| 2026 | ACL | Beyond Static Artifacts: An Evolutionary Framework for Synthetic Claim Generation. | Yeqing Teng, Jiasheng Si, Shuxia Lin, Linhai Zhang, Weiyu Zhang, Wenpeng Lu, Deyu Zhou, Xiaoming Wu |
| 2026 | ACL | MA²P: A Meta-Cognitive Autonomous Intelligent Agents Framework for Complex Persuasion. | Dingyi Zhang, Ziqing Zhuang, Linhai Zhang, Ziyang Gao, Deyu Zhou |
| 2026 | ACL | Beyond Meta-Reasoning: Metacognitive Consolidation for Self-Improving LLM Reasoning. | Ziqing Zhuang, Linhai Zhang, Jiasheng Si, Deyu Zhou, Yulan He |
| 2026 | DASFAA | From Personal to Clinical: Personalisation and Depersonalisation for Explainable Depression Detection. | Ziyang Gao, Linhai Zhang, Yulan He, Deyu Zhou |
| 2025 | AAAI | Causal Prompting: Debiasing Large Language Model Prompting Based on Front-Door Adjustment. | Congzhi Zhang, Linhai Zhang, Jialong Wu, Yulan He, Deyu Zhou |
| 2025 | ACL | SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation. | Jialong Wu, Zhenglin Wang, Linhai Zhang, Yilong Lai, Yulan He, Deyu Zhou |
| 2025 | ACL | WebWalker: Benchmarking LLMs in Web Traversal. | Jialong Wu, Wenbiao Yin, Yong Jiang, Zhenglin Wang, Zekun Xi, Runnan Fang, Linhai Zhang, Yulan He, Deyu Zhou, Pengjun Xie, Fei Huang |
| 2025 | ACL | PROPER: A Progressive Learning Framework for Personalized Large Language Models with Group-Level Adaptation. | Linhai Zhang, Jialong Wu, Deyu Zhou, Yulan He |
| 2025 | ACL | Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation. | Linhai Zhang, Ziyang Gao, Deyu Zhou, Yulan He |
| 2025 | ACL | SynGraph: A Dynamic Graph-LLM Synthesis Framework for Sparse Streaming User Sentiment Modeling. | Xin Zhang, Qiyu Wei, Yingjie Zhu, Linhai Zhang, Deyu Zhou, Sophia Ananiadou |
| 2025 | EMNLP | RGAR: Recurrence Generation-augmented Retrieval for Factual-aware Medical Question Answering. | Sichu Liang, Linhai Zhang, Hongyu Zhu, Wenwen Wang, Yulan He, Deyu Zhou |
| 2025 | EMNLP | CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation. | Zhenyi Shen, Hanqi Yan, Linhai Zhang, Zhanghao Hu, Yali Du, Yulan He |
| 2025 | ICML | Position: LLMs Need a Bayesian Meta-Reasoning Framework for More Robust and Generalizable Reasoning. | Hanqi Yan, Linhai Zhang, Jiazheng Li, Zhenyi Shen, Yulan He |
| 2024 | AAAI | Causal Walk: Debiasing Multi-Hop Fact Verification with Front-Door Adjustment. | Congzhi Zhang, Linhai Zhang, Deyu Zhou |
| 2024 | ACL | DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference. | Jialong Wu, Linhai Zhang, Deyu Zhou, Guoqiang Xu |
| 2024 | ACL | STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models. | Linhai Zhang, Jialong Wu, Deyu Zhou, Guoqiang Xu |
| 2024 | COLING | TECA: A Two-stage Approach with Controllable Attention Soft Prompt for Few-shot Nested Named Entity Recognition. | Yuanyuan Xu, Linhai Zhang, Deyu Zhou |
| 2023 | ACL | Neural Topic Modeling based on Cycle Adversarial Training and Contrastive Learning. | Boyu Wang, Linhai Zhang, Deyu Zhou, Yi Cao, Jiandong Ding |
| 2023 | ACL | Focusing, Bridging and Prompting for Few-shot Nested Named Entity Recognition. | Yuanyuan Xu, Zeng Yang, Linhai Zhang, Deyu Zhou, Tiandeng Wu, Rong Zhou |
| 2023 | ACL | Multi-Relational Probabilistic Event Representation Learning via Projected Gaussian Embedding. | Linhai Zhang, Congzhi Zhang, Deyu Zhou |
| 2023 | EMNLP | Sentiment Analysis on Streaming User Reviews via Dual-Channel Dynamic Graph Neural Network. | Xin Zhang, Linhai Zhang, Deyu Zhou |
| 2022 | ACL | A Novel Framework Based on Medical Concept Driven Attention for Explainable Medical Code Prediction via External Knowledge. | Tao Wang, Linhai Zhang, Chenchen Ye, Junxi Liu, Deyu Zhou |
| 2022 | ACL | Pre-training and Fine-tuning Neural Topic Model: A Simple yet Effective Approach to Incorporating External Knowledge. | Linhai Zhang, Xuemeng Hu, Boyu Wang, Deyu Zhou, Qian-Wen Zhang, Yunbo Cao |
| 2022 | COLING | SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition. | Zeng Yang, Linhai Zhang, Deyu Zhou |
| 2022 | COLING | Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding. | Linhai Zhang, Deyu Zhou |
| 2021 | AAAI | MERL: Multimodal Event Representation Learning in Heterogeneous Embedding Spaces. | Linhai Zhang, Deyu Zhou, Yulan He, Zeng Yang |
| 2021 | AAAI | A Neural Group-wise Sentiment Analysis Model with Data Sparsity Awareness. | Deyu Zhou, Meng Zhang, Linhai Zhang, Yulan He |
| 2021 | EMNLP | Beyond Text: Incorporating Metadata and Label Structure for Multi-Label Document Classification using Heterogeneous Graphs. | Chenchen Ye, Linhai Zhang, Yulan He, Deyu Zhou, Jie Wu |
| 2021 | EMNLP | A Multi-label Multi-hop Relation Detection Model based on Relation-aware Sequence Generation. | Linhai Zhang, Deyu Zhou, Chao Lin, Yulan He |
| 2021 | EMNLP | Implicit Sentiment Analysis with Event-centered Text Representation. | Deyu Zhou, Jianan Wang, Linhai Zhang, Yulan He |
| 2021 | EMNLP | A Divide-And-Conquer Approach for Multi-label Multi-hop Relation Detection in Knowledge Base Question Answering. | Deyu Zhou, Yanzheng Xiang, Linhai Zhang, Chenchen Ye, Qian-Wen Zhang, Yunbo Cao |