| 2026 | AAAI | Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score. | Zhanghao Hu, Qinglin Zhu, Siya Qi, Yulan He, Hanqi Yan, Lin Gui |
| 2025 | ACL | Can LLMs Simulate L2-English Dialogue? An Information-Theoretic Analysis of L1-Dependent Biases. | Rena Wei Gao, Xuetong Wu, Tatsuki Kuribayashi, Mingrui Ye, Siya Qi, Carsten Roever, Yuanxing Liu, Zheng Yuan, Jey Han Lau |
| 2025 | ACL | Evaluating LLMs' Assessment of Mixed-Context Hallucination Through the Lens of Summarization. | Siya Qi, Rui Cao, Yulan He, Zheng Yuan |
| 2025 | ACL | EnigmaToM: Improve LLMs' Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States. | Hainiu Xu, Siya Qi, Jiazheng Li, Yuxiang Zhou, Jinhua Du, Caroline Catmur, Yulan He |
| 2025 | EMNLP | NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning. | Wei Liu, Siya Qi, Xinyu Wang, Chen Qian, Yali Du, Yulan He |
| 2022 | IJCNLP | SAPGraph: Structure-aware Extractive Summarization for Scientific Papers with Heterogeneous Graph. | Siya Qi, Lei Li, Yiyang Li, Jin Jiang, Dingxin Hu, Yuze Li, Yingqi Zhu, Yanquan Zhou, Marina Litvak, Natalia Vanetik |
| 2020 | EMNLP | CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization. | Lei Li, Yang Xie, Wei Liu, Yinan Liu, Yafei Jiang, Siya Qi, Xingyuan Li |