Tag
IndicTalk is a large-scale multilingual conversational corpus covering 9 Indic languages with code-mixed dialogues, generated via an automated pipeline with news grounding and persona conditioning, aimed at advancing conversational AI for underrepresented languages.
This paper introduces ToxGate, a trust-fusion head that conditions external toxicity signals on the encoder representation to improve multilingual and code-mixed abuse detection, showing gains in high-risk moderation slices across multiple datasets and encoders.