.Yiming Lei, Guozhen Peng, Zeming Liu^, Hui Qiu, Haitao Leng, Shaoguo Liu, Tingting Gao, Qingjie Liu, Annan Li, Yunhong Wang. A$^3$Bench: An Audience-Aligned Multilingual Benchmark for Video Audience Insights Understanding. Frontiers of Computer Science. 2026.(Q1, Corresponding author)

.Zengmiao Wang, Ziqin Zhou, Junfu Wang, Lingyue Yang, Zhirui Zhang, Weina Xu, Zeming Liu, Yuxi Ge, Liang Yang, Xiaoli Wang, Peng Yang, Quanyi Wang, Yunlong Cao, Yuanfang Guo, Huaiyu Tian. Characterization of the heterogeneity in SARS-CoV-2 fitness dynamics via graph representation learning. PLOS Computational Biology, 2026.

.Hongru Wang, Rui Wang, Boyang Xue, Heming Xia, Jingtao Cao, Zeming Liu, Jeff Z. Pan, Kam-Fai Wong, AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction, 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).

.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).

.Mengliang He, Jiayi Zeng, Yankai Jiang, Wei Zhang, Zeming Liuˆ, 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. (Corresponding author).

.Hongru Wang, Wenyu Huang, Yufei Wang, Yuanhao Xi, Jianqiao Lu, Huan Zhang, Nan Hu, Zeming Liu, 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.