Geometry-Guided Constraint Learning for LLM safety classification achieves near-perfect per-category accuracy with sparse autoencoder feature extraction, reducing constraint counts from K=4-25 to K=2 for most categories
Read the original at arxiv.org→arXiv:2607.19366v1 Announce Type: new Abstract: Safety as Polytope (SaP) learns linear half-space constraints in LLM hidden space but requires per-category tuning of the constraint count K. We show that sparse...
Original headline: "Geometry-Guided Constraint Learning for LLM Safety Classification"
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- Jul 23, 04:00 UTC arXiv cs.AI lead source Geometry-Guided Constraint Learning for LLM Safety Classification