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Exploring The Landscape of Distributional Robustness for Question Answering Models


Oct 22, 2022
Anas Awadalla, Mitchell Wortsman, Gabriel Ilharco, Sewon Min, Ian Magnusson, Hannaneh Hajishirzi, Ludwig Schmidt

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* EMNLP Findings 2022 

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Patching open-vocabulary models by interpolating weights


Aug 10, 2022
Gabriel Ilharco, Mitchell Wortsman, Samir Yitzhak Gadre, Shuran Song, Hannaneh Hajishirzi, Simon Kornblith, Ali Farhadi, Ludwig Schmidt

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Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP


Aug 10, 2022
Thao Nguyen, Gabriel Ilharco, Mitchell Wortsman, Sewoong Oh, Ludwig Schmidt

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Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)


May 03, 2022
Alex Fang, Gabriel Ilharco, Mitchell Wortsman, Yuhao Wan, Vaishaal Shankar, Achal Dave, Ludwig Schmidt

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CLIP on Wheels: Zero-Shot Object Navigation as Object Localization and Exploration


Mar 20, 2022
Samir Yitzhak Gadre, Mitchell Wortsman, Gabriel Ilharco, Ludwig Schmidt, Shuran Song

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Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time


Mar 10, 2022
Mitchell Wortsman, Gabriel Ilharco, Samir Yitzhak Gadre, Rebecca Roelofs, Raphael Gontijo-Lopes, Ari S. Morcos, Hongseok Namkoong, Ali Farhadi, Yair Carmon, Simon Kornblith, Ludwig Schmidt

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* The last three authors contributed equally 

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Robust fine-tuning of zero-shot models


Sep 04, 2021
Mitchell Wortsman, Gabriel Ilharco, Mike Li, Jong Wook Kim, Hannaneh Hajishirzi, Ali Farhadi, Hongseok Namkoong, Ludwig Schmidt

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Documenting the English Colossal Clean Crawled Corpus


Apr 18, 2021
Jesse Dodge, Maarten Sap, Ana Marasovic, William Agnew, Gabriel Ilharco, Dirk Groeneveld, Matt Gardner

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MultiModalQA: Complex Question Answering over Text, Tables and Images


Apr 13, 2021
Alon Talmor, Ori Yoran, Amnon Catav, Dan Lahav, Yizhong Wang, Akari Asai, Gabriel Ilharco, Hannaneh Hajishirzi, Jonathan Berant

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* ICLR 2021 

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Contrasting Contrastive Self-Supervised Representation Learning Models


Mar 25, 2021
Klemen Kotar, Gabriel Ilharco, Ludwig Schmidt, Kiana Ehsani, Roozbeh Mottaghi

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