Contrastive meta-learning for zero-shot learning

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United States of America Patent

PATENT NO 11893347
APP PUB NO 20220382979A1
SERIAL NO

17335823

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Abstract

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Disclosed herein are system, method, and computer program product embodiments for utilizing non-RAM memory to implement machine learning configured with a meta-learning training set (small dataset), to create a common-sense predictive language model, thus boosting the performance for downstream tasks. An embodiment operates by receiving a base sentence and perturbation sentences as an input and tokenizing the input to generate a sequence of tokens. Tokens of the semantic perturbation sentences are embedded with tokens of the base sentence as contextually similar tokens pairs to generate training data and classified to capture relationships of the base sentence and the perturbation sentences to generate a classification, which is used to train a language model.

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Patent OwnerAddress
SAP SEDIETMAR-HOPP-ALLEE 16 WALLDORF 69190

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Klein, Tassilo Berlin, DE 18 13
Nabi, Moin Berlin, DE 18 13

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