.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.

.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.

.Bin Deng, Yizhe Feng, Zeming Liu^, Qing Wei, Xiangrong Zhu, Shuai Chen, Yuanfang Guo, Yunhong Wang, RETAIL: Towards Real-world Travel Planning for Large Language Models, In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), 2025, Suzhou, China. (CCF B, CAAI A, Tsinghua A, Corresponding author).

.Yanzhi Tian, Zeming Liu, Zhengyang Liu, Chong Feng, Xin Li, Heyan Huang, Yuhang Guo, PRIM: Towards Practical In-Image Multilingual Machine Translation, In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), 2025, Suzhou, China. (CCF B, CAAI A, Tsinghua A).

.Jingjing Liu, Zeming Liu, Zihao Cheng, Mengliang He, Xiaoming Shi, Yuhang Guo, Xiangrong Zhu, Yuanfang Guo, Yunhong Wang, Haifeng Wang, RepoDebug: Repository-Level Multi-Task and Multi-Language Debugging Evaluation of Large Language Models, In Findings of the Association for Computational Linguistics: EMNLP 2025, 2025, Suzhou, China. (Corresponding author).

.Hongfei Xia*, Hongru Wang*, Zeming Liu*, Qian Yu, Yuhang Guo, Haifeng Wang, SafeToolBench: Pioneering a Prospective Benchmark to Evaluating Tool Utilization Safety in LLMs, In Findings of the Association for Computational Linguistics: EMNLP 2025, 2025, Suzhou, China. (Co-first author).

.Jianing Lin, Yuanfang Guo, Shunning Liu, Zeming Liu, Yunhong Wang, Weak2Wise: An Automated, Lightweight Framework for Weak-LLM-Friendly Reasoning Synthesis, In Findings of the Association for Computational Linguistics: EMNLP 2025, 2025, Suzhou, China.

.Jingjing Liu, Silin Li, Zeming Liu^, Zihao Cheng, Yuhang Guo, Yuanfang Guo, Yunhong Wang, Haifeng Wang, Towards Multi-Language Repository-Level Code Generation: From-Scratch to Guided Tasks, Neurocomputing, 2026. (Q1, Corresponding author).

.Tianwei Lan, Yuhang Guo, Siyuan Gao, Hongfei Xia, Zeming Liu^, Heyan Huang. PesTest: A Comprehensive Benchmark for Psychological Emotional Support Capability of Large Language Models. Frontiers of Computer Science. 2026.(Q1, Corresponding author)

.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)