.Zihao Cheng, Zeming Liuˆ, Yingyu Shan, Xinyi Wang, Xiangrong Zhu, Yunpu Ma, Hongru WANG, Yuhang Guo, Wei Lin, Yunhong Wang, Mem2Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation, In Proceedings of the 64th annual meeting of the Association for Computational Linguistics (ACL 2026), 2026.07, San Diego, California, United States. (CCF A, Corresponding author).

.Silin Li, Yuhang Guo, Jiashu Yao, Zeming Liuˆ, Haifeng Wang, HomeBench:Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices, In Proceedings of the 63rd annual meeting of the Association for Computational Linguistics (ACL 2025), 2025.07, Vienna, Austria. (CCF A). (Corresponding author).

.Tianwei Lan*, Jiaqi Wu*, Zeming Liu*, Zhaoxin Fan, Haifeng Wang, Yuhang Guo, PEAP: Proactive Embodied Action Sequence Planning with Joint Understanding of Vision and Audio Perception, In Proceedings of the 64th annual meeting of the Association for Computational Linguistics (ACL 2026), 2026.07, San Diego, California, United States. (CCF A, Co-first author).

.Li Zeng*, Yingyu Shan*, Zeming Liu*, Jiashu Yao, Yuhang Guo, FAME: Towards Factual Multi-Task Model Editing, In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024), 2024, Miami, Florida, USA. (CCF B, CAAI A, Tsinghua A, Co-first author, Li and Yingyu are junior students).

.Chenkai Zhang, Yiming Lei, Zeming Liuˆ, Haitao Leng, ShaoGuo Liu, Tingting Gao, Qingjie Liu, Yunhong Wang, GODBench:A Benchmark for Multimodal Large Language Models in Video Comment Art, In Proceedings of the 63rd annual meeting of the Association for Computational Linguistics (ACL 2025), 2025.07, Vienna, Austria. (CCF A). (Corresponding author).

.Jiayi Zeng, Yizhe Feng, Mengliang He, Wenhui Lei, Wei Zhang, Zeming Liuˆ, Xiaoming Shi, Aimin Zhou, Mis-prompt: Benchmarking Large Language Models for Proactive Error Handling, In Proceedings of the 63rd annual meeting of the Association for Computational Linguistics (ACL 2025), 2025.07, Vienna, Austria. (CCF A). (Corresponding author).

.Chenkai Zhang, Yiming Lei, Zeming Liu^, Haitao Leng, Kai Li, Tingting Gao, Qingjie Liu, Yunhong Wang, SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), 2025.06, Nashville, Tennessee, USA. (First submission to CVPR, Corresponding author, CCF A)

.Yanzhi Tian, Cunxiang Wang, Zeming Liu, Heyan Huang, Wenbo Yu, Dawei Song, Jie Tang, Yuhang Guo, Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation, In Proceedings of the 64th annual meeting of the Association for Computational Linguistics (ACL 2026), 2026.07, San Diego, California, United States. (CCF 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).

.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.