Publications

Renfei Dang, Peng Hu, Zhejian Lai, Changjiang Gao, Min Zhang, Shujian Huang (2026). Understanding New-Knowledge-Induced Factual Hallucinations in LLMs: Analysis and Interpretation. Findings of the Association for Computational Linguistics: ACL 2026.
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Wei Cheng, Yongchang Cao, Chen Shen, Binhua Li, Jue Chen, Yongbin Li, Wei Hu (2026). To Diff or Not to Diff? Structure-Aware and Adaptive Output Formats for Efficient LLM-based Code Editing. Findings of the Association for Computational Linguistics: ACL 2026.
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Xin Chen, Feng Jiang, Yiqian Zhang, Hardy Chen, Shuo Yan, Wenya Xie, Min Yang, Shujian Huang (2026). Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics.
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Yunzhi Shen, Hao Zhou, Xin Huang, Xue Han, Junlan Feng, Shujian Huang (2026). PEGRL: Improving Machine Translation by Post-Editing Guided Reinforcement Learning. Findings of the Association for Computational Linguistics: ACL 2026.
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Haoyang Chen, Yi Liu, Jianzhi Shao, Tao Zhang, Chengfu Huo, Wei Hu (2026). How Do Answer Tokens Read Reasoning Traces? Self-Reading Patterns in Thinking LLMs for Quantitative Reasoning. Findings of the Association for Computational Linguistics: ACL 2026.
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Zifeng Cheng, Lingyun Qian, Zhiwei Jiang, Cong Wang, Yafeng Yin, Fei Shen, Ao Zhou, Qing Gu (2026). Focusing Condition: Inference-Time Self-Contrastive Steering Elicits Better Conditional Text Embeddings in LLMs. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics.
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Yuhan Wu, Huan Zhang, Wei Cheng, Chen Shen, Jingyue Yang, Wei Hu (2026). Bootstrapping Code Translation with Weighted Multilanguage Exploration. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics.
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Shufan Yang, Zifeng Cheng, Zhiwei Jiang, Qingfeng Qi, Yafeng Yin, Cong Wang, Ao Zhou, Qing Gu (2026). AEA: Adaptive Expert Allocation Improves Sentence Embeddings from Mixture-of-Experts LLM. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics.
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Hao Zhou, Tianhao Li, Zhijun Wang, Shuaijie She, Linjuan Wu, Hao-Ran Wei, Baosong Yang, Jiajun Chen, Shujian Huang (2026). A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM$Δ$ Integration into Upcycled MoE. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics.
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Zhi Zhu, YaoQi Fan, Zhe Chen, Yue Cao, Yangzhou Liu, Tong Lu (2026). Will Multimodal Models Be Dazzled by Multi-Image Visual Puzzles?. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).
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