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• W3035331128 abstract "We propose a simple data augmentation protocol aimed at providing a compositional inductive bias in conditional and unconditional sequence models. Under this protocol, synthetic training examples are constructed by taking real training examples and replacing (possibly discontinuous) fragments with other fragments that appear in at least one similar environment. The protocol is model-agnostic and useful for a variety of tasks. Applied to neural sequence-to-sequence models, it reduces error rate by as much as 87% on diagnostic tasks from the SCAN dataset and 16% on a semantic parsing task. Applied to n-gram language models, it reduces perplexity by roughly 1% on small corpora in several languages." @default.
• W3035331128 created "2020-06-19" @default.
• W3035331128 creator A5070829652 @default.
• W3035331128 date "2020-01-01" @default.
• W3035331128 modified "2023-10-17" @default.
• W3035331128 title "Good-Enough Compositional Data Augmentation" @default.
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• W3035331128 doi "https://doi.org/10.18653/v1/2020.acl-main.676" @default.
• W3035331128 hasPublicationYear "2020" @default.
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