SYSTEM AND METHOD FOR LIGHTWEIGHT SEMANTIC MASKING
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United States of America Patent
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Jul 14, 2022
app pub date -
Aug 6, 2021
filing date -
Jan 12, 2021
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Abstract
A method includes performing, using at least one processor of an electronic device, semantic probing on a pre-trained model using one or more textual utterances. Performing the semantic probing includes processing each of the one or more textual utterances to determine a performance score for one or more targeted hidden layers of the pre-trained model. Performing the semantic probing also includes selecting a subset of the targeted hidden layers based on a comparison of the performance score to a predetermined threshold. The method also includes reconstructing, using the at least one processor, the pre-trained model based on the semantic probing to generate a reconstructed model.
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