Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs

Ayush Gupta, Ramneet Kaur, Anirban Roy +3

We propose a novel inference-time out-of-domain (OOD) detection algorithm for specialized large language models (LLMs). Despite achieving state-of-the-art performance on in-domain…