The Perplexity hallucination detection method sees its AUROC score decrease by as much as 45.9% for the Mistral model on the NQ-Open dataset when switching from ROUGE to LLM-as-Judge evaluation.

Authors

• Person: Not available Organization: arXiv
  Re-evaluating Hallucination Detection in LLMs - arXiv

Sources

• Re-evaluating Hallucination Detection in LLMs - arXiv arxiv.org arXiv via serper

Referenced by nodes (6)

• Perplexity concept
• NQ-Open concept
• Mistral AI entity
• hallucination detection concept
• ROUGE concept
• LLM-as-a-judge concept