[KongchangAI]
Unverified60% confidenceFactExact time

OOD detection for autoregressive language models is more difficult than for traditional machine learning because the linguistic compositional space is vast, semantic OOD does not correspond to surface-form OOD, and adversaries can construct inputs that appear statistically in-distribution but semantically trigger OOD behavior.

2
Sources
60%
Confidence
Long-term
Relevance
8/21/2026
First Seen

Sources

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