| 2026 | ACL | Attention Weights as an Indicator: Analyzing and Improving Document Utilization in Retrieval-Augmented Generation. | Jing Jin, Yuhan Song, Wen Luo, Houfeng Wang |
| 2026 | ACL | Two Pathways to Truthfulness: On the Intrinsic Encoding of LLM Hallucinations. | Wen Luo, Guangyue Peng, Wei Li, Shaohang Wei, Feifan Song, Liang Wang, Nan Yang, Xingxing Zhang, Jing Jin, Furu Wei, Houfeng Wang |
| 2026 | ACL | Investigating More Explainable and Partition-Free Compositionality Estimation for LLMs: A Rule-Generation Perspective. | Ziyao Xu, Cong Wang, Houfeng Wang |
| 2026 | ACL | Beyond Transcription: Unified Audio Schema for Perception-Aware AudioLLMs. | Linhao Zhang, Yuhan Song, Aiwei Liu, Chuhan Wu, Sijun Zhang, Wei Jia, Yuan Liu, Houfeng Wang, Zhou Xiao |
| 2026 | WWW | P-Aligner: Pre-Aligning LLMs via Principled Instruction Synthesis. | Feifan Song, Bofei Gao, Yifan Song, Yi Liu, Weimin Xiong, Yuyang Song, Tianyu Liu, Guoyin Wang, Houfeng Wang |
| 2025 | ACL | Odysseus Navigates the Sirens' Song: Dynamic Focus Decoding for Factual and Diverse Open-Ended Text Generation. | Wen Luo, Feifan Song, Wei Li, Guangyue Peng, Shaohang Wei, Houfeng Wang |
| 2025 | ACL | Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding. | Feifan Song, Shaohang Wei, Wen Luo, Yuxuan Fan, Tianyu Liu, Guoyin Wang, Houfeng Wang |
| 2025 | ACL | FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation. | Wei Li, Xin Zhang, Zhongxin Guo, Shaoguang Mao, Wen Luo, Guangyue Peng, Yangyu Huang, Houfeng Wang, Scarlett Li |
| 2025 | ACL | Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory. | Guangyue Peng, Tao Ge, Wen Luo, Wei Li, Houfeng Wang |
| 2025 | ACL | Encode Errors: Representational Retrieval of In-Context Demonstrations for Multilingual Grammatical Error Correction. | Guangyue Peng, Wei Li, Wen Luo, Houfeng Wang |
| 2025 | EMNLP | MC²: A Minimum-Coverage and Dataset-Agnostic Framework for Compositional Generalization of LLMs on Semantic Parsing. | Ziyao Xu, Zhe Yang, Houfeng Wang |
| 2025 | NAACL | Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error Correction. | Wei Li, Wen Luo, Guangyue Peng, Houfeng Wang |
| 2025 | NAACL | Instantly Learning Preference Alignment via In-context DPO. | Feifan Song, Yuxuan Fan, Xin Zhang, Peiyi Wang, Houfeng Wang |
| 2025 | NAACL | Investigating the (De)Composition Capabilities of Large Language Models in Natural-to-Formal Language Conversion. | Ziyao Xu, Houfeng Wang |
| 2024 | AAAI | Preference Ranking Optimization for Human Alignment. | Feifan Song, Bowen Yu, Minghao Li, Haiyang Yu, Fei Huang, Yongbin Li, Houfeng Wang |
| 2024 | ACL | Detection-Correction Structure via General Language Model for Grammatical Error Correction. | Wei Li, Houfeng Wang |
| 2024 | ACL | SPOR: A Comprehensive and Practical Evaluation Method for Compositional Generalization in Data-to-Text Generation. | Ziyao Xu, Houfeng Wang |
| 2024 | COLING | Scaling Data Diversity for Fine-Tuning Language Models in Human Alignment. | Feifan Song, Bowen Yu, Hao Lang, Haiyang Yu, Fei Huang, Houfeng Wang, Yongbin Li |
| 2024 | COLING | Select High-quality Synthetic QA Pairs to Augment Training Data in MRC under the Reward Guidance of Generative Language Models. | Jing Jin, Houfeng Wang |
| 2024 | COLING | Would You Like to Make a Donation? A Dialogue System to Persuade You to Donate. | Yuhan Song, Houfeng Wang |
