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APPDIA: A Discourse-aware Transformer-based Style Transfer Model for Offensive Social Media Conversations. (arXiv:2209.08207v1 [cs.CL])
cs.CL updates on arXiv.org arxiv.org
Using style-transfer models to reduce offensiveness of social media comments
can help foster a more inclusive environment. However, there are no sizable
datasets that contain offensive texts and their inoffensive counterparts, and
fine-tuning pretrained models with limited labeled data can lead to the loss of
original meaning in the style-transferred text. To address this issue, we
provide two major contributions. First, we release the first
publicly-available, parallel corpus of offensive Reddit comments and their
style-transferred counterparts annotated by expert sociolinguists. …
arxiv conversations media social social media style transfer transfer transformer