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Knowledge Graph Retrieval on Prime (test)

67.8H@1

GRASP

Updated 5d ago

Evaluation Results

Method	Links
GRASP 2026.05		67.8	88	88.1	76.8
GraphRAFT 2026.05		63.7	75.4	76.4	69
GRASP w/o RR f.t. 2026.05		60.2	81.1	84.2	69.5
GRASP w/o RR 2026.05		60.2	81.1	84.2	69.5
AF-Retriever 2026.05		46.2	63.7	51.2	54
GRASP w/o RR & FS 2026.05		43.8	58.1	62	50.3
mFAR 2026.05		40.9	62.8	68.3	51.2
mFAR* 2026.05		39	62.6	67.7	49.7
MoR 2026.05		36.4	60	63.5	46.9
KAR 2026.05		30.4	49.3	50.8	39.2
HybGRAG 2026.05		28.6	41.4	43.6	34.5
AvaTaR 2026.05		18.4	36.7	39.3	26.7
multi-ada-002 2026.05		15.1	33.6	38.1	23.5
BM25 2026.05		12.8	27.9	31.3	19.8
ada-002 2026.05		12.6	31.5	36	21.4
Qwen3/SapBERT 2026.05		9	21.3	26.7	15
QAGNN 2026.05		8.9	21.4	29.6	14.7
ToG 2026.05		6.1	15.7	13.1	10.2
DPR 2026.05		4.5	21.9	30.1	12.4
MFAR* 2025.02		0.409	0.628	0.683	0.512
MoR 2025.02		0.3641	0.6001	0.6348	0.4692
MoRw/o R 2025.02		0.3159	0.5348	0.6074	0.4181
KAR 2025.02		0.3035	0.493	0.5081	0.3922
MoRw/o RT 2025.02		0.2895	0.4612	0.4954	0.3656
HYBGRAG 2025.02		0.2856	0.4138	0.4358	0.3449
MoRw/o RS 2025.02		0.2227	0.3845	0.3921	0.2941
AvaTaR 2025.02		0.1844	0.3673	0.3931	0.2673
Multi-ada-002 2025.02		0.151	0.3356	0.3805	0.2349
BM25 2025.02		0.1275	0.2792	0.3125	0.1984
Ada-002 2025.02		0.1263	0.3149	0.36	0.2141
QAGNN 2025.02		0.0885	0.2135	0.2963	0.1473
ToG 2025.02		0.0607	0.1571	0.1307	0.1017
DPR 2025.02		0.0446	0.2185	0.3013	0.1238