Knowledge Graph Reasoning on NELL benchmark leaderboard · SOTA2 Research

Knowledge Graph Reasoning on NELL

68.81P ScoreNMP-QEM

Evaluation Results

Method	Links
NMP-QEM2025.05		68.8	23.9	17.8	47	55	31.1	26	29.6	20.7	10	9.2	12.9	4.8	7.4	—	—
WFRE2023.05		58.6	18.6	16	41.2	52.7	28.4	20.7	16.1	13.2	6.9	8.8	12.5	4.1	4.4	29.5	7.3
GeometrE2025.05		58.2	17.6	15.6	40.8	51.5	27.7	19.6	16.1	12.8	6.2	8.4	11	4	4.3	—	—
Q2P2023.05		56.5	15.2	12.5	35.8	48.7	22.6	16.1	11.1	10.4	5.1	7.4	10.2	3.3	3.4	25.5	6
MLPMIX2023.05		55.4	16.5	13.9	39.5	51	25.7	18.3	14.7	11.2	5.1	8	10	3.1	3.5	27.4	5.9
GammaE2023.05		55.1	17.3	14.2	41.9	51.1	26.9	18.3	15.1	11.2	6.3	8.7	11.4	4	4.5	27.9	7
AConE2025.05		54.5	17.7	14.4	41.9	53	26.1	20.7	16.5	12.8	5.2	7.7	9.4	3.2	3.7	—	—
ConE2023.05		53.1	16.1	13.9	40	50.8	26.3	17.5	15.3	11.3	5.7	8.1	10.8	3.5	3.9	27.2	6.4
ConE2025.05		53.1	16.1	13.9	40	50.8	26.3	17.5	15.3	11.3	5.7	8.1	10.8	3.5	3.9	—	—
BetaE2023.05		53	13	11.5	37.6	47.5	24.1	14.3	12.2	8.5	5.1	7.8	10	3.1	3.5	24.6	5.9
BETAE2025.05		53	13	11.4	37.6	47.5	24.1	14.3	12.2	8.5	5.1	7.8	10	3.1	3.5	—	—
Q2B2025.05		42.7	14.5	11.7	34.7	45.8	23.2	17.4	12	10.7	—	—	—	—	—	—	—
GQE2025.05		33.1	12.1	9.9	27.3	35.1	18.5	14.5	8.5	9	—	—	—	—	—	—	—
WFRE2023.05		0.586	0.188	0.16	0.412	0.527	0.284	0.207	0.161	0.132	0.069	0.088	0.125	0.041	0.044	0.295	0.073
FuzzQE2023.05		0.581	0.193	0.157	0.398	0.503	0.281	0.218	0.173	0.137	0.083	0.102	0.115	0.046	0.054	0.293	0.08
FuzzQE2023.05		0.555	0.168	0.144	0.373	0.469	0.24	0.191	0.15	0.117	0.073	0.091	0.111	0.041	0.049	0.267	0.073
GammaE2023.05		0.551	0.173	0.142	0.419	0.511	0.269	0.183	0.165	0.125	0.063	0.087	0.114	0.04	0.045	0.282	0.07