Published October 10, 2025 | Version v1

Why Natural Language Inference Models Perform Exceptionally Well at Intent Detection

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This paper explores how Natural Language Inference (NLI) models, pre-trained on entailment tasks, naturally generalize to intent detection. It discusses the semantic reasoning capabilities that make NLI models effective for zero-shot classification and real-world applications such as fraud, phishing, and conversational AI.

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NLI_Intent_Detection_Paper_IEEE.pdf

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