Dynosaur: A Dynamic Growth Paradigm for Instruction-Tuning Data Curation EMNLP

Da Yin | Xiao Liu | Fan Yin | Ming Zhong | Hritik Bansal | Jiawei Han | Kai-Wei Chang |

Open-Domain Hierarchical Event Schema Induction by Incremental Prompting and Verification ACL

Sha Li | Ruining Zhao | Manling Li | Heng Ji | Chris Callison-Burch | Jiawei Han |

Text Augmented Open Knowledge Graph Completion via Pre-Trained Language Models F i n d i n g s - A C L

Pengcheng Jiang | Shivam Agarwal | Bowen Jin | Xuan Wang | Jimeng Sun | Jiawei Han |

MEGClass: Extremely Weakly Supervised Text Classification via Mutually-Enhancing Text Granularities F i n d i n g s - E M N L P

Priyanka Kargupta | Tanay Komarlu | Susik Yoon | Xuan Wang | Jiawei Han |

Large Language Models Can Self-Improve EMNLP

Jiaxin Huang | Shixiang Gu | Le Hou | Yuexin Wu | Xuezhi Wang | Hongkun Yu | Jiawei Han |

Augmenting Zero-Shot Dense Retrievers with Plug-in Mixture-of-Memories EMNLP

Suyu Ge | Chenyan Xiong | Corby Rosset | Arnold Overwijk | Jiawei Han | Paul Bennett |

ReactIE: Enhancing Chemical Reaction Extraction with Weak Supervision F i n d i n g s - A C L

Ming Zhong | Siru Ouyang | Minhao Jiang | Vivian Hu | Yizhu Jiao | Xuan Wang | Jiawei Han |

Compositional Data Augmentation for Abstractive Conversation Summarization ACL

Siru Ouyang | Jiaao Chen | Jiawei Han | Diyi Yang |

GLEN: General-Purpose Event Detection for Thousands of Types EMNLP

Sha Li | Qiusi Zhan | Kathryn Conger | Martha Palmer | Heng Ji | Jiawei Han |

Reaction Miner: An Integrated System for Chemical Reaction Extraction from Textual Data EMNLP

Ming Zhong | Siru Ouyang | Yizhu Jiao | Priyanka Kargupta | Leo Luo | Yanzhen Shen | Bobby Zhou | Xianrui Zhong | Xuan Liu | Hongxiang Li | Jinfeng Xiao | Minhao Jiang | Vivian Hu | Xuan Wang | Heng Ji | Martin Burke | Huimin Zhao | Jiawei Han |

PIEClass: Weakly-Supervised Text Classification with Prompting and Noise-Robust Iterative Ensemble Training EMNLP

Yunyi Zhang | Minhao Jiang | Yu Meng | Yu Zhang | Jiawei Han |

DynaMiTE: Discovering Explosive Topic Evolutions with User Guidance F i n d i n g s - A C L

Nishant Balepur | Shivam Agarwal | Karthik Venkat Ramanan | Susik Yoon | Diyi Yang | Jiawei Han |

The Shifted and The Overlooked: A Task-oriented Investigation of User-GPT Interactions EMNLP

Siru Ouyang | Shuohang Wang | Yang Liu | Ming Zhong | Yizhu Jiao | Dan Iter | Reid Pryzant | Chenguang Zhu | Heng Ji | Jiawei Han |

Patton: Language Model Pretraining on Text-Rich Networks ACL

Bowen Jin | Wentao Zhang | Yu Zhang | Yu Meng | Xinyang Zhang | Qi Zhu | Jiawei Han |

RESIN-EDITOR: A Schema-guided Hierarchical Event Graph Visualizer and Editor EMNLP

Khanh Duy Nguyen | Zixuan Zhang | Reece Suchocki | Sha Li | Martha Palmer | Susan Windisch Brown | Jiawei Han | Heng Ji |

Instruct and Extract: Instruction Tuning for On-Demand Information Extraction EMNLP

Yizhu Jiao | Ming Zhong | Sha Li | Ruining Zhao | Siru Ouyang | Heng Ji | Jiawei Han |

Phrase-aware Unsupervised Constituency Parsing ACL

Xiaotao Gu | Yikang Shen | Jiaming Shen | Jingbo Shang | Jiawei Han |

UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning ACL

Yuning Mao | Lambert Mathias | Rui Hou | Amjad Almahairi | Hao Ma | Jiawei Han | Scott Yih | Madian Khabsa |

Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion ACL Findings

Yiqing Xie | Jiaming Shen | Sha Li | Yuning Mao | Jiawei Han |

Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds NAACL

Yu Zhang | Yu Meng | Xuan Wang | Sheng Wang | Jiawei Han |

RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios NAACL

Xinya Du | Zixuan Zhang | Sha Li | Pengfei Yu | Hongwei Wang | Tuan Lai | Xudong Lin | Ziqi Wang | Iris Liu | Ben Zhou | Haoyang Wen | Manling Li | Darryl Hannan | Jie Lei | Hyounghun Kim | Rotem Dror | Haoyu Wang | Michael Regan | Qi Zeng | Qing Lyu | Charles Yu | Carl Edwards | Xiaomeng Jin | Yizhu Jiao | Ghazaleh Kazeminejad | Zhenhailong Wang | Chris Callison-Burch | Mohit Bansal | Carl Vondrick | Jiawei Han | Dan Roth | Shih-Fu Chang | Martha Palmer | Heng Ji |

SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction NAACL

Yuxin Xiao | Zecheng Zhang | Yuning Mao | Carl Yang | Jiawei Han |

Unsupervised Multi-Granularity Summarization F i n d i n g s - E M N L P

Ming Zhong | Yang Liu | Suyu Ge | Yuning Mao | Yizhu Jiao | Xingxing Zhang | Yichong Xu | Chenguang Zhu | Michael Zeng | Jiawei Han |

Open Relation and Event Type Discovery with Type Abstraction EMNLP

Sha Li | Heng Ji | Jiawei Han |

PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion F i n d i n g s - E M N L P

Jianhao Shen | Chenguang Wang | Ye Yuan | Jiawei Han | Heng Ji | Koushik Sen | Ming Zhang | Dawn Song |

Topic Taxonomy Expansion via Hierarchy-Aware Topic Phrase Generation F i n d i n g s - E M N L P

Dongha Lee | Jiaming Shen | Seonghyeon Lee | Susik Yoon | Hwanjo Yu | Jiawei Han |

CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision EMNLP

Yuning Mao | Ming Zhong | Jiawei Han |

Open-Vocabulary Argument Role Prediction For Event Extraction F i n d i n g s - E M N L P

Yizhu Jiao | Sha Li | Yiqing Xie | Ming Zhong | Heng Ji | Jiawei Han |

Towards a Unified Multi-Dimensional Evaluator for Text Generation EMNLP

Ming Zhong | Yang Liu | Da Yin | Yuning Mao | Yizhu Jiao | Pengfei Liu | Chenguang Zhu | Heng Ji | Jiawei Han |

COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation NAACL

Qingyun Wang | Manling Li | Xuan Wang | Nikolaus Parulian | Guangxing Han | Jiawei Ma | Jingxuan Tu | Ying Lin | Ranran Haoran Zhang | Weili Liu | Aabhas Chauhan | Yingjun Guan | Bangzheng Li | Ruisong Li | Xiangchen Song | Yi Fung | Heng Ji | Jiawei Han | Shih-Fu Chang | James Pustejovsky | Jasmine Rah | David Liem | Ahmed ELsayed | Martha Palmer | Clare Voss | Cynthia Schneider | Boyan Onyshkevych |

On the Transformer Growth for Progressive BERT Training NAACL

Xiaotao Gu | Liyuan Liu | Hongkun Yu | Jing Li | Chen Chen | Jiawei Han |

TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names NAACL

Jiaming Shen | Wenda Qiu | Yu Meng | Jingbo Shang | Xiang Ren | Jiawei Han |

Open-Domain Question Answering with Pre-Constructed Question Spaces NAACL

Jinfeng Xiao | Lidan Wang | Franck Dernoncourt | Trung Bui | Tong Sun | Jiawei Han |

Event Time Extraction and Propagation via Graph Attention Networks NAACL

Haoyang Wen | Yanru Qu | Heng Ji | Qiang Ning | Jiawei Han | Avi Sil | Hanghang Tong | Dan Roth |

Document-Level Event Argument Extraction by Conditional Generation NAACL

Sha Li | Heng Ji | Jiawei Han |

RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking System NAACL

Haoyang Wen | Ying Lin | Tuan Lai | Xiaoman Pan | Sha Li | Xudong Lin | Ben Zhou | Manling Li | Haoyu Wang | Hongming Zhang | Xiaodong Yu | Alexander Dong | Zhenhailong Wang | Yi Fung | Piyush Mishra | Qing Lyu | Dídac Surís | Brian Chen | Susan Windisch Brown | Martha Palmer | Chris Callison-Burch | Carl Vondrick | Jiawei Han | Dan Roth | Shih-Fu Chang | Heng Ji |

Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup ACL IJCNLP RepL4NLP

Luyu Gao | Yunyi Zhang | Jiawei Han | Jamie Callan |

Generation-Augmented Retrieval for Open-Domain Question Answering ACL IJCNLP

Yuning Mao | Pengcheng He | Xiaodong Liu | Yelong Shen | Jianfeng Gao | Jiawei Han | Weizhu Chen |

Training ELECTRA Augmented with Multi-word Selection Findings

Jiaming Shen | Jialu Liu | Tianqi Liu | Cong Yu | Jiawei Han |

Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text Generation EMNLP

Yuning Mao | Wenchang Ma | Deren Lei | Jiawei Han | Xiang Ren |

Few-Shot Named Entity Recognition: An Empirical Baseline Study EMNLP

Jiaxin Huang | Chunyuan Li | Krishan Subudhi | Damien Jose | Shobana Balakrishnan | Weizhu Chen | Baolin Peng | Jianfeng Gao | Jiawei Han |

Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training EMNLP

Yu Meng | Yunyi Zhang | Jiaxin Huang | Xuan Wang | Yu Zhang | Heng Ji | Jiawei Han |

ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision EMNLP

Xuan Wang | Vivian Hu | Xiangchen Song | Shweta Garg | Jinfeng Xiao | Jiawei Han |

Corpus-based Open-Domain Event Type Induction EMNLP

Jiaming Shen | Yunyi Zhang | Heng Ji | Jiawei Han |

Reader-Guided Passage Reranking for Open-Domain Question Answering Findings

Yuning Mao | Pengcheng He | Xiaodong Liu | Yelong Shen | Jianfeng Gao | Jiawei Han | Weizhu Chen |

The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction EMNLP

Manling Li | Sha Li | Zhenhailong Wang | Lifu Huang | Kyunghyun Cho | Heng Ji | Jiawei Han | Clare Voss |

EVIDENCEMINER: Textual Evidence Discovery for Life Sciences ACL

Xuan Wang | Yingjun Guan | Weili Liu | Aabhas Chauhan | Enyi Jiang | Qi Li | David Liem | Dibakar Sigdel | John Caufield | Peipei Ping | Jiawei Han |

Empower Entity Set Expansion via Language Model Probing ACL

Yunyi Zhang | Jiaming Shen | Jingbo Shang | Jiawei Han |

Facet-Aware Evaluation for Extractive Summarization ACL

Yuning Mao | Liyuan Liu | Qi Zhu | Xiang Ren | Jiawei Han |

Text Classification Using Label Names Only: A Language Model Self-Training Approach EMNLP

Yu Meng | Yunyi Zhang | Jiaxin Huang | Chenyan Xiong | Heng Ji | Chao Zhang | Jiawei Han |

Understanding the Difficulty of Training Transformers EMNLP

Liyuan Liu | Xiaodong Liu | Jianfeng Gao | Weizhu Chen | Jiawei Han |

SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery EMNLP

Jiaming Shen | Wenda Qiu | Jingbo Shang | Michelle Vanni | Xiang Ren | Jiawei Han |

Near-imperceptible Neural Linguistic Steganography via Self-Adjusting Arithmetic Coding EMNLP

Jiaming Shen | Heng Ji | Jiawei Han |

Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic Embedding EMNLP

Jiaxin Huang | Yu Meng | Fang Guo | Heng Ji | Jiawei Han |

Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning EMNLP

Yuning Mao | Yanru Qu | Yiqing Xie | Xiang Ren | Jiawei Han |

Hierarchical Text Classification with Reinforced Label Assignment EMNLP

Yuning Mao | Jingjing Tian | Jiawei Han | Xiang Ren |

CrossWeigh: Training Named Entity Tagger from Imperfect Annotations EMNLP

Zihan Wang | Jingbo Shang | Liyuan Liu | Lihao Lu | Jiacheng Liu | Jiawei Han |

Biomedical Event Extraction based on Knowledge-driven Tree-LSTM NAACL

Diya Li | Lifu Huang | Heng Ji | Jiawei Han |

Reliability-aware Dynamic Feature Composition for Name Tagging ACL

Ying Lin | Liyuan Liu | Heng Ji | Dong Yu | Jiawei Han |

Arabic Named Entity Recognition: What Works and What’s Next ACL WS

Liyuan Liu | Jingbo Shang | Jiawei Han |

Constrained Sequence-to-sequence Semitic Root Extraction for Enriching Word Embeddings ACL WS

