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cs.CL2021
Data Efficient Masked Language Modeling for Vision and Language
Yonatan Bitton, Gabriel Stanovsky, Michael Elhadad +1
Masked language modeling (MLM) is one of the key sub-tasks in vision-language pretraining. In the cross-modal setting, tokens in the sentence are masked at random, and the model pr…
cs.CL2021
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQA
Yonatan Bitton, Gabriel Stanovsky, Roy Schwartz +1
Recent works have shown that supervised models often exploit data artifacts to achieve good test scores while their performance severely degrades on samples outside their training…