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Multi-Hop Question Answering on HotpotQA (SubEM, F1)

58.9F1

GraphRAG-Router

Updated 1mo ago

Evaluation Results

Method	Links
GraphRAG-Router 2026.03		58.9	-
HippoRAG2 2026.03		50.1	-
LinearRAG 2026.03		48.7	-
Graph-R1 2026.03		46.8	-
Router-R1 2026.03		46.7	-
Vanilla RAG 2026.03		44.5	-
Search-o1 2026.03		43.9	-
CoT 2026.03		43.6	-
Stable-RAG 2026.01		42.94	36.89
GraphSearch 2026.03		42.5	-
Stable-RAG 2026.01		41.78	35.73
RAPTOR 2026.03		40.9	-
ATM 2026.01		40.69	35.12
Stable-RAG 2026.01		40.16	39.12
Stable-RAG 2026.01		39.87	38.91
RetRobust 2026.01		39.39	32.77
Pos2Distill 2026.01		39.11	33.72
RAAT 2026.01		39.06	33.54
GraphRAG 2026.03		38.8	-
Vanilla RAG 2026.01		38.66	33.14
Ms-PoE 2026.01		38.21	32.98
HyperGraphRAG 2026.03		37.6	-
Search-R1 2026.03		37.1	-
ATM 2026.01		36.97	34.36
RAAT 2026.01		36.12	33.58
Direct Infer 2026.03		36.1	-
Pos2Distill 2026.01		35.79	32.73
Stable-RAG 2026.01		35.78	31.77
RetRobust 2026.01		35.34	31.46
Vanilla SFT 2026.01		34.15	28.36
Vanilla RAG 2026.01		34.08	30.73
RAAT 2026.01		33.75	27.21
Ms-PoE 2026.01		33.65	30.17
ATM 2026.01		33.43	29.07
Stable-RAG 2026.01		33.26	30.15
RetRobust 2026.01		33.06	26.83
Stable-RAG 2026.01		32.12	30.41
Pos2Distill 2026.01		31.88	26.53
Stable-RAG 2026.01		31.68	29.48
Vanilla SFT 2026.01		31.58	27.25
Vanilla RAG 2026.01		31.33	26.17
Ms-PoE 2026.01		31.02	25.93
RetRobust 2026.01		30.36	26.96
Vanilla SFT 2026.01		29.85	24.63
Vanilla SFT 2026.01		29.77	25.35
ATM 2026.01		29.31	28.55
Pos2Distill 2026.01		28.91	26.45
RAAT 2026.01		28.79	26.35
Ms-PoE 2026.01		28.57	26.12
Vanilla RAG 2026.01		28.22	25.66
Naive Generation 2026.01		24.86	19.54
Naive Generation 2026.01		24.86	19.54
Direct Generation 2026.01		22.87	21.39
Direct Generation 2026.01		22.87	21.39