Paired evaluation shows 26.5% decision instability for code-mixed inputs, with review rates rising from 0.138 to 0.297 and non-hate false-flag rates from 0.069 to 0.104.
A framework for online hate speech detection on code-mixed hindi-english text and hindi text in devanagari,
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When Surface Form Changes Moderation Decisions: A Paired Study of Code-Mixed Workflow Instability
Paired evaluation shows 26.5% decision instability for code-mixed inputs, with review rates rising from 0.138 to 0.297 and non-hate false-flag rates from 0.069 to 0.104.