Ahmed El-Kishky | Xingyu Fu | Aseel Addawood | Nahil Sobh | Clare Voss | Jiawei Han |

Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling EMNLP

Liyuan Liu | Xiang Ren | Jingbo Shang | Xiaotao Gu | Jian Peng | Jiawei Han |

Learning Named Entity Tagger using Domain-Specific Dictionary EMNLP

Jingbo Shang | Liyuan Liu | Xiaotao Gu | Xiang Ren | Teng Ren | Jiawei Han |

End-to-End Reinforcement Learning for Automatic Taxonomy Induction ACL

Yuning Mao | Xiang Ren | Jiaming Shen | Xiaotao Gu | Jiawei Han |

Entropy-Based Subword Mining with an Application to Word Embeddings NAACL SCLeM WS

Ahmed El-Kishky | Frank Xu | Aston Zhang | Stephen Macke | Jiawei Han |

Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach EMNLP

Liyuan Liu | Xiang Ren | Qi Zhu | Shi Zhi | Huan Gui | Heng Ji | Jiawei Han |

Identifying Semantically Deviating Outlier Documents EMNLP

Honglei Zhuang | Chi Wang | Fangbo Tao | Lance Kaplan | Jiawei Han |

Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences ACL

Xiang Ren | Jiaming Shen | Meng Qu | Xuan Wang | Zeqiu Wu | Qi Zhu | Meng Jiang | Fangbo Tao | Saurabh Sinha | David Liem | Peipei Ping | Richard Weinshilboum | Jiawei Han |

FastHybrid: A Hybrid Model for Efficient Answer Selection COLING

Lidan Wang | Ming Tan | Jiawei Han |

AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding EMNLP

Xiang Ren | Wenqi He | Meng Qu | Lifu Huang | Heng Ji | Jiawei Han |

Cross-media Event Extraction and Recommendation NAACL

Di Lu | Clare Voss | Fangbo Tao | Xiang Ren | Rachel Guan | Rostyslav Korolov | Tongtao Zhang | Dongang Wang | Hongzhi Li | Taylor Cassidy | Heng Ji | Shih-fu Chang | Jiawei Han | William Wallace | James Hendler | Mei Si | Lance Kaplan |

Liberal Event Extraction and Event Schema Induction ACL

Lifu Huang | Taylor Cassidy | Xiaocheng Feng | Heng Ji | Clare R. Voss | Jiawei Han | Avirup Sil |

Context-aware Entity Morph Decoding ACL IJCNLP

Boliang Zhang | Hongzhao Huang | Xiaoman Pan | Sujian Li | Chin-Yew Lin | Heng Ji | Kevin Knight | Zhen Wen | Yizhou Sun | Jiawei Han | Bulent Yener |

Successful Data Mining Methods for NLP ACL IJCNLP

Jiawei Han | Heng Ji | Yizhou Sun |

The Wisdom of Minority: Unsupervised Slot Filling Validation based on Multi-dimensional Truth-Finding COLING

Dian Yu | Hongzhao Huang | Taylor Cassidy | Heng Ji | Chi Wang | Shi Zhi | Jiawei Han | Clare Voss | Malik Magdon-Ismail |

Be Appropriate and Funny: Automatic Entity Morph Encoding ACL

Boliang Zhang | Hongzhao Huang | Xiaoman Pan | Heng Ji | Kevin Knight | Zhen Wen | Yizhou Sun | Jiawei Han | Bulent Yener |

Resolving Entity Morphs in Censored Data ACL

Hongzhao Huang | Zhen Wen | Dian Yu | Heng Ji | Yizhou Sun | Jiawei Han | He Li |

Tweet Ranking Based on Heterogeneous Networks COLING

Hongzhao Huang | Arkaitz Zubiaga | Heng Ji | Hongbo Deng | Dong Wang | Hieu Le | Tarek Abdelzaher | Jiawei Han | Alice Leung | John Hancock | Clare Voss |

Opinosis: A Graph Based Approach to Abstractive Summarization of Highly Redundant Opinions COLING

Kavita Ganesan | ChengXiang Zhai | Jiawei Han |