AINeutralarXiv – CS AI · 18h ago6/10
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Constrained Paraphrase Consistency for LLM Hallucination Detection
Researchers introduce CCHD, a new hallucination detection method for large language models that uses paraphrase consistency constraints to improve factuality checking without expanding training datasets. The approach outperforms existing baselines like FactCG and MiniCheck while adding minimal computational overhead.