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Question Answering on MuSiQue (LLM-Acc, Cont-Acc)

74.1LLM Accuracy

A-RAG (Full)

Updated 1mo ago

Evaluation Results

Method	Links
A-RAG (Full) 2026.02		74.1	65.3
A-RAG (Naive) 2026.02		66.2	59.7
LinearRAG 2026.02		62.4	51.8
HippoRAG2 2026.02		61.7	52.5
FaithfulRAG 2026.02		52.9	52.8
Naive RAG 2026.02		52.8	48.7
GraphRAG 2026.02		48.3	39.1
A-RAG (Full) 2026.02		46.1	39.6
GAM-RAG 2026.03		45.8	41.3
GAM-RAG 2026.03		44.5	39.2
A-RAG (Naive) 2026.02		43.8	38.5
GAM-RAG 2026.03		43.3	38
HippoRAG2 2026.02		40.6	38.4
MA-RAG 2026.02		40	31.6
Naive RAG 2026.02		38.6	36.1
RAGentA 2026.02		38.3	37.4
LinearRAG 2026.03		37.2	32.5
Direct Answer 2026.02		35.8	26.5
REMINDRAG 2026.03		35.3	30.8
LinearRAG 2026.02		34.8	26.3
GFM-RAG 2026.03		34.2	28.7
MA-RAG 2026.02		34.1	27.4
RAGentA 2026.02		32.2	29.9
PoG 2026.03		31.6	29.2
all-mpnet-base-v2 2026.03		29.6	26.8
nvidia/NV-Embed-v2 2026.03		28.9	26.1
FaithfulRAG 2026.02		28.8	22.6
GritLM / GritLM-7B 2026.03		28.5	25.8
GraphRAG 2026.02		26.4	20.8
HippoRAG2 2026.03		24.8	27.3
DyG-RAG 2026.03		20.4	17.8
Direct Answer 2026.02		18.3	13.9
Chain-of-Thought (CoT) 2026.03		15.8	13.6
Direct Answering 2026.03		14.9	13.2