Multimodal Activation: Awakening Dialog Robots without Wake Words. - Liqiang Nie; Mengzhao Jia; Xuemeng Song; Ganglu Wu; Harry Cheng 002; Jian Gu (SIGIR, 2021)

Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation. - Liqiang Jing; Xuemeng Song; Kun Ouyang; Mengzhao Jia; Liqiang Nie (ACL (1), 2023)

FAITHSCORE: Evaluating Hallucinations in Large Vision-Language Models. - Liqiang Jing; Ruosen Li; Yunmo Chen; Mengzhao Jia; Xinya Du (CoRR, 2023)

Knowledge-enhanced Memory Model for Emotional Support Conversation. - Mengzhao Jia; Qianglong Chen; Liqiang Jing; Dawei Fu; Renyu Li (ML4CMH@AAAI, 2024)

Debiasing Multimodal Sarcasm Detection with Contrastive Learning. - Mengzhao Jia; Can Xie; Liqiang Jing (AAAI, 2024)

PLUG: Leveraging Pivot Language in Cross-Lingual Instruction Tuning. - Zhihan Zhang 001; Dong-Ho Lee; Yuwei Fang; Wenhao Yu 002; Mengzhao Jia; Meng Jiang 001; Francesco Barbieri (ACL (1), 2024)

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning. - Zhihan Zhang 001; Tao Ge 001; Zhenwen Liang; Wenhao Yu 002; Dian Yu 001; Mengzhao Jia; Dong Yu 001; Meng Jiang 001 (EMNLP, 2024)

Multimodal Interaction Modeling via Self-Supervised Multi-Task Learning for Review Helpfulness Prediction. - Honglin Gong; Mengzhao Jia; Liqiang Jing (CoRR, 2024)

Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training. - Mengzhao Jia; Zhihan Zhang 001; Wenhao Yu 002; Fangkai Jiao; Meng Jiang 001 (CoRR, 2024)

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning. - Zhihan Zhang 001; Zhenwen Liang; Wenhao Yu 002; Dian Yu 001; Mengzhao Jia; Dong Yu 001; Meng Jiang 001 (CoRR, 2024)

Query-Oriented Micro-Video Summarization. - Mengzhao Jia; Yinwei Wei; Xuemeng Song; Teng Sun; Min Zhang 005; Liqiang Nie (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph. - Siru Ouyang; Wenhao Yu 002; Kaixin Ma; Zilin Xiao; Zhihan Zhang 001; Mengzhao Jia; Jiawei Han 001; Hongming Zhang 009; Dong Yu 001 (ICLR, 2025)

Protecting Privacy in Multimodal Large Language Models with MLLMU-Bench. - Zheyuan Liu 010; Guangyao Dou; Mengzhao Jia; Zhaoxuan Tan; Qingkai Zeng 001; Yongle Yuan; Meng Jiang 001 (NAACL (Long Papers), 2025)

MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems. - Zifeng Zhu; Mengzhao Jia; Zhihan Zhang 001; Lang Li; Meng Jiang 001 (NAACL (Long Papers), 2025)

Leopard: A Vision Language Model for Text-Rich Multi- Image Tasks. - Mengzhao Jia; Wenhao Yu 002; Kaixin Ma; Tianqing Fang; Zhihan Zhang 001; Siru Ouyang; Hongming Zhang 009; Dong Yu 001; Meng Jiang 001 (Trans. Mach. Learn. Res., 2025)

AT-CXR: Uncertainty-Aware Agentic Triage for Chest X-rays. - Xueyang Li; Mingze Jiang; Gelei Xu; Jun Xia 003; Mengzhao Jia; Danny Chen 001; Yiyu Shi 001 (CoRR, 2025)