南大学数据科学学院） ； School of Science and Technology, Hong Kong Metropolitan University（香港理工大学科技学院） ； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） 纠错

专题命中 视觉定位与Grounding ：grounding(title,abstract)；分类 cs.AI

ReFineG: Synergizing Small Supervised Models and LLMs for Low-Resource Grounded Multimodal NER

Jielong Tang, Shuang Wang, Zhenxing Wang, Jianxing Yu, Jian Yin

机构 * School of Artificial Intelligence, Sun Yat-sen University（中山大学人工智能学院） ； Key Laboratory of Sustainable Tourism Smart Assessment Technology, Ministry of Culture and Tourism, Sun Yat-sen University（文化旅游可持续评估技术重点实验室，中华人民共和国文化和旅游部，中山大学） ； Beijing Normal University（北京师范大学） ； Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；multimodal large language model(abstract)；MLLM(abstract)

Comments CCKS 2025 Shared Task Paper

Plug-and-Play Clarifier: A Zero-Shot Multimodal Framework for Egocentric Intent Disambiguation

Sicheng Yang, Yukai Huang, Weitong Cai, Shitong Sun, You He, Jiankang Deng, Hang Zhang, Jifei Song, Zhensong Zhang

专题命中 视觉定位与Grounding ：vision-language model(abstract)；grounding(abstract)；分类 cs.CV

Comments 16 pages, 9 figures, AAAI 2026

ChexFract: From General to Specialized -- Enhancing Fracture Description Generation

Nikolay Nechaev, Evgeniia Przhezdzetskaia, Dmitry Umerenkov, Dmitry V. Dylov

机构 * Artificial Intelligence Research Institute (AIRI)（人工智能研究 institute (AIRI)） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV

Comments 13 pages, 3 figures

LeanRAG: Knowledge-Graph-Based Generation with Semantic Aggregation and Hierarchical Retrieval

Yaoze Zhang, Rong Wu, Pinlong Cai, Xiaoman Wang, Guohang Yan, Song Mao, Ding Wang, Botian Shi

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI

Comments Accepted by AAAI-26

Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs

Jun Bai, Minghao Tong, Yang Liu, Zixia Jia, Zilong Zheng

机构 * State Key Laboratory of General Artificial Intelligence, BIGAI（通用人工智能国家重点实验室，BIGAI） ； School of Computer Science, Wuhan University（武汉大学计算机学院） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)

Comments EMNLP 2025 Main