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Aswini Kumar

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#natural language process... Preprint Aug 2026

Counter with Evidence! A Multi-Agent Memory Efficient Reasoning Framework for Hate Category Informed Counterspeech Generation

Fire (Factuality Informed Multi-Agent Reasoning Framework) is introduced that decomposing the underlying intent of hate speech is essential for generating safe, effective, and contextually precise counterspeech.

Sujoy Nath, Aswini Kumar, Tanmoy Chakraborty · 0 citations

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