| 2024 | COLING | Utilizing Local Hierarchy with Adversarial Training for Hierarchical Text Classification. | Zihan Wang, Peiyi Wang, Houfeng Wang |
| 2024 | EMNLP | DVD: Dynamic Contrastive Decoding for Knowledge Amplification in Multi-Document Question Answering. | Jing Jin, Houfeng Wang, Hao Zhang, Xiaoguang Li, Zhijiang Guo |
| 2024 | ICASSP | A Unified Framework for Multi-Intent Spoken Language Understanding with Prompting. | Feifan Song, Lianzhe Huang, Houfeng Wang |
| 2023 | KDD | A Sequence-to-Sequence Approach with Mixed Pointers to Topic Segmentation and Segment Labeling. | Jinxiong Xia, Houfeng Wang |
| 2022 | AAAI | Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss. | Yantao Gong, Cao Liu, Fan Yang, Xunliang Cai, Guanglu Wan, Jiansong Chen, Weipeng Zhang, Houfeng Wang |
| 2022 | ACL | Adjusting the Precision-Recall Trade-Off with Align-and-Predict Decoding for Grammatical Error Correction. | Xin Sun, Houfeng Wang |
| 2022 | ACL | Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification. | Zihan Wang, Peiyi Wang, Lianzhe Huang, Xin Sun, Houfeng Wang |
| 2022 | COLING | Original Content Is All You Need! an Empirical Study on Leveraging Answer Summary for WikiHowQA Answer Selection Task. | Liang Wen, Juan Li, Houfeng Wang, Yingwei Luo, Xiaolin Wang, Xiaodong Zhang, Zhicong Cheng, Dawei Yin |
| 2022 | COLING | Multi-Layer Pseudo-Siamese Biaffine Model for Dependency Parsing. | Ziyao Xu, Houfeng Wang, Bingdong Wang |
| 2022 | EMNLP | Learning Invariant Representation Improves Robustness for MRC Models. | Yu Hai, Liang Wen, Haoran Meng, Tianyu Liu, Houfeng Wang |
| 2022 | EMNLP | Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual Prompt. | Lianzhe Huang, Shuming Ma, Dongdong Zhang, Furu Wei, Houfeng Wang |
| 2022 | EMNLP | HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification. | Zihan Wang, Peiyi Wang, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui, Houfeng Wang |
| 2022 | EMNLP | M3: A Multi-View Fusion and Multi-Decoding Network for Multi-Document Reading Comprehension. | Liang Wen, Houfeng Wang, Yingwei Luo, Xiaolin Wang |
| 2022 | ICASSP | A Question-Oriented Propagation Network for News Reading Comprehension. | Liang Wen, Houfeng Wang, Dehong Ma, Jun Fan, Yingwei Luo, Xiaolin Wang, Daiting Shi, Zhicong Cheng, Dawei Yin |
| 2022 | IJCAI | A Unified Strategy for Multilingual Grammatical Error Correction with Pre-trained Cross-Lingual Language Model. | Xin Sun, Tao Ge, Shuming Ma, Jingjing Li, Furu Wei, Houfeng Wang |
| 2022 | SIGIR | Dialogue Topic Segmentation via Parallel Extraction Network with Neighbor Smoothing. | Jinxiong Xia, Cao Liu, Jiansong Chen, Yuchen Li, Fan Yang, Xunliang Cai, Guanglu Wan, Houfeng Wang |
| 2021 | AAAI | Towards Semantics-Enhanced Pre-Training: Can Lexicon Definitions Help Learning Sentence Meanings? | Xuancheng Ren, Xu Sun, Houfeng Wang, Qun Liu |
| 2021 | ACL | Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding. | Xin Sun, Tao Ge, Furu Wei, Houfeng Wang |
| 2021 | ACL | Do It Once: An Embarrassingly Simple Joint Matching Approach to Response Selection. | Linhao Zhang, Dehong Ma, Sujian Li, Houfeng Wang |
| 2021 | CIKM | Density-Based Dynamic Curriculum Learning for Intent Detection. | Yantao Gong, Cao Liu, Jiazhen Yuan, Fan Yang, Xunliang Cai, Guanglu Wan, Jiansong Chen, Ruiyao Niu, Houfeng Wang |
