| 2026 | ACL | CogGen: A Cognitively Inspired Recursive Framework for Deep Research Report Generation. | Kuo Tian, Pengfei Sun, Zhen Wu, Junran Ding, Xinyu Dai |
| 2026 | ACL | Optimizing RAG Rerankers with LLM Feedback via Reinforcement Learning. | Yuhang Wu, Xiangqing Shen, Fanfan Wang, Cangqi Zhou, Zhen Wu, Xinyu Dai, Rui Xia |
| 2025 | ACL | Beyond Verbal Cues: Emotional Contagion Graph Network for Causal Emotion Entailment. | Fangxu Yu, Junjie Guo, Zhen Wu, Xinyu Dai |
| 2025 | EMNLP | RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios. | Fei Zhao, Chengqiang Lu, Yufan Shen, Qimeng Wang, Yicheng Qian, Haoxin Zhang, Yan Gao, Wu Yi, Yao Hu, Zhen Wu, Shangyu Xing, Xinyu Dai |
| 2024 | ACL | MultiSQL: A Schema-Integrated Context-Dependent Text2SQL Dataset with Diverse SQL Operations. | Chunhui Li, Yifan Wang, Zhen Wu, Zhen Yu, Fei Zhao, Shujian Huang, Xinyu Dai |
| 2024 | ACL | A Two-Agent Game for Zero-shot Relation Triplet Extraction. | Ting Xu, Haiqin Yang, Fei Zhao, Zhen Wu, Xinyu Dai |
| 2024 | COLING | Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering. | Yuan Gao, Yiheng Zhu, Yuanbin Cao, Yinzhi Zhou, Zhen Wu, Yujie Chen, Shenglan Wu, Haoyuan Hu, Xinyu Dai |
| 2024 | EMNLP | PreAlign: Boosting Cross-Lingual Transfer by Early Establishment of Multilingual Alignment. | Jiahuan Li, Shujian Huang, Aarron Ching, Xinyu Dai, Jiajun Chen |
| 2024 | EMNLP | EFUF: Efficient Fine-Grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models. | Shangyu Xing, Fei Zhao, Zhen Wu, Tuo An, Weihao Chen, Chunhui Li, Jianbing Zhang, Xinyu Dai |
| 2024 | EMNLP | RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation. | Xuanwang Zhang, Yunze Song, Yidong Wang, Shuyun Tang, Xinfeng Li, Zhengran Zeng, Zhen Wu, Wei Ye, Wenyuan Xu, Yue Zhang, Xinyu Dai, Shikun Zhang, Qingsong Wen |
| 2024 | ICML | Mol-AE: Auto-Encoder Based Molecular Representation Learning With 3D Cloze Test Objective. | Junwei Yang, Kangjie Zheng, Siyu Long, Zaiqing Nie, Ming Zhang, Xinyu Dai, Wei-Ying Ma, Hao Zhou |
| 2024 | ICML | ESM All-Atom: Multi-Scale Protein Language Model for Unified Molecular Modeling. | Kangjie Zheng, Siyu Long, Tianyu Lu, Junwei Yang, Xinyu Dai, Ming Zhang, Zaiqing Nie, Wei-Ying Ma, Hao Zhou |
| 2024 | NAACL | Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation. | Fangxu Yu, Junjie Guo, Zhen Wu, Xinyu Dai |
| 2023 | ACL | On Prefix-tuning for Lightweight Out-of-distribution Detection. | Yawen Ouyang, Yongchang Cao, Yuan Gao, Zhen Wu, Jianbing Zhang, Xinyu Dai |
| 2023 | ACL | Measuring Your ASTE Models in The Wild: A Diversified Multi-domain Dataset For Aspect Sentiment Triplet Extraction. | Ting Xu, Huiyun Yang, Zhen Wu, Jiaze Chen, Fei Zhao, Xinyu Dai |
| 2023 | ACL | Local Interpretation of Transformer Based on Linear Decomposition. | Sen Yang, Shujian Huang, Wei Zou, Jianbing Zhang, Xinyu Dai, Jiajun Chen |
| 2023 | EMNLP | Debias NLU Datasets via Training-free Perturbations. | Qi Guo, Yuanhang Tang, Yawen Ouyang, Zhen Wu, Xinyu Dai |
| 2023 | EMNLP | Addressing Linguistic Bias through a Contrastive Analysis of Academic Writing in the NLP Domain. | Robert Ridley, Zhen Wu, Jianbing Zhang, Shujian Huang, Xinyu Dai |
| 2023 | EMNLP | A Sequence-to-Structure Approach to Document-level Targeted Sentiment Analysis. | Nan Song, Hongjie Cai, Rui Xia, Jianfei Yu, Zhen Wu, Xinyu Dai |
| 2023 | EMNLP | M2DF: Multi-grained Multi-curriculum Denoising Framework for Multimodal Aspect-based Sentiment Analysis. | Fei Zhao, Chunhui Li, Zhen Wu, Yawen Ouyang, Jianbing Zhang, Xinyu Dai |
| 2023 | ICASSP | An Empirical Study and Improvement for Speech Emotion Recognition. | Zhen Wu, Yizhe Lu, Xinyu Dai |
