The Majority Voting strategy for ensemble LLM judges consistently produces stable agreement with human clinical experts, maintaining F1-scores in the 75–79% range across Doctor Agents including DeepSeek, Gemini, and GPT-5.

Authors

• Person: Not available Organization: arXiv
  A Comprehensive Benchmark and Evaluation Framework for Multi ...

Sources

• A Comprehensive Benchmark and Evaluation Framework for Multi ... arxiv.org arXiv via serper

Referenced by nodes (4)

• LLM-as-a-judge concept
• Gemini concept
• DeepSeek-AI entity
• GPT-5 concept