MM-RLHF: The Next Step Forward in Multimodal LLM Alignment. - Yifan Zhang 004; Tao Yu; Haochen Tian; Chaoyou Fu; Peiyan Li; Jianshu Zeng; Wulin Xie; Yang Shi 009; Huanyu Zhang; Junkang Wu; Xue Wang 010; Yibo Hu; et al. (CoRR, 2025)

MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models. - Wulin Xie; Yifan Zhang 004; Chaoyou Fu; Yang Shi 009; Bingyan Nie; Hongkai Chen; Zhang Zhang 001; Liang Wang 001; Tieniu Tan (CoRR, 2025)

Mavors: Multi-granularity Video Representation for Multimodal Large Language Model. - Yang Shi 009; Jiaheng Liu; Yushuo Guan; Zhenhua Wu; Yuanxing Zhang; Zihao Wang; Weihong Lin; Jingyun Hua; Zekun Wang; Xinlong Chen; Bohan Zeng; Wentao Zhang 001; et al. (CoRR, 2025)

MME-VideoOCR: Evaluating OCR-Based Capabilities of Multimodal LLMs in Video Scenarios. - Yang Shi 009; Huanqian Wang; Wulin Xie; Huanyao Zhang; Lijie Zhao; Yifan Zhang 004; Xinfeng Li; Chaoyou Fu; Zhuoer Wen; Wenting Liu; Zhuoran Zhang 003; Xinlong Chen; et al. (CoRR, 2025)

VersaVid-R1: A Versatile Video Understanding and Reasoning Model from Question Answering to Captioning Tasks. - Xinlong Chen; Yuanxing Zhang; Yushuo Guan; Bohan Zeng; Yang Shi 009; Sihan Yang; Pengfei Wan; Qiang Liu 006; Liang Wang 001; Tieniu Tan (CoRR, 2025)