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On the Influence of Masking Policies in Intermediate Pre-training


Apr 18, 2021
Qinyuan Ye, Belinda Z. Li, Sinong Wang, Benjamin Bolte, Hao Ma, Wen-tau Yih, Xiang Ren, Madian Khabsa


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CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP


Apr 18, 2021
Qinyuan Ye, Bill Yuchen Lin, Xiang Ren


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FedNLP: A Research Platform for Federated Learning in Natural Language Processing


Apr 18, 2021
Bill Yuchen Lin, Chaoyang He, Zihang Zeng, Hulin Wang, Yufen Huang, Mahdi Soltanolkotabi, Xiang Ren, Salman Avestimehr

* Github link: https://github.com/FedML-AI/FedNLP 

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Lifelong Learning of Few-shot Learners across NLP Tasks


Apr 18, 2021
Xisen Jin, Mohammad Rostami, Xiang Ren

* 9 pages 

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SalKG: Learning From Knowledge Graph Explanations for Commonsense Reasoning


Apr 18, 2021
Aaron Chan, Soumya Sanyal, Boyuan Long, Jiashu Xu, Tanishq Gupta, Xiang Ren

* 12 pages, 8 figures 

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On the Strengths of Cross-Attention in Pretrained Transformers for Machine Translation


Apr 18, 2021
Mozhdeh Gheini, Xiang Ren, Jonathan May


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


Apr 18, 2021
Yuning Mao, Wenchang Ma, Deren Lei, Xiang Ren


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Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources


Mar 21, 2021
Ninareh Mehrabi, Pei Zhou, Fred Morstatter, Jay Pujara, Xiang Ren, Aram Galstyan


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Refining Neural Networks with Compositional Explanations


Mar 18, 2021
Huihan Yao, Ying Chen, Qinyuan Ye, Xisen Jin, Xiang Ren


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Modality-specific Distillation


Jan 06, 2021
Woojeong Jin, Maziar Sanjabi, Shaoliang Nie, Liang Tan, Xiang Ren, Hamed Firooz

* Preprint 

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Zero-shot Learning by Generating Task-specific Adapters


Jan 02, 2021
Qinyuan Ye, Xiang Ren


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RiddleSense: Answering Riddle Questions as Commonsense Reasoning


Jan 02, 2021
Bill Yuchen Lin, Ziyi Wu, Yichi Yang, Dong-Ho Lee, Xiang Ren

* 10 pages, 6 figures; Project page: https://inklab.usc.edu/RiddleSense 

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Studying Strategically: Learning to Mask for Closed-book QA


Jan 01, 2021
Qinyuan Ye, Belinda Z. Li, Sinong Wang, Benjamin Bolte, Hao Ma, Wen-tau Yih, Xiang Ren, Madian Khabsa


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DEER: A Data Efficient Language Model for Event Temporal Reasoning


Dec 30, 2020
Rujun Han, Xiang Ren, Nanyun Peng


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Learning Contextualized Knowledge Structures for Commonsense Reasoning


Oct 24, 2020
Jun Yan, Mrigank Raman, Tianyu Zhang, Ryan Rossi, Handong Zhao, Sungchul Kim, Nedim Lipka, Xiang Ren


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Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation


Oct 24, 2020
Mrigank Raman, Siddhant Agarwal, Peifeng Wang, Aaron Chan, Hansen Wang, Sungchul Kim, Ryan Rossi, Handong Zhao, Nedim Lipka, Xiang Ren

* 13 pages, 9 figures 

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Efficiently Mitigating Classification Bias via Transfer Learning


Oct 24, 2020
Xisen Jin, Francesco Barbieri, Aida Mostafazadeh Davani, Brendan Kennedy, Leonardo Neves, Xiang Ren

* 10 pages 

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Differentiable Open-Ended Commonsense Reasoning


Oct 24, 2020
Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Xiang Ren, William W. Cohen

* Work in progress. Project page: https://yuchenlin.xyz/opencsr/ 

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Fair Hate Speech Detection through Evaluation of Social Group Counterfactuals


Oct 24, 2020
Aida Mostafazadeh Davani, Ali Omrani, Brendan Kennedy, Mohammad Atari, Xiang Ren, Morteza Dehghani


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Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation


Oct 24, 2020
Yuning Mao, Xiang Ren, Heng Ji, Jiawei Han


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One-shot Learning for Temporal Knowledge Graphs


Oct 23, 2020
Mehrnoosh Mirtaheri, Mohammad Rostami, Xiang Ren, Fred Morstatter, Aram Galstyan


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Will This Idea Spread Beyond Academia? Understanding Knowledge Transfer of Scientific Concepts across Text Corpora


Oct 13, 2020
Hancheng Cao, Mengjie Cheng, Zhepeng Cen, Daniel A. McFarland, Xiang Ren

* EMNLP 2020 Findings 

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


Sep 30, 2020
Yuning Mao, Yanru Qu, Yiqing Xie, Xiang Ren, Jiawei Han

* EMNLP 2020 

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


Sep 29, 2020
Jiaming Shen, Wenda Qiu, Jingbo Shang, Michelle Vanni, Xiang Ren, Jiawei Han

* EMNLP 2020 

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Two Step Joint Model for Drug Drug Interaction Extraction


Aug 28, 2020
Siliang Tang, Qi Zhang, Tianpeng Zheng, Mengdi Zhou, Zhan Chen, Lixing Shen, Xiang Ren, Yueting Zhuang, Shiliang Pu, Fei Wu

* 8 pages, 6 figures 

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Gradient Based Memory Editing for Task-Free Continual Learning


Jun 27, 2020
Xisen Jin, Junyi Du, Xiang Ren

* 4th LifelongML [email protected] 2020 

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Screenplay Quality Assessment: Can We Predict Who Gets Nominated?


May 13, 2020
Ming-Chang Chiu, Tiantian Feng, Xiang Ren, Shrikanth Narayanan

* 4 pages, 3 figures, accepted to ACL NUSE workshop 2020 

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Contextualizing Hate Speech Classifiers with Post-hoc Explanation


May 05, 2020
Brendan Kennedy, Xisen Jin, Aida Mostafazadeh Davani, Morteza Dehghani, Xiang Ren

* To appear in Proceedings of the 2020 Annual Conference of the Association for Computational Linguistics 

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Teaching Machine Comprehension with Compositional Explanations


May 02, 2020
Qinyuan Ye, Xiao Huang, Xiang Ren


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