| 2023 | IJCNN | Make BERT-based Chinese Spelling Check Model Enhanced by Layerwise Attention and Gaussian Mixture Model. | Yongchang Cao, Liang He, Zhen Wu, Xinyu Dai |
| 2022 | ACL | latent-GLAT: Glancing at Latent Variables for Parallel Text Generation. | Yu Bao, Hao Zhou, Shujian Huang, Dongqi Wang, Lihua Qian, Xinyu Dai, Jiajun Chen, Lei Li |
| 2022 | ACL | Contrastive Learning-Enhanced Nearest Neighbor Mechanism for Multi-Label Text Classification. | Xi'ao Su, Ran Wang, Xinyu Dai |
| 2022 | COLING | Towards Multi-label Unknown Intent Detection. | Yawen Ouyang, Zhen Wu, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2022 | COLING | Alleviating the Inequality of Attention Heads for Neural Machine Translation. | Zewei Sun, Shujian Huang, Xinyu Dai, Jiajun Chen |
| 2022 | COLING | Learning from Adjective-Noun Pairs: A Knowledge-enhanced Framework for Target-Oriented Multimodal Sentiment Classification. | Fei Zhao, Zhen Wu, Siyu Long, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2022 | EMNLP | Probing Cross-modal Semantics Alignment Capability from the Textual Perspective. | Zheng Ma, Shi Zong, Mianzhi Pan, Jianbing Zhang, Shujian Huang, Xinyu Dai, Jiajun Chen |
| 2022 | EMNLP | Structure-Unified M-Tree Coding Solver for Math Word Problem. | Bin Wang, Jiangzhou Ju, Yang Fan, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2022 | EMNLP | Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection. | Fei Zhao, Yuchen Shen, Zhen Wu, Xinyu Dai |
| 2022 | NAACL | Analyzing the Intensity of Complaints on Social Media. | Ming Fang, Shi Zong, Jing Li, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2021 | ACL | When is Char Better Than Subword: A Systematic Study of Segmentation Algorithms for Neural Machine Translation. | Jiahuan Li, Yutong Shen, Shujian Huang, Xinyu Dai, Jiajun Chen |
| 2021 | ACL | Energy-based Unknown Intent Detection with Data Manipulation. | Yawen Ouyang, Jiasheng Ye, Yu Chen, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2021 | ACL | Event Detection as Graph Parsing. | Jianye Xie, Haotong Sun, Junsheng Zhou, Weiguang Qu, Xinyu Dai |
| 2021 | EMNLP | Meta-LMTC: Meta-Learning for Large-Scale Multi-Label Text Classification. | Ran Wang, Xi'ao Su, Siyu Long, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2021 | IJCAI | MEDA: Meta-Learning with Data Augmentation for Few-Shot Text Classification. | Pengfei Sun, Yawen Ouyang, Wenming Zhang, Xinyu Dai |
| 2021 | NAACL | Non-Autoregressive Translation by Learning Target Categorical Codes. | Yu Bao, Shujian Huang, Tong Xiao, Dongqi Wang, Xinyu Dai, Jiajun Chen |
| 2021 | NAACL | UniDrop: A Simple yet Effective Technique to Improve Transformer without Extra Cost. | Zhen Wu, Lijun Wu, Qi Meng, Yingce Xia, Shufang Xie, Tao Qin, Xinyu Dai, Tie-Yan Liu |
| 2021 | WWW | Dual Side Deep Context-aware Modulation for Social Recommendation. | Bairan Fu, Wenming Zhang, Guangneng Hu, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2021 | WWW | Improving Neural Question Generation using Deep Linguistic Representation. | Wei Yuan, Tieke He, Xinyu Dai |
| 2020 | AAAI | Generating Diverse Translation by Manipulating Multi-Head Attention. | Zewei Sun, Shujian Huang, Hao-Ran Wei, Xinyu Dai, Jiajun Chen |
| 2020 | ACL | Explicit Semantic Decomposition for Definition Generation. | Jiahuan Li, Yu Bao, Shujian Huang, Xinyu Dai, Jiajun Chen |
| 2020 | ACL | Dialogue State Tracking with Explicit Slot Connection Modeling. | Yawen Ouyang, Moxin Chen, Xinyu Dai, Yinggong Zhao, Shujian Huang, Jiajun Chen |
| 2020 | ACL | A Reinforced Generation of Adversarial Examples for Neural Machine Translation. | Wei Zou, Shujian Huang, Jun Xie, Xinyu Dai, Jiajun Chen |
| 2020 | CIKM | Enhance Prototypical Network with Text Descriptions for Few-shot Relation Classification. | Kaijia Yang, Nantao Zheng, Xinyu Dai, Liang He, Shujian Huang, Jiajun Chen |
