
doi: 10.5281/zenodo.19244060 , 10.5281/zenodo.19118149 , 10.5281/zenodo.19210775 , 10.5281/zenodo.18842249 , 10.5281/zenodo.18896162 , 10.5281/zenodo.19102723 , 10.5281/zenodo.19224599 , 10.5281/zenodo.19267954 , 10.5281/zenodo.18854703 , 10.5281/zenodo.19430245 , 10.5281/zenodo.19140722 , 10.5281/zenodo.19091926 , 10.5281/zenodo.18840841 , 10.5281/zenodo.18822226 , 10.5281/zenodo.18897194 , 10.5281/zenodo.18837753 , 10.5281/zenodo.18828336 , 10.5281/zenodo.18843554 , 10.5281/zenodo.18822155 , 10.5281/zenodo.18928898 , 10.5281/zenodo.19210847 , 10.5281/zenodo.18828836 , 10.5281/zenodo.18835580 , 10.5281/zenodo.18928897 , 10.5281/zenodo.18822156 , 10.5281/zenodo.18896151 , 10.5281/zenodo.18897798 , 10.5281/zenodo.18841133 , 10.5281/zenodo.19172428
doi: 10.5281/zenodo.19244060 , 10.5281/zenodo.19118149 , 10.5281/zenodo.19210775 , 10.5281/zenodo.18842249 , 10.5281/zenodo.18896162 , 10.5281/zenodo.19102723 , 10.5281/zenodo.19224599 , 10.5281/zenodo.19267954 , 10.5281/zenodo.18854703 , 10.5281/zenodo.19430245 , 10.5281/zenodo.19140722 , 10.5281/zenodo.19091926 , 10.5281/zenodo.18840841 , 10.5281/zenodo.18822226 , 10.5281/zenodo.18897194 , 10.5281/zenodo.18837753 , 10.5281/zenodo.18828336 , 10.5281/zenodo.18843554 , 10.5281/zenodo.18822155 , 10.5281/zenodo.18928898 , 10.5281/zenodo.19210847 , 10.5281/zenodo.18828836 , 10.5281/zenodo.18835580 , 10.5281/zenodo.18928897 , 10.5281/zenodo.18822156 , 10.5281/zenodo.18896151 , 10.5281/zenodo.18897798 , 10.5281/zenodo.18841133 , 10.5281/zenodo.19172428
Real-time LLM hallucination guardrail. Dual-entropy scoring (NLI + RAG) with token-level streaming halt. 75.86% BA on AggreFact. Meta-confidence scoring, cross-turn contradiction tracking, structured output verification (JSON, tool calls, code), and online calibration from production feedback. Zero new dependencies for verification (stdlib only).
Real-time hallucination guardrail by ANULUM. Token-level streaming oversight with NLI + RAG fact-checking.
AI safety, streaming halt, DeBERTa, coherence engine, NLI verification, FactCG, hallucination detection, LLM guardrail, RAG fact-checking
AI safety, streaming halt, DeBERTa, coherence engine, NLI verification, FactCG, hallucination detection, LLM guardrail, RAG fact-checking
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