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Learning Disentangled Representations of Texts with Application to Biomedical Abstracts

We propose a method for learning disentangled representations of texts that code for distinct and complementary aspects, with the aim of affording efficient model transfer and interpretability. To induce disentangled embeddings, we propose an adversarial objective based on the (dis)similarity betwee...

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Bibliografiske detaljer
Udgivet i:Proc Conf Empir Methods Nat Lang Process
Main Authors: Jain, Sarthak, Banner, Edward, van de Meent, Jan-Willem, Marshall, Iain J., Wallace, Byron C.
Format: Artigo
Sprog:Inglês
Udgivet: 2018
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC8136418/
https://ncbi.nlm.nih.gov/pubmed/34027519
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.18653/v1/d18-1497
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