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CiteSum: Citation Text-guided Scientific Extreme Summarization and Low-resource Domain Adaptation

Yuning Mao , Ming Zhong , Jiawei Han

* TLDR: By pretraining on (automatically extracted) citation sentences in scientific papers, we achieve SOTA on SciTLDR, XSum, and Gigaword in zero-shot and/or few-shot settings 

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Unsupervised Summarization with Customized Granularities

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

* Preprint 

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

Yuning Mao , Lambert Mathias , Rui Hou , Amjad Almahairi , Hao Ma , Jiawei Han , Wen-tau Yih , Madian Khabsa

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

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

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Eider: Evidence-enhanced Document-level Relation Extraction

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

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Extract, Denoise, and Enforce: Evaluating and Predicting Lexical Constraints for Conditional Text Generation

Yuning Mao , Wenchang Ma , Deren Lei , Xiang Ren

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Taxonomy Completion via Triplet Matching Network

Jieyu Zhang , Xiangchen Song , Ying Zeng , Jiaze Chen , Jiaming Shen , Yuning Mao , Lei Li

* AAA1 2021 

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Reader-Guided Passage Reranking for Open-Domain Question Answering

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

* TLDR: Reranking retrieved passages by reader predictions can achieve 10~20 gains in top-1 retrieval accuracy and 1~4 gains in Exact Match (EM) without any training 

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Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation

Yuning Mao , Xiang Ren , Heng Ji , Jiawei Han

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