| 2026 | ACL | Good Reasoning Makes Good Demonstrations: Implicit Reasoning Quality Supervision via In-Context Reinforcement Learning. | Tiehua Mei, Minxuan Lv, Leiyu Pan, Zhenpeng Su, Hongru Hou, Hengrui Chen, Ao Xu, Deqing Yang |
| 2026 | ACL | CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning. | Zhenpeng Su, Leiyu Pan, Minxuan Lv, Yuntao Li, Wenping Hu, Fuzheng Zhang, Kun Gai, Guorui Zhou |
| 2026 | ACL | Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning. | Zhenpeng Su, Leiyu Pan, Minxuan Lv, Tiehua Mei, Zijia Lin, Yuntao Li, Wenping Hu, Ruiming Tang, Kun Gai, Guorui Zhou |
| 2026 | ACL | From Curated Data to Scalable Models: Continual Pre-training of Dense and MoE Large Language Models for Tibetan. | Lei Yang, Leiyu Pan, Bojian Xiong, Renren Jin, Shaowei Zhang, Yue Chen, Ling Shi, Jiang Zhou, Junru Wu, Zhen Wang, Jianxiang Peng, Juesi Xiao, Tianyu Dong, Zhuowen Han, Zhuo Chen, Yuqi Ren, Deyi Xiong |
| 2025 | EMNLP | DSMoE: Matrix-Partitioned Experts with Dynamic Routing for Computation-Efficient Dense LLMs. | Minxuan Lv, Zhenpeng Su, Leiyu Pan, Yizhe Xiong, Zijia Lin, Hui Chen, Wei Zhou, Jungong Han, Guiguang Ding, Wenwu Ou, Di Zhang, Kun Gai, Songlin Hu |
| 2024 | ACL | LANDeRMT: Dectecting and Routing Language-Aware Neurons for Selectively Finetuning LLMs to Machine Translation. | Shaolin Zhu, Leiyu Pan, Bo Li, Deyi Xiong |
| 2024 | COLING | Can Large Language Models Learn Translation Robustness from Noisy-Source In-context Demonstrations? | Leiyu Pan, Yongqi Leng, Deyi Xiong |
| 2024 | COLING | An Empirical Study on the Robustness of Massively Multilingual Neural Machine Translation. | Supryadi, Leiyu Pan, Deyi Xiong |
| 2024 | EMNLP | FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data. | Haoran Sun, Renren Jin, Shaoyang Xu, Leiyu Pan, Supryadi, Menglong Cui, Jiangcun Du, Yikun Lei, Lei Yang, Ling Shi, Juesi Xiao, Shaolin Zhu, Deyi Xiong |
| 2023 | EMNLP | Is Robustness Transferable across Languages in Multilingual Neural Machine Translation? | Leiyu Pan, Supryadi, Deyi Xiong |