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CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior



Eldar David Abraham , Karel D'Oosterlinck , Amir Feder , Yair Ori Gat , Atticus Geiger , Christopher Potts , Roi Reichart , Zhengxuan Wu


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Oolong: Investigating What Makes Crosslingual Transfer Hard with Controlled Studies



Zhengxuan Wu , Isabel Papadimitriou , Alex Tamkin

* 8 pages, 5 figures 

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Causal Distillation for Language Models



Zhengxuan Wu , Atticus Geiger , Josh Rozner , Elisa Kreiss , Hanson Lu , Thomas Icard , Christopher Potts , Noah D. Goodman

* 7 pages, 2 figures 

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Inducing Causal Structure for Interpretable Neural Networks



Atticus Geiger , Zhengxuan Wu , Hanson Lu , Josh Rozner , Elisa Kreiss , Thomas Icard , Noah D. Goodman , Christopher Potts


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ReaSCAN: Compositional Reasoning in Language Grounding



Zhengxuan Wu , Elisa Kreiss , Desmond C. Ong , Christopher Potts

* NeurIPS 2021 (Dataset and Benchmarks Track) 
* 26 pages, 8 figures 

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Identifying the Limits of Cross-Domain Knowledge Transfer for Pretrained Models



Zhengxuan Wu , Nelson F. Liu , Christopher Potts

* 16 pages, 5 figures, preprint 

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Dynabench: Rethinking Benchmarking in NLP



Douwe Kiela , Max Bartolo , Yixin Nie , Divyansh Kaushik , Atticus Geiger , Zhengxuan Wu , Bertie Vidgen , Grusha Prasad , Amanpreet Singh , Pratik Ringshia , Zhiyi Ma , Tristan Thrush , Sebastian Riedel , Zeerak Waseem , Pontus Stenetorp , Robin Jia , Mohit Bansal , Christopher Potts , Adina Williams

* NAACL 2021 

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On Explaining Your Explanations of BERT: An Empirical Study with Sequence Classification



Zhengxuan Wu , Desmond C. Ong


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DynaSent: A Dynamic Benchmark for Sentiment Analysis



Christopher Potts , Zhengxuan Wu , Atticus Geiger , Douwe Kiela


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Context-Guided BERT for Targeted Aspect-Based Sentiment Analysis



Zhengxuan Wu , Desmond C. Ong


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