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Medical Knowledge on MedQA

92.8AccuracyPROMPTED
43.462456.271269.0881.8888Oct 3, 2023Feb 13, 2024Jun 25, 2024Nov 5, 2024Mar 18, 2025Jul 29, 2025Dec 10, 2025

Evaluation results

MethodLinks
PROMPTEDPrompting Technique=PROMPTED2023.1092.8
Output RefinementPrompting Technique=Output Refinement2023.1090.4
Fine-Tuned GPT-4o + MedBioRAGBackbone=GPT-4o, Fine-tuned=true, RAG=MedBioRAG2025.1289.47
Zero-Shot CoTPrompting Technique=Zero-Shot Chain-of-Thought2023.1088.8
Fine-Tuned GPT-4oBackbone=GPT-4o, Fine-tuned=true2025.1287.88
GPT-4o + MedBioRAGBackbone=GPT-4o, Fine-tuned=false, RAG=MedBioRAG2025.1286.86
Zero-ShotPrompting Technique=Zero-Shot2023.1086.8
GPT-4oBackbone=GPT-4o, Fine-tuned=false2025.1281.82
GPT-4 + MedBioRAGBackbone=GPT-4, Fine-tuned=false, RAG=MedBioRAG2025.1278.79
GPT-4o-mini + MedBioRAGBackbone=GPT-4o-mini, Fine-tuned=false, RAG=MedBioRAG2025.1270.71
GPT-4o-miniBackbone=GPT-4o-mini, Fine-tuned=false2025.1267.68
GPT-4Backbone=GPT-4, Fine-tuned=false2025.1266.67
Mistral 8x7BParameters=8x7B, Shots=2-shot2024.1062.2
Llama 3 8BParameters=8B, Shots=2-shot2024.1060.5
Shakti-LLMParameters=2.5B, Shots=2-shot2024.1060.3
Phi-3 Mini-4kShots=2-shot2024.1053.8
GPT-3.5Backbone=GPT-3.5, Fine-tuned=false2025.1251.52
Mistral 7BParameters=7B, Shots=2-shot2024.1050
Gemma 7BParameters=7B, Shots=2-shot2024.1049.6
GPT-3.5 + MedBioRAGBackbone=GPT-3.5, Fine-tuned=false, RAG=MedBioRAG2025.1245.36