HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs. - Junying Chen; Xidong Wang; Anningzhe Gao; Feng Jiang 007; Shunian Chen; Hongbo Zhang; Dingjie Song; Wenya Xie; Chuyi Kong; Jianquan Li; Xiang Wan; Haizhou Li 001; et al. (CoRR, 2023)

MLLM-Bench, Evaluating Multi-modal LLMs using GPT-4V. - Wentao Ge; Shunian Chen; Guiming Chen; Junying Chen; Zhihong Chen; Shuo Yan; Chenghao Zhu; Ziyue Lin; Wenya Xie; Xidong Wang; Anningzhe Gao; Zhiyi Zhang 007; et al. (CoRR, 2023)

Silkie: Preference Distillation for Large Visual Language Models. - Lei Li 039; Zhihui Xie 002; Mukai Li; Shunian Chen; Peiyi Wang; Liang Chen 024; Yazheng Yang; Benyou Wang; Lingpeng Kong (CoRR, 2023)

Humans or LLMs as the Judge? A Study on Judgement Bias. - Guiming Chen; Shunian Chen; Ziche Liu; Feng Jiang 007; Benyou Wang (EMNLP, 2024)

Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale. - Junying Chen; Chi Gui; Ruyi Ouyang; Anningzhe Gao; Shunian Chen; Guiming Chen; Xidong Wang; Zhenyang Cai; Ke Ji; Xiang Wan; Benyou Wang (EMNLP, 2024)

VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment. - Lei Li 039; Zhihui Xie 002; Mukai Li; Shunian Chen; Peiyi Wang; Liang Chen 024; Yazheng Yang; Benyou Wang; Lingpeng Kong; Qi Liu 049 (EMNLP, 2024)

Humans or LLMs as the Judge? A Study on Judgement Biases. - Guiming Hardy Chen; Shunian Chen; Ziche Liu; Feng Jiang 007; Benyou Wang (CoRR, 2024)

ALLaVA: Harnessing GPT4V-synthesized Data for A Lite Vision-Language Model. - Guiming Hardy Chen; Shunian Chen; Ruifei Zhang; Junying Chen; Xiangbo Wu; Zhiyi Zhang 007; Zhihong Chen; Jianquan Li; Xiang Wan; Benyou Wang (CoRR, 2024)

MileBench: Benchmarking MLLMs in Long Context. - Dingjie Song; Shunian Chen; Guiming Hardy Chen; Fei Yu; Xiang Wan; Benyou Wang (CoRR, 2024)

HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale. - Junying Chen; Ruyi Ouyang; Anningzhe Gao; Shunian Chen; Guiming Hardy Chen; Xidong Wang; Ruifei Zhang; Zhenyang Cai; Ke Ji; Guangjun Yu; Xiang Wan; Benyou Wang (CoRR, 2024)

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications. - Qianqian Xie; Dong Li; Mengxi Xiao; Zihao Jiang 012; Ruoyu Xiang; Xiao Zhang; Zhengyu Chen; Yueru He; Weiguang Han; Yuzhe Yang 002; Shunian Chen; Yifei Zhang; et al. (CoRR, 2024)

LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via Hybrid Architecture. - Xidong Wang; Dingjie Song; Shunian Chen; Chen Zhang 020; Benyou Wang (CoRR, 2024)

Both Text and Images Leaked! A Systematic Analysis of Multimodal LLM Data Contamination. - Dingjie Song; Sicheng Lai; Shunian Chen; Lichao Sun; Benyou Wang (CoRR, 2024)

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement. - Yuhao Du; Shunian Chen; Wenbo Zan; Peizhao Li; Mingxuan Wang; Dingjie Song; Bo Li; Yan Hu; Benyou Wang (CoRR, 2024)

Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMs. - Dingjie Song; Wenjun Wang; Shunian Chen; Xidong Wang; Michael X. Guan; Benyou Wang (COLING, 2025)

MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria. - Wentao Ge; Shunian Chen; Hardy Chen; Nuo Chen 002; Junying Chen; Zhihong Chen; Wenya Xie; Shuo Yan; ChenghaoZhu ChenghaoZhu; Ziyue Lin; Dingjie Song; Xidong Wang; et al. (NAACL (Long Papers), 2025)

Huatuo-26M, a Large-scale Chinese Medical QA Dataset. - Xidong Wang; Jianquan Li; Shunian Chen; Yuxuan Zhu; Xiangbo Wu; Zhiyi Zhang 007; Xiaolong Xu; Junying Chen; Jie Fu 001; Xiang Wan; Anningzhe Gao; Benyou Wang (NAACL (Findings), 2025)

FusionAudio-1.2M: Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion. - Shunian Chen; Xinyuan Xie; Zheshu Chen; Liyan Zhao; Owen Lee; Zhan Su 002; Qilin Sun 001; Benyou Wang (CoRR, 2025)

ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation. - Junying Chen; Zhenyang Cai; Pengcheng Chen; Shunian Chen; Ke Ji; Xidong Wang; Yunjin Yang; Benyou Wang (CoRR, 2025)

MedGen: Unlocking Medical Video Generation by Scaling Granularly-annotated Medical Videos. - Rongsheng Wang; Junying Chen; Ke Ji; Zhenyang Cai; Shunian Chen; Yunjin Yang; Benyou Wang (CoRR, 2025)

TalkVid: A Large-Scale Diversified Dataset for Audio-Driven Talking Head Synthesis. - Shunian Chen; Hejin Huang; Yexin Liu; Zihan Ye; Pengcheng Chen; Chenghao Zhu; Michael Guan; Rongsheng Wang; Junying Chen; Guanbin Li; Ser-Nam Lim; Harry Yang; et al. (CoRR, 2025)