Text style transfer: A review and experimental evaluation
The stylistic properties of text have intrigued computational linguistics researchers in recent
years. Specifically, researchers have investigated the text style transfer task (TST), which …
years. Specifically, researchers have investigated the text style transfer task (TST), which …
A review of text style transfer using deep learning
Style is an integral component of a sentence indicated by the choice of words a person
makes. Different people have different ways of expressing themselves; however, they adjust …
makes. Different people have different ways of expressing themselves; however, they adjust …
Disentangling the properties of human evaluation methods: A classification system to support comparability, meta-evaluation and reproducibility testing
Current standards for designing and reporting human evaluations in NLP mean it is
generally unclear which evaluations are comparable and can be expected to yield similar …
generally unclear which evaluations are comparable and can be expected to yield similar …
On learning text style transfer with direct rewards
A text style transfer system for reducing the physician–patient expertise gap: An analysis with automatic and human evaluations
Physicians and patients often come from different backgrounds and have varying levels of
education, which can result in communication difficulties in the healthcare process. To …
education, which can result in communication difficulties in the healthcare process. To …
Human judgement as a compass to navigate automatic metrics for formality transfer
Although text style transfer has witnessed rapid development in recent years, there is as yet
no established standard for evaluation, which is performed using several automatic metrics …
no established standard for evaluation, which is performed using several automatic metrics …
Generic resources are what you need: Style transfer tasks without task-specific parallel training data
Style transfer aims to rewrite a source text in a different target style while preserving its
content. We propose a novel approach to this task that leverages generic resources, and …
content. We propose a novel approach to this task that leverages generic resources, and …