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Retrieval-Augmented Generation on PubMedQA

77.9AccuracyMetaGen BlendedRAG
26.4239.78553.1566.515May 23, 2025Jul 1, 2025Aug 10, 2025Sep 19, 2025Oct 28, 2025Dec 7, 2025Jan 16, 2026

Evaluation results

MethodLinks
MetaGen BlendedRAGDescription=Leverages metadata augmentation for retrieval, Fine-tuning status=Non-Fine-Tuned2025.0577.9
GPT-3.5 + RAGDescription=RAG pipeline with GPT-3.5 model, Fine-tuning status=Non-Fine-Tuned2025.0571.6
LLaMA2-7B + RAGDescription=RAG pipeline with LLaMA2-7B model, Fine-tuning status=Non-Fine-Tuned2025.0558.8
TTARAGBackbone=Llama-2-7b-chat2026.0154
Naive-RAGBackbone=Llama-2-7b-chat2026.0147.6
RAATBackbone=Llama-2-7b-chat2026.0146.6
Self-ragBackbone=Llama-2-7b-chat2026.0143.4
Ret-RobustBackbone=Llama-2-7b-chat2026.0128.4