Established hallucination detection methods including Perplexity, EigenScore, and eRank suffer performance drops of up to 45.9% AUROC when evaluated with human-aligned LLM-as-Judge metrics instead of ROUGE.

Authors

• Person: Not available Organization: GitHub
  EdinburghNLP/awesome-hallucination-detection - GitHub

Sources

• EdinburghNLP/awesome-hallucination-detection - GitHub github.com GitHub via serper

Referenced by nodes (5)

• LLM-as-a-judge concept
• ROUGE concept
• AUROC concept
• Perplexity concept
• Eigenscore concept