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• W2891582949 abstract "We propose a novel strategy to encode the syntax parse tree of sentence into a learnable distributed representation. The proposed syntax encoding scheme is provably information-lossless. In specific, an embedding vector is constructed for each word in the sentence, encoding the path in the syntax tree corresponding to the word. The one-to-one correspondence between these “syntax-embedding” vectors and the words (hence their embedding vectors) in the sentence makes it easy to integrate such a representation with all word-level NLP models. We empirically show the benefits of the syntax embeddings on the Authorship Attribution domain, where our approach improves upon the prior art and achieves new performance records on five benchmarking data sets." @default.
• W2891582949 created "2018-09-27" @default.
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• W2891582949 date "2018-01-01" @default.
• W2891582949 modified "2023-10-13" @default.
• W2891582949 title "Syntax Encoding with Application in Authorship Attribution" @default.
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• W2891582949 doi "https://doi.org/10.18653/v1/d18-1294" @default.
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