| 2020 | AAAI | Graph LSTM with Context-Gated Mechanism for Spoken Language Understanding. | Linhao Zhang, Dehong Ma, Xiaodong Zhang, Xiaohui Yan, Houfeng Wang |
| 2020 | AAAI | MaskGEC: Improving Neural Grammatical Error Correction via Dynamic Masking. | Zewei Zhao, Houfeng Wang |
| 2020 | COLING | Syntax-Aware Graph Attention Network for Aspect-Level Sentiment Classification. | Lianzhe Huang, Xin Sun, Sujian Li, Linhao Zhang, Houfeng Wang |
| 2020 | IJCNN | Estimating Minimum Operation Steps via Memory-based Recurrent Calculation Network. | Lei Sha, Chen Shi, Qi Chen, Lintao Zhang, Houfeng Wang |
| 2019 | ACL | Exploring Sequence-to-Sequence Learning in Aspect Term Extraction. | Dehong Ma, Sujian Li, Fangzhao Wu, Xing Xie, Houfeng Wang |
| 2019 | EMNLP | Text Level Graph Neural Network for Text Classification. | Lianzhe Huang, Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang |
| 2018 | AAAI | Duplicate Question Identification by Integrating FrameNet With Neural Networks. | Xiaodong Zhang, Xu Sun, Houfeng Wang |
| 2018 | ACL | Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach. | Jingjing Xu, Xu Sun, Qi Zeng, Xiaodong Zhang, Xuancheng Ren, Houfeng Wang, Wenjie Li |
| 2018 | ACL | Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization. | Shuming Ma, Xu Sun, Junyang Lin, Houfeng Wang |
| 2018 | ACL | Question Condensing Networks for Answer Selection in Community Question Answering. | Wei Wu, Xu Sun, Houfeng Wang |
| 2018 | COLING | A Neural Question Answering Model Based on Semi-Structured Tables. | Hao Wang, Xiaodong Zhang, Shuming Ma, Xu Sun, Houfeng Wang, Mengxiang Wang |
| 2018 | COLING | SGM: Sequence Generation Model for Multi-label Classification. | Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma, Wei Wu, Houfeng Wang |
| 2018 | EMNLP | simNet: Stepwise Image-Topic Merging Network for Generating Detailed and Comprehensive Image Captions. | Fenglin Liu, Xuancheng Ren, Yuanxin Liu, Houfeng Wang, Xu Sun |
| 2018 | EMNLP | Joint Learning for Targeted Sentiment Analysis. | Dehong Ma, Sujian Li, Houfeng Wang |
| 2018 | EMNLP | Auto-Dialabel: Labeling Dialogue Data with Unsupervised Learning. | Chen Shi, Qi Chen, Lei Sha, Sujian Li, Xu Sun, Houfeng Wang, Lintao Zhang |
| 2018 | EMNLP | Phrase-level Self-Attention Networks for Universal Sentence Encoding. | Wei Wu, Houfeng Wang, Tianyu Liu, Shuming Ma |
| 2017 | AAAI | Attentive Interactive Neural Networks for Answer Selection in Community Question Answering. | Xiaodong Zhang, Sujian Li, Lei Sha, Houfeng Wang |
| 2017 | ACL | Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization. | Shuming Ma, Xu Sun, Jingjing Xu, Houfeng Wang, Wenjie Li, Qi Su |
| 2017 | ACL | A Two-Stage Parsing Method for Text-Level Discourse Analysis. | Yizhong Wang, Sujian Li, Houfeng Wang |
| 2017 | EMNLP | Learning to Rank Semantic Coherence for Topic Segmentation. | Liang Wang, Sujian Li, Yajuan Lv, Houfeng Wang |
| 2017 | EMNLP | Noise-Clustered Distant Supervision for Relation Extraction: A Nonparametric Bayesian Perspective. | Qing Zhang, Houfeng Wang |
| 2017 | ICML | meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting. | Xu Sun, Xuancheng Ren, Shuming Ma, Houfeng Wang |
| 2017 | IJCAI | Interactive Attention Networks for Aspect-Level Sentiment Classification. | Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang |
