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When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning


May 17, 2022
Orion Weller, Kevin Seppi, Matt Gardner

* ACL 2022 

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ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension


Apr 12, 2022
Sanjay Subramanian, Will Merrill, Trevor Darrell, Matt Gardner, Sameer Singh, Anna Rohrbach

* ACL 2022 

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Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets


Mar 24, 2022
Yuxiang Wu, Matt Gardner, Pontus Stenetorp, Pradeep Dasigi

* Accepted to ACL 2022 main conference 

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Structurally Diverse Sampling Reduces Spurious Correlations in Semantic Parsing Datasets


Mar 16, 2022
Shivanshu Gupta, Sameer Singh, Matt Gardner


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Impact of Pretraining Term Frequencies on Few-Shot Reasoning


Feb 15, 2022
Yasaman Razeghi, Robert L. Logan IV, Matt Gardner, Sameer Singh


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Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks


Dec 16, 2021
Akari Asai, Matt Gardner, Hannaneh Hajishirzi

* 17 pages 

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COVR: A test-bed for Visually Grounded Compositional Generalization with real images


Sep 22, 2021
Ben Bogin, Shivanshu Gupta, Matt Gardner, Jonathan Berant

* EMNLP 2021 

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QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension


Jul 27, 2021
Anna Rogers, Matt Gardner, Isabelle Augenstein

* Under review 

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Tailor: Generating and Perturbing Text with Semantic Controls


Jul 15, 2021
Alexis Ross, Tongshuang Wu, Hao Peng, Matthew E. Peters, Matt Gardner


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Enforcing Consistency in Weakly Supervised Semantic Parsing


Jul 13, 2021
Nitish Gupta, Sameer Singh, Matt Gardner

* Published in ACL 2021 

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