Legality-gated evaluation for LLMs, a structural fix for hallucinations that penalizes confident errors more than abstentions.
machine-learning natural-language-processing deep-learning transformers neural-networks evaluation-metrics ai-safety hallucination ai-alignment large-language-models hallucination-evaluation hallucination-mitigation symbolic-intelligence collapse-gate threshold-gating hallucination-prevention legality-engine suppression-ratio structural-evaluation reams-engine
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Updated
Sep 20, 2025 - Python