VERIFYRAG: A Dual-Layer Hallucination Detection Framework Combining Semantic Consistency Scoring and NLI-Based Evidence Grounding For Open-Domain LLMS
Large Language Models (LLMs) are being used more and more in knowledge-intensive tasks, yet they often provide outputs that are factually inaccurate with high confidence, a phenomenon known as hallucinated content. Current methods have little practical utility because they either address detection and mitigation separa...