.Weiyao Huang, Xinye Wu, Zeming Liu, Xiaoyu Shen, Yunpu Ma, Beyond Planning: Sparse Context Reset for Long-Horizon GUI Agents, In Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP 2026), 2026, Budapest, Hungary. (CCF B, CAAI A, Tsinghua A).

.Yiming Lei, Yize Fan, Zeming Liuˆ, Jiaji Dong, Hui Qiu, Haitao Leng, Qingjie Liu, Kehai Chen, Tingting Gao, Yunhong Wang, Live-Aid: A Large-Scale Dialogue Dataset and Benchmark for Interleaved Multi-party Interactions in Live Streaming, In Findings of the Association for Computational Linguistics: ACL 2026, 2026.07, San Diego, California, United States. (Corresponding author).

.Zihao Cheng, Yingyu Shan, Hongru Wang, Zeming Liu, Xinyi Wang, Xiangrong Zhu, Yuhang Guo, Wei Lin, Yunhong Wang, HistoRecTravel: Towards Personalized Travel Planning via User Behavior Trajectory, In Findings of the Association for Computational Linguistics: EMNLP 2026, 2026, Budapest, Hungary. (Corresponding author).

.Yihong Tang, Kehai Chen, Xuefeng Bai, Benyou Wang, Zeming Liu, Haifeng Wang, Min Zhang, Character-R1: Enhancing Role-Aware Reasoning in Role-Playing Agents via RLVR, In Findings of the Association for Computational Linguistics: ACL 2026, 2026.07, San Diego, California, United States.

.Yingyu Shan, Zeming Liu, Silin Li, Boao Qian, Jiashu Yao, Yuhang Guo, Haifeng Wang, PEC-Home: Interpretation of Progressively Elliptical Commands in Smart Homes, In Findings of the Association for Computational Linguistics: ACL 2026, 2026.07, San Diego, California, United States.

.Linhao Zheng, Zeming Liu, Wangke Chen, Li Zeng, Wanxiang Che, Heyan Huang, Yuhang Guo, VGE: Towards Generalizable Visually Grounded Exploration of Household Devices, In Findings of the Association for Computational Linguistics: EMNLP 2026, 2026, Budapest, Hungary.

.Yingyu Shan, Yuhang Guo, Zihao Cheng, Zeming Liu, Xiangrong Zhu, Xinyi Wang, Jiashu Yao, Wei Lin, Hongru Wang, Heyan Huang, Learning from Own Solutions: Self-Conditioned Credit Assignment for Reinforcement Learning with Verifiable Rewards, In Findings of the Association for Computational Linguistics: EMNLP 2026, 2026, Budapest, Hungary.

.Zhichao Yang, Yuanze Hu, Gen Li, Qingchen Yu, Shiying Duan, Xinyu Wang, Ye Qiu, Zeming Liu, Guangxu Chen, Zhaoxin Fan, A Hyperbolicity Atlas of Large Language Model Hidden States, In Findings of the Association for Computational Linguistics: EMNLP 2026, 2026, Budapest, Hungary.

.Jinlong Ma, Yu Zhang, Xuefeng Bai, Kehai Chen, Yuwei Wang, Zeming Liu, Jun Yu, Min Zhang, Beyond Unimodal Shortcuts: MLLMs as Cross-Modal Reasoners for Grounded Named Entity Recognition, In Findings of the Association for Computational Linguistics: ACL 2026, 2026.07, San Diego, California, United States.

.Yu Liu, Zeming Liu^, Tianle Zhang, Zihao Cheng, Yuhang Guo, Kehai Chen, Min Zhang, Yunhong Wang, Haifeng Wang, PersonaPath: Towards Knowledge-Centric Personalized Learning Path Planning, In Proceedings of the 5th Asia-Pacific Chapter of the Association for Computational Linguistics and the 15th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2026), 2026.11, Hengqin, China. (Corresponding author).