| 2017 | IJCNLP | Addressing Domain Adaptation for Chinese Word Segmentation with Global Recurrent Structure. | Shen Huang, Xu Sun, Houfeng Wang |
| 2017 | IJCNLP | Cascading Multiway Attentions for Document-level Sentiment Classification. | Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang, Xu Sun |
| 2017 | IJCNLP | Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse Relation Classification. | Yizhong Wang, Sujian Li, Jingfeng Yang, Xu Sun, Houfeng Wang |
| 2016 | ACL | Bidirectional Recurrent Convolutional Neural Network for Relation Classification. | Rui Cai, Xiaodong Zhang, Houfeng Wang |
| 2016 | ACL | Knowledge-Based Semantic Embedding for Machine Translation. | Chen Shi, Shujie Liu, Shuo Ren, Shi Feng, Mu Li, Ming Zhou, Xu Sun, Houfeng Wang |
| 2016 | IJCAI | Collaborative Filtering with Generalized Laplacian Constraint via Overlapping Decomposition. | Qing Zhang, Houfeng Wang |
| 2016 | IJCAI | A Joint Model of Intent Determination and Slot Filling for Spoken Language Understanding. | Xiaodong Zhang, Houfeng Wang |
| 2016 | SIGIR | Not All Links Are Created Equal: An Adaptive Embedding Approach for Social Personalized Ranking. | Qing Zhang, Houfeng Wang |
| 2015 | ACL | Learning Summary Prior Representation for Extractive Summarization. | Ziqiang Cao, Furu Wei, Sujian Li, Wenjie Li, Ming Zhou, Houfeng Wang |
| 2015 | ACL | A Dependency-Based Neural Network for Relation Classification. | Yang Liu, Furu Wei, Sujian Li, Heng Ji, Ming Zhou, Houfeng Wang |
| 2015 | CIKM | Improving Collaborative Filtering via Hidden Structured Constraint. | Qing Zhang, Houfeng Wang |
| 2015 | EMNLP | Multi-label Text Categorization with Joint Learning Predictions-as-Features Method. | Li Li, Houfeng Wang, Xu Sun, Baobao Chang, Shi Zhao, Lei Sha |
| 2015 | PAKDD | Collaborative Multi-view Learning with Active Discriminative Prior for Recommendation. | Qing Zhang, Houfeng Wang |
| 2014 | CIKM | Probabilistic Classifier Chain Inference via Gibbs Sampling. | Li Li, Longkai Zhang, Guangyi Li, Houfeng Wang |
| 2014 | COLING | Multi-view Chinese Treebanking. | Likun Qiu, Yue Zhang, Peng Jin, Houfeng Wang |
| 2014 | COLING | Collaborative Topic Regression with Multiple Graphs Factorization for Recommendation in Social Media. | Qing Zhang, Houfeng Wang |
| 2014 | CoNLL | A Unified Framework for Grammar Error Correction. | Longkai Zhang, Houfeng Wang |
| 2014 | EMNLP | Muli-label Text Categorization with Hidden Components. | Li Li, Longkai Zhang, Houfeng Wang |
| 2014 | EMNLP | Predicting Chinese Abbreviations with Minimum Semantic Unit and Global Constraints. | Longkai Zhang, Li Li, Houfeng Wang, Xu Sun |
| 2014 | EMNLP | Go Climb a Dependency Tree and Correct the Grammatical Errors. | Longkai Zhang, Houfeng Wang |
| 2014 | EMNLP | Coarse-grained Candidate Generation and Fine-grained Re-ranking for Chinese Abbreviation Prediction. | Longkai Zhang, Houfeng Wang, Xu Sun |
| 2013 | ACL | Learning Entity Representation for Entity Disambiguation. | Zhengyan He, Shujie Liu, Mu Li, Ming Zhou, Longkai Zhang, Houfeng Wang |
| 2013 | ACL | Improving Chinese Word Segmentation on Micro-blog Using Rich Punctuations. | Longkai Zhang, Li Li, Zhengyan He, Houfeng Wang, Ni Sun |
