2025
ACL
ACL 2025
ReproHum #0669-08: Reproducing Sentiment Transfer Evaluation
Abstract
AbstractWe describe a reproduction of a human annotation experiment that was performed to evaluate the effectiveness of text style transfer systems (Reif et al., 2021). Despite our efforts to closely imitate the conditions of the original study, the results obtained differ significantly from those in the original study. We performed a statistical analysis of the results obtained, discussed the sources of these discrepancies in the study design, and quantified reproducibility. The reproduction followed the common approach to reproduction adopted by the ReproHum project.
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Interdisciplinary Bridge
- Artificial Intelligence and Natural Language Processing
Topics
Machine Learning > Core Methods > Classification
Machine Learning > Optimization & Theory > Theory
Natural Language Processing > Generation > Text Generation
Natural Language Processing > Applications > Text Classification
Natural Language Processing > Applications > Sentiment Analysis
Machine Learning > Learning Types > Evaluation