Search Results for author: Somesh Singh

Found 3 papers, 1 papers with code

MINIMAL: Mining Models for Data Free Universal Adversarial Triggers

1 code implementation25 Sep 2021 Swapnil Parekh, Yaman Singla Kumar, Somesh Singh, Changyou Chen, Balaji Krishnamurthy, Rajiv Ratn Shah

It is well known that natural language models are vulnerable to adversarial attacks, which are mostly input-specific in nature.

Natural Language Inference

AES Systems Are Both Overstable And Oversensitive: Explaining Why And Proposing Defenses

no code implementations24 Sep 2021 Yaman Kumar Singla, Swapnil Parekh, Somesh Singh, Junyi Jessy Li, Rajiv Ratn Shah, Changyou Chen

This is in stark contrast to recent probing studies on pre-trained representation learning models, which show that rich linguistic features such as parts-of-speech and morphology are encoded by them.

Representation Learning

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