.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).

.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 Liu, 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).

.Zihao Cheng, Hongru Wang, Zeming Liuˆ, Yuhang Guo, Yuanfang Guo, Yunhong Wang, Haifeng Wang, ToolSpectrum: Towards Personalized Tool Utilization for Large Language Models, In Findings of the Association for Computational Linguistics: ACL 2025, Vienna, Austria. (Corresponding author).

.Yuheng Lu, Qian Yu, Hongru Wang, Zeming Liuˆ, Wei Su, Yanping Liu, Yuhang Guo, Maocheng Liang, Yunhong Wang, Haifeng Wang, TransBench: Breaking Barriers for Transferable Graphical User Interface Agents in Dynamic Digital Environments, In Findings of the Association for Computational Linguistics: ACL 2025, Vienna, Austria. (Corresponding author).

.Hongru Wang, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z. Pan, Zeming Liuˆ, Kam-Fai Wong, Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst, In Findings of the Association for Computational Linguistics: ACL 2025, Vienna, Austria. (Corresponding author).

.Li Zeng*, Zeming Liu*, Chong Feng, Heyan Huang, Yuhang Guo, DocMEdit: Towards Document-Level Model Editing, In Findings of the Association for Computational Linguistics: ACL 2025, Vienna, Austria. (Co-first author, Li is a senior student).

.Hongru Wang, Wenyu Huang, Yufei Wang, Yuanhao Xi, Jianqiao Lu, Huan Zhang, Nan Hu, Zeming Liuˆ, Jeff Z. Pan, Kam-Fai Wong, Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges, In Findings of the Association for Computational Linguistics: ACL 2025, Vienna, Austria.

.Yanzhi Tian, Zeming Liu, Zhengyang Liu, Yuhang Guo, Exploring In-Image Machine Translation with Real-World Background, In Findings of the Association for Computational Linguistics: ACL 2025, Vienna, Austria.

.Mengliang He, Jiayi Zeng, Yankai Jiang, Wei Zhang, Zeming Liu, Xiaoming Shi, Aimin Zhou, Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability, In Findings of the Association for Computational Linguistics: ACL 2025, Vienna, Austria.