Title
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Counterfactually Augmented Data and Unintended Bias: The Case of Sexism and Hate Speech Detection Indira Sen Mattia Samory Claudia Wagner Isabelle Augenstein 24 17 0 09 May 2022
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Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language Jacob Eisenstein CML 33 25 0 09 Apr 2022
How Pre-trained Language Models Capture Factual Knowledge? A Causal-Inspired Analysis Shaobo Li Xiaoguang Li Lifeng Shang Zhenhua Dong Chengjie Sun Bingquan Liu Zhenzhou Ji Xin Jiang Qun Liu KELM 26 53 0 31 Mar 2022
Can Prompt Probe Pretrained Language Models? Understanding the Invisible Risks from a Causal View Boxi Cao Hongyu Lin Xianpei Han Fangchao Liu Le Sun ELM AAML 20 41 0 23 Mar 2022
FaiRR: Faithful and Robust Deductive Reasoning over Natural Language Soumya Sanyal Harman Singh Xiang Ren ReLM LRM 24 44 0 19 Mar 2022
An Empirical Study on Explanations in Out-of-Domain Settings G. Chrysostomou Nikolaos Aletras LRM 17 27 0 28 Feb 2022
Some Reflections on Drawing Causal Inference using Textual Data: Parallels Between Human Subjects and Organized Texts Boshen Zhang Jiayao Zhang 20 4 0 02 Feb 2022
ROCK: Causal Inference Principles for Reasoning about Commonsense Causality Jiayao Zhang Hongming Zhang Weijie J. Su Dan Roth CML LRM 169 24 0 31 Jan 2022
Unsupervised Editing for Counterfactual Stories Jiangjie Chen Chun Gan Sijie Cheng Hao Zhou Yanghua Xiao Lei Li 24 12 0 10 Dec 2021
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Natural Language Processing for Smart Healthcare Binggui Zhou Guanghua Yang Zheng Shi Shaodan Ma AI4MH LM&MA 32 111 0 19 Oct 2021
Causal Direction of Data Collection Matters: Implications of Causal and Anticausal Learning for NLP Zhijing Jin Julius von Kügelgen Jingwei Ni Tejas Vaidhya Ayush Kaushal Mrinmaya Sachan Bernhard Schoelkopf CML 30 30 0 07 Oct 2021
Using Sociolinguistic Variables to Reveal Changing Attitudes Towards Sexuality and Gender Sky CH-Wang David Jurgens 24 7 0 22 Sep 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 245 237 0 10 Sep 2021
Tailor: Generating and Perturbing Text with Semantic Controls Alexis Ross Tongshuang Wu Hao Peng Matthew E. Peters Matt Gardner 136 77 0 15 Jul 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 33 48 0 20 Mar 2021
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