Multi-modal Retrieval Augmented Multi-modal Generation: A Benchmark, Evaluate Metrics and Strong Baselines. - Zi-Ao Ma; Tian Lan 003; Rong-Cheng Tu; Yong Hu; Heyan Huang; Xian-Ling Mao (CoRR, 2024)

Automatic Evaluation for Text-to-image Generation: Task-decomposed Framework, Distilled Training, and Meta-evaluation Benchmark. - Rong-Cheng Tu; Zi-Ao Ma; Tian Lan 003; Yuehao Zhao; Heyan Huang; Xian-Ling Mao (ACL (1), 2025)

T2I-Eval-R1: Reinforcement Learning-Driven Reasoning for Interpretable Text-to-Image Evaluation. - Zi-Ao Ma; Tian Lan 003; Rong-Cheng Tu; Shu-Hang Liu; Heyan Huang; Zhijing Wu 001; Chen Xu; Xian-Ling Mao (CoRR, 2025)

A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations. - Tian Lan 003; Yang-Hao Zhou; Zi-Ao Ma; Fanshu Sun; Rui-Qing Sun; Junyu Luo 002; Rong-Cheng Tu; Heyan Huang; Chen Xu; Zhijing Wu 001; Xian-Ling Mao (CoRR, 2025)