Search Results for author: Maxime Darrin

Found 3 papers, 0 papers with code

Unsupervised Layer-wise Score Aggregation for Textual OOD Detection

no code implementations20 Feb 2023 Maxime Darrin, Guillaume Staerman, Eduardo Dadalto Câmara Gomes, Jackie CK Cheung, Pablo Piantanida, Pierre Colombo

More importantly, we show that the usual choice (the last layer) is rarely the best one for OOD detection and that far better results could be achieved if the best layer were picked.

feature selection Out of Distribution (OOD) Detection

Rainproof: An Umbrella To Shield Text Generators From Out-Of-Distribution Data

no code implementations18 Dec 2022 Maxime Darrin, Pablo Piantanida, Pierre Colombo

In this work, we focus on leveraging soft-probabilities in a black-box framework, i. e. we can access the soft-predictions but not the internal states of the model.

Machine Translation Out of Distribution (OOD) Detection +2

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