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A Review of Human Evaluation for Style Transfer

2021-06-09 00:29:42
Eleftheria Briakou, Sweta Agrawal, Ke Zhang, Joel Tetreault, Marine Carpuat
arXiv_CL
     
Abstract

This paper reviews and summarizes human evaluation practices described in 97 style transfer papers with respect to three main evaluation aspects: style transfer, meaning preservation, and fluency. In principle, evaluations by human raters should be the most reliable. However, in style transfer papers, we find that protocols for human evaluations are often underspecified and not standardized, which hampers the reproducibility of research in this field and progress toward better human and automatic evaluation methods.

Abstract (translated)

URL

https://arxiv.org/abs/2106.04747

PDF

https://arxiv.org/pdf/2106.04747.pdf

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