| 2013 | EMNLP | Efficient Collective Entity Linking with Stacking. | Zhengyan He, Shujie Liu, Yang Song, Mu Li, Ming Zhou, Houfeng Wang |
| 2013 | EMNLP | Exploring Representations from Unlabeled Data with Co-training for Chinese Word Segmentation. | Longkai Zhang, Houfeng Wang, Xu Sun, Mairgup Mansur |
| 2013 | IJCNLP | Generalized Abbreviation Prediction with Negative Full Forms and Its Application on Improving Chinese Web Search. | Xu Sun, Wenjie Li, Fanqi Meng, Houfeng Wang |
| 2012 | ACL | Cross-Lingual Mixture Model for Sentiment Classification. | Xinfan Meng, Furu Wei, Xiaohua Liu, Ming Zhou, Ge Xu, Houfeng Wang |
| 2012 | ACL | Fast Online Training with Frequency-Adaptive Learning Rates for Chinese Word Segmentation and New Word Detection. | Xu Sun, Houfeng Wang, Wenjie Li |
| 2012 | COLING | A Comparison and Improvement of Online Learning Algorithms for Sequence Labeling. | Zhengyan He, Houfeng Wang |
| 2012 | COLING | Lost in Translations? Building Sentiment Lexicons using Context Based Machine Translation. | Xinfan Meng, Furu Wei, Ge Xu, Longkai Zhang, Xiaohua Liu, Ming Zhou, Houfeng Wang |
| 2012 | COLING | Constructing Chinese Abbreviation Dictionary: A Stacked Approach. | Longkai Zhang, Sujian Li, Houfeng Wang, Ni Sun, Xinfan Meng |
| 2012 | EMNLP | Joint Learning for Coreference Resolution with Markov Logic. | Yang Song, Jing Jiang, Wayne Xin Zhao, Sujian Li, Houfeng Wang |
| 2012 | KDD | Entity-centric topic-oriented opinion summarization in twitter. | Xinfan Meng, Furu Wei, Xiaohua Liu, Ming Zhou, Sujian Li, Houfeng Wang |
| 2011 | CoNLL | Link Type Based Pre-Cluster Pair Model for Coreference Resolution. | Yang Song, Houfeng Wang, Jing Jiang |
| 2011 | ICNC | Semi-supervised Chinese contextual polarity classification with automatic feature selection. | Ge Xu, Houfeng Wang |
| 2010 | COLING | Build Chinese Emotion Lexicons Using A Graph-based Algorithm and Multiple Resources. | Ge Xu, Xinfan Meng, Houfeng Wang |
| 2009 | ACL | Clustering Technique in Multi-Document Personal Name Disambiguation. | Chen Chen, Junfeng Hu, Houfeng Wang |
| 2009 | ACL | Mining User Reviews: from Specification to Summarization. | Xinfan Meng, Houfeng Wang |
| 2008 | IJCNLP | Bootstrapping Both Product Features and Opinion Words from Chinese Customer Reviews with Cross-Inducing. | Bo Wang, Houfeng Wang |
| 2008 | IJCNLP | Chinese Named Entity Recognition and Word Segmentation Based on Character. | Jingzhou He, Houfeng Wang |
| 2007 | SNPD | A Hibrid Model for Computational Morphology Application. | Yang Xu, Houfeng Wang |
| 2006 | CICLING | Chinese Noun Phrase Metaphor Recognition with Maximum Entropy Approach. | Zhimin Wang, Houfeng Wang, Huiming Duan, Shuang Han, Shiwen Yu |
| 2006 | PRICAI | Chinese Abbreviation-Definition Identification: A SVM Approach Using Context Information. | Xu Sun, Houfeng Wang, Yu Zhang |
| 2005 | CICLING | A Simple Rule-Based Approach to Organization Name Recognition in Chinese Text. | Houfeng Wang, Shi Wuguang |
| 2004 | CICLING | A Combining Approach to Automatic Keyphrases Indexing for Chinese News Documents. | Houfeng Wang, Sujian Li, Shiwen Yu, Byeong Kwu Kang |
| 2004 | CICLING | An Empirical Study on Pronoun Resolution in Chinese. | Houfeng Wang, Zheng Mei |
| 2003 | PACLIC | News-Oriented Keyword Indexing with Maximum Entropy Principle. | Sujian Li, Houfeng Wang, Shiwen Yu, Chengsheng Xin |