AINeutralarXiv – CS AI · 7h ago5/10
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NILC: Discovering New Intents with LLM-assisted Clustering
Researchers introduce NILC, a novel clustering framework that combines large language models with iterative refinement to improve new intent discovery in dialogue systems. Unlike traditional cascaded approaches relying solely on embedding-based K-Means clustering, NILC leverages LLMs to enhance cluster semantics and augment ambiguous utterances, demonstrating consistent performance gains across multiple benchmark datasets.