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ASK-NN: An Asymmetric Nearest-Neighbor Test that detects Distribution Drifts in Natural Language

arXiv cs.LG · 2026-07-20 Cached

ASK-NN is an asymmetric nearest-neighbor test for detecting distribution drifts between reference and query samples, with applications to LLM hallucination detection and artificial-text detection. It is computationally efficient, has theoretical guarantees, and performs competitively against baselines on synthetic and real-world benchmarks.

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