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Text Attribute Transfer

4 papers with code · Natural Language Processing

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Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation

NeurIPS 2019 nrgeup/controllable-text-attribute-transfer

Unsupervised text attribute transfer automatically transforms a text to alter a specific attribute (e. g. sentiment) without using any parallel data, while simultaneously preserving its attribute-independent content.

TEXT ATTRIBUTE TRANSFER

Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation

NeurIPS 2019 nrgeup/controllable-text-attribute-transfer

Unsupervised text attribute transfer automatically transforms a text to alter a specific attribute (e. g. sentiment) without using any parallel data, while simultaneously preserving its attribute-independent content.

TEXT ATTRIBUTE TRANSFER

Rethinking Text Attribute Transfer: A Lexical Analysis

WS 2019 FranxYao/pivot_analysis

We apply this framework to existing datasets and models and show that: (1) the pivot words are strong features for the classification of sentence attributes; (2) to change the attribute of a sentence, many datasets only requires to change certain pivot words; (3) consequently, many transfer models only perform the lexical-level modification, while leaving higher-level sentence structures unchanged.

LEXICAL ANALYSIS TEXT ATTRIBUTE TRANSFER

IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation

IJCNLP 2019 zhijing-jin/IMT

Text attribute transfer aims to automatically rewrite sentences such that they possess certain linguistic attributes, while simultaneously preserving their semantic content.

STYLE TRANSFER TEXT ATTRIBUTE TRANSFER TEXT STYLE TRANSFER

Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer

NAACL 2018 davidgolub/charizard

We consider the task of text attribute transfer: transforming a sentence to alter a specific attribute (e. g., sentiment) while preserving its attribute-independent content (e. g., changing "screen is just the right size" to "screen is too small").

IMAGE CAPTIONING STYLE TRANSFER TEXT ATTRIBUTE TRANSFER