Learning Evaluation Models from Large Language Models for Sequence Generation. - Chenglong Wang 002; Hang Zhou; Kaiyan Chang 001; Tongran Liu; Chunliang Zhang; Quan Du; Tong Xiao 001; Jingbo Zhu (CoRR, 2023)

Hybrid Alignment Training for Large Language Models. - Chenglong Wang 002; Hang Zhou; Kaiyan Chang 001; Bei Li; Yongyu Mu; Tong Xiao 001; Tongran Liu; JingBo Zhu (ACL (Findings), 2024)

Efficient Prompting Methods for Large Language Models: A Survey. - Kaiyan Chang 001; Songcheng Xu; Chenglong Wang 002; Yingfeng Luo; Tong Xiao 001; Jingbo Zhu (CoRR, 2024)

Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models. - Kaiyan Chang 001; Yonghao Shi; Chenglong Wang 002; Hang Zhou; Chi Hu; Xiaoqian Liu; Yingfeng Luo; Yuan Ge 001; Tong Xiao 001; JingBo Zhu (EMNLP, 2025)

StoryBench: A Dataset for Diverse, Explainable, Multi-hop Narrative Text-to-Image Generation. - Yuan Ge 001; Kaiyang Ye; Saihan Chen; Aokai Hao; Xiangnan Ma; Kaiyan Chang 001; Tong Xiao 001; Jingbo Zhu (NLPCC (2), 2025)

One Size Does Not Fit All: A Distribution-Aware Sparsification for More Precise Model Merging. - Yingfeng Luo; Dingyang Lin; Junxin Wang; Ziqiang Xu; Kaiyan Chang 001; Tong Zheng; Bei Li; Anxiang Ma; Tong Xiao 001; Zhengtao Yu 001; Jingbo Zhu (CoRR, 2025)

SUBQRAG: Sub-Question Driven Dynamic Graph RAG. - Jiaoyang Li 007; Junhao Ruan; Shengwei Tang; Saihan Chen; Kaiyan Chang 001; Yuan Ge 001; Tong Xiao 001; Jingbo Zhu (CoRR, 2025)

Beyond English: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs. - Yingfeng Luo; Ziqiang Xu; Yuxuan Ouyang; Murun Yang; Dingyang Lin; Kaiyan Chang 001; Tong Zheng; Bei Li; Peinan Feng; Quan Du; Tong Xiao 001; Jingbo Zhu (CoRR, 2025)

NiuTrans.LMT: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs. - Yingfeng Luo; Ziqiang Xu; Yuxuan Ouyang; Murun Yang; Dingyang Lin; Kaiyan Chang 001; Tong Zheng; Bei Li; Peinan Feng; Quan Du; Tong Xiao 001; Jingbo Zhu (ACL (1), 2026)

APR: Penalizing Structural Redundancy in Large Reasoning Models via Anchor-based Process Rewards. - Kaiyan Chang 001; Chenwei Zhu; Yingfeng Luo; Yifu Huo; Chenglong Wang 002; Xiaoqian Liu; Qiaozhi He; Tong Xiao 001; Zhengtao Yu 001; Jingbo Zhu (CoRR, 2026)

When Scaling Fails: Mitigating Audio Perception Decay of LALMs via Multi-Step Perception-Aware Reasoning. - Ruixiang Mao; Xiangnan Ma; Dan Chen; Ziming Zhu; Yuan Ge 001; Aokai Hao; Haishu Zhao; Yifu Huo; Qing Yang; Kaiyan Chang 001; Xiaoqian Liu; Chenglong Wang 002; et al. (CoRR, 2026)

RouteLMT: Learned Sample Routing for Hybrid LLM Translation Deployment. - Yingfeng Luo; Hongyu Liu; Dingyang Lin; Kaiyan Chang 001; Chenglong Wang 002; Bei Li; Quan Du; Tong Xiao 001; Jingbo Zhu (CoRR, 2026)