| 2020 | COLING | Synonym Knowledge Enhanced Reader for Chinese Idiom Reading Comprehension. | Siyu Long, Ran Wang, Kun Tao, Jiali Zeng, Xinyu Dai |
| 2020 | COLING | Attention Transfer Network for Aspect-level Sentiment Classification. | Fei Zhao, Zhen Wu, Xinyu Dai |
| 2020 | EMNLP | Grid Tagging Scheme for End-to-End Fine-grained Opinion Extraction. | Zhen Wu, Chengcan Ying, Fei Zhao, Zhifang Fan, Xinyu Dai, Rui Xia |
| 2020 | PAKDD | MSGE: A Multi-step Gated Model for Knowledge Graph Completion. | Chunyang Tan, Kaijia Yang, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2019 | EMNLP | GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level. | Zixian Huang, Yulin Shen, Xiao Li, Yuang Wei, Gong Cheng, Lin Zhou, Xinyu Dai, Yuzhong Qu |
| 2019 | NAACL | Exploiting Noisy Data in Distant Supervision Relation Classification. | Kaijia Yang, Liang He, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2019 | PAKDD | MSNE: A Novel Markov Chain Sampling Strategy for Network Embedding. | Ran Wang, Yang Song, Xinyu Dai |
| 2019 | PAKDD | PCANE: Preserving Context Attributes for Network Embedding. | Danhao Zhu, Xinyu Dai, Kaijia Yang, Jiajun Chen, Yong He |
| 2018 | NAACL | Combining Character and Word Information in Neural Machine Translation Using a Multi-Level Attention. | Huadong Chen, Shujian Huang, David Chiang, Xinyu Dai, Jiajun Chen |
| 2017 | IJCAI | Deep Matrix Factorization Models for Recommender Systems. | Hong-Jian Xue, Xinyu Dai, Jianbing Zhang, Shujian Huang, Jiajun Chen |
| 2017 | IJCAI | AGRA: An Analysis-Generation-Ranking Framework for Automatic Abbreviation from Paper Titles. | Jianbing Zhang, Yixin Sun, Shujian Huang, Cam-Tu Nguyen, Xiaoliang Wang, Xinyu Dai, Jiajun Chen, Yang Yu |
| 2017 | PAKDD | Integrating Reviews into Personalized Ranking for Cold Start Recommendation. | Guang-Neng Hu, Xinyu Dai |
| 2016 | ACL | A Search-Based Dynamic Reranking Model for Dependency Parsing. | Hao Zhou, Yue Zhang, Shujian Huang, Junsheng Zhou, Xinyu Dai, Jiajun Chen |
| 2016 | IJCNN | Tagging Chinese microblogger via sparse feature selection. | Di Shang, Xinyu Dai, Shujian Huang, Yi Li, Jiajun Chen |
| 2016 | LREC | Evaluating a Deterministic Shift-Reduce Neural Parser for Constituent Parsing. | Hao Zhou, Yue Zhang, Shujian Huang, Xinyu Dai, Jiajun Chen |
| 2016 | NAACL | PRIMT: A Pick-Revise Framework for Interactive Machine Translation. | Shanbo Cheng, Shujian Huang, Huadong Chen, Xinyu Dai, Jiajun Chen |
| 2015 | ACL | Non-linear Learning for Statistical Machine Translation. | Shujian Huang, Huadong Chen, Xinyu Dai, Jiajun Chen |
| 2015 | CICLING | Sentiment Classification with Graph Sparsity Regularization. | Xinyu Dai, Chuan Cheng, Shujian Huang, Jiajun Chen |
| 2013 | PAKDD | Forgetting Word Segmentation in Chinese Text Classification with | Qiang Fu, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2012 | ACL | Enhancing Statistical Machine Translation with Character Alignment. | Ning Xi, Guangchao Tang, Xinyu Dai, Shujian Huang, Jiajun Chen |
| 2012 | PRICAI | Opinion Target Extraction for Short Comments. | Lin Shang, Haipeng Wang, Xinyu Dai, Mengjie Zhang |
| 2010 | CICLING | Chinese Event Descriptive Clause Splitting with Structured SVMs. | Junsheng Zhou, Yabing Zhang, Xinyu Dai, Jiajun Chen |
| 2010 | CoNLL | Improving Word Alignment by Semi-Supervised Ensemble. | Shujian Huang, Kangxi Li, Xinyu Dai, Jiajun Chen |
| 2009 | ICONIP | Finding Appropriate Turning Point for Text Sentiment Polarity. | Haipeng Wang, Lin Shang, Xinyu Dai, Cunyan Yin |
| 2008 | FlAIRS | Incorporating Latent Semantic Indexing into Spectral Graph Transducer for Text Classification. | Xinyu Dai, Baoming Tian, Junsheng Zhou, Jiajun Chen |