Probing Cross-modal Semantics Alignment Capability from the Textual Perspective. - Zheng Ma 012; Shi Zong; Mianzhi Pan; Jianbing Zhang; Shujian Huang; Xinyu Dai; Jiajun Chen 001 (EMNLP (Findings), 2022)

ADS-Cap: A Framework for Accurate and Diverse Stylized Captioning with Unpaired Stylistic Corpora. - Kanzhi Cheng; Zheng Ma 012; Shi Zong; Jianbing Zhang; Xinyu Dai; Jiajun Chen 001 (NLPCC (1), 2022)

Beyond Generic: Enhancing Image Captioning with Real-World Knowledge using Vision-Language Pre-Training Model. - Kanzhi Cheng; Wenpo Song; Zheng Ma 012; Wenhao Zhu; Zixuan Zhu 005; Jianbing Zhang (ACM Multimedia, 2023)

Food-500 Cap: A Fine-Grained Food Caption Benchmark for Evaluating Vision-Language Models. - Zheng Ma 012; Mianzhi Pan; Wenhan Wu; Kanzhi Cheng; Jianbing Zhang; Shujian Huang; Jiajun Chen 001 (ACM Multimedia, 2023)

Bounding and Filling: A Fast and Flexible Framework for Image Captioning. - Zheng Ma 012; Changxin Wang; Bo Huang; Zixuan Zhu 005; Jianbing Zhang (NLPCC (1), 2023)

Dynamic Demonstrations Controller for In-Context Learning. - Fei Zhao 012; Taotian Pang; Zhen Wu 002; Zheng Ma 012; Shujian Huang; Xinyu Dai (CoRR, 2023)

A Hierarchical Network for Multimodal Document-Level Relation Extraction. - Lingxing Kong; Jiuliang Wang; Zheng Ma 012; Qifeng Zhou; Jianbing Zhang; Liang He 009; Jiajun Chen 001 (AAAI, 2024)

MixRED: A Mix-lingual Relation Extraction Dataset. - Lingxing Kong; Yougang Chu; Zheng Ma 012; Jianbing Zhang; Liang He 009; Jiajun Chen 001 (LREC/COLING, 2024)

EmoRED: A Dataset for Relation Extraction in Texts with Emoticons. - Lingxing Kong; Zheng Ma 012; Jianbing Zhang; Liang He 009; Jiajun Chen 001 (ICASSP, 2024)

How far are we to GPT-4V? Closing the gap to commercial multimodal models with open-source suites. - Zhe Chen 017; Weiyun Wang; Hao Tian 006; Shenglong Ye; Zhangwei Gao; Erfei Cui; Wenwen Tong; Kongzhi Hu; Jiapeng Luo; Zheng Ma 012; Ji Ma; Jiaqi Wang 003; et al. (Sci. China Inf. Sci., 2024)

Cobra Effect in Reference-Free Image Captioning Metrics. - Zheng Ma 012; Changxin Wang; Yawen Ouyang; Fei Zhao 012; Jianbing Zhang; Shujian Huang; Jiajun Chen 001 (CoRR, 2024)

CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era. - Kanzhi Cheng; Wenpo Song; Jiaxin Fan; Zheng Ma 012; Qiushi Sun; Fangzhi Xu; Chenyang Yan; Nuo Chen; Jianbing Zhang; Jiajun Chen 001 (ACL (Findings), 2025)

Mix-Lingual Relation Extraction: Dataset and a Training Approach. - Lingxing Kong; Yougang Chu; Zheng Ma 012; Jianbing Zhang; Jia-Jun Chen 001 (J. Comput. Sci. Technol., 2025)

KnowBench: Evaluating the Knowledge Alignment on Large Visual Language Models. - Zheng Ma 012; Hao-Tian Yang; Jian-Bing Zhang; Jia-Jun Chen 001 (J. Comput. Sci. Technol., 2025)

OpenMobile: Building Open Mobile Agents with Task and Trajectory Synthesis. - Kanzhi Cheng; Zehao Li; Zheng Ma 012; Nuo Chen; Jialin Cao; Qiushi Sun; Zichen Ding 002; Fangzhi Xu; Hang Yan 010; Jiajun Chen 001; Anh Tuan Luu; Jianbing Zhang; et al. (CoRR, 2026)

Hacking reference-free image captioning metrics. - Zheng Ma 012; Chang-Xin Wang; Yawen Ouyang; Fei Zhao 012; Jian-Bing Zhang; Shujian Huang; Jia-Jun Chen 001 (Frontiers Comput. Sci., 2026)