Question Answering on MetaQA 1-hop (Acc, F1) benchmark leaderboard · SOTA2 Research

Question Answering on MetaQA 1-hop (Acc, F1)

82.77AccuracyGraph-S^3

Evaluation Results

Method	Links
Graph-S^32025.10		82.77	92.04
Graph-S^32025.10		81.5	90.22
KG-Agent2025.10		75.99	86.02
RAG/1hop2025.10		75.93	86.36
KG-Agent2025.10		75.8	85.92
Graph-S^32025.10		67.5	76.56
KG-Agent2025.10		65.55	75.03
RAG/1hop2025.10		60.17	70.84
RAG/1hop2025.10		59.5	69.54
RAG/2hop2025.10		42.03	55.59
RAG/2hop2025.10		35.83	52.03
RAG/2hop2025.10		29.07	42.47
LightRAG2025.10		13.77	20.6
LightRAG2025.10		13.13	21.47
ToG2025.10		12.4	15.88
No graph2025.10		12.2	17.6
G-retriever2025.10		8.93	11.51
ToG2025.10		2.23	3.44
No graph2025.10		2	2.88
No graph2025.10		1.63	2.49
ToG2025.10		1.37	1.75
LightRAG2025.10		1.13	1.76
G-retriever2025.10		0.67	1.56
G-retriever2025.10		0.63	1.6
RAG/3hop2025.10		0.57	2.99
RAG/3hop2025.10		0.37	3.03
RAG/3hop2025.10		0.33	3.67
No retriever2025.10		0	0.29
No retriever2025.10		0	0.58
No retriever2025.10		0	0.29