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ResearchFormerly WizWand

Question Answering on Medical

68.81GPT AccuracyGAM-RAG
25.6536.85548.0659.265Mar 2, 2026Mar 10, 2026Mar 18, 2026Mar 26, 2026Apr 3, 2026Apr 11, 2026Apr 19, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GAM-RAGMemorization turns=22026.0368.8163.23—
GAM-RAGMemorization turns=12026.0366.7261.92—
GAM-RAGMemorization turns=02026.0365.4758.98—
EHRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0465.32——
REMINDRAGMemorization turns=02026.0364.2556.22—
LinearRAGMemorization turns=02026.0363.7254.92—
LinearRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0463.72——
Vanilla RAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0461.68——
nvidia/NV-Embed-v2Memorization turns=02026.0361.4456.27—
PoGMemorization turns=02026.0361.453.76—
all-mpnet-base-v2Memorization turns=02026.0360.9655.3—
HippoRAG2Memorization turns=02026.0360.7752.48—
HippoRAG2Generation Strategy=Retrieval-Augmented-Generation Methods2026.0460.77——
GritLM / GritLM-7BMemorization turns=02026.0358.8354.21—
Qwen3-8BGeneration Strategy=Direct Zero-shot LLM Inference2026.0458.39——
E2GraphRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0458——
GFM-RAGMemorization turns=02026.0356.0750.24—
GFM-RAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0456.07——
RAPTORGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0455.75——
HippoRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0455.04——
LightRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0454.36——
KGPGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0454.22——
DyG-RAGMemorization turns=02026.0351.2844.92—
G-retrieverGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0450.36——
GraphRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.0448.5——
GPT-3.5-turboGeneration Strategy=Direct Zero-shot LLM Inference2026.0445.6——
Chain-of-Thought (CoT)Memorization turns=02026.0342.5234.5—
Direct AnsweringMemorization turns=02026.0342.132.16—
GPT-4o-miniGeneration Strategy=Direct Zero-shot LLM Inference2026.0442.1——
llama-13BGeneration Strategy=Direct Zero-shot LLM Inference2026.0428.86——
llama-8BGeneration Strategy=Direct Zero-shot LLM Inference2026.0427.31——
BM25Inference LLM=Gemini-2.5-flash2025.08—37.822.2
BM25Inference LLM=GPT-4o-mini2025.08—43.625.9
HippoRAG2Inference LLM=Gemini-2.5-flash2025.08—58.227.8
HippoRAG2Inference LLM=GPT-4o-mini2025.08—59.428.1
IRCoTInference LLM=Gemini-2.5-flash2025.08—56.126.1
IRCoTInference LLM=GPT-4o-mini2025.08—52.925.1
NORInference LLM=Gemini-2.5-flash2025.08—4623.1
NORInference LLM=GPT-4o-mini2025.08—44.219.3
RAPTORInference LLM=Gemini-2.5-flash2025.08—58.134.2
RAPTORInference LLM=GPT-4o-mini2025.08—63.736.7
StandardInference LLM=Gemini-2.5-flash2025.08—41.519.4
StandardInference LLM=GPT-4o-mini2025.08—59.927
T^2RAGInference LLM=Gemini-2.5-flash2025.08—61.436
T^2RAGInference LLM=GPT-4o-mini2025.08—60.433.5