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Multiple-choice question answering on MedMCQA (test)

73.7AccuracyGPT-4-base
56.95661.30365.6569.997Jul 17, 2022Sep 5, 2022Oct 26, 2022Dec 15, 2022Feb 4, 2023Mar 26, 2023May 16, 2023

Evaluation results

MethodLinks
GPT-4-baseFew-shot evaluation protocol=5-shot2023.0573.7
GPT-4Few-shot evaluation protocol=5-shot2023.0572.4
Med-PaLM 2Prompting strategy=Ensemble Refinement (ER)2023.0572.3
Med-PaLM 2Prompting strategy=best2023.0572.3
Codex 5-shot CoTDate=2022, Few-shot shots=5, Chain-of-Thought (CoT)=true, Ensemble samples (k)=1002022.0762.7
Flan-PaLMPrompting strategy=best2023.0557.6