PGT-FG labels toxicity in 2,396 Punjabi song segments
About 29% of segments are labelled toxic, violence is the most common category, and the resolved set is on Zenodo.
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"Shut Up and Let Me Enjoy My Otome": Understanding and Measuring the Toxicity in Otome Game Communities
First large-scale study finds 22.20% of Weibo otome game posts toxic versus 3.71% on Reddit, with LLM detectors reaching 0.82 F1.