Complex Query Answering (k=2 free variables) on FB15k-237 benchmark leaderboard · SOTA2 Research

Complex Query Answering (k=2 free variables) on FB15k-237

48HIT@10 (e=0, S)NS3M

Evaluation Results

Method	Links
NS3M2026.05		48	46.7	46	46.1	59	35.5	33.2	48.7	42.8
FIT2026.05		45.9	43.1	45	45.4	50.2	36.4	34.8	42	41.2
lmpnn2026.05		40.9	40	38.5	38.4	52.7	30.3	27	39	35.4
FIT2026.05		40.7	34.3	37.2	34.4	33.7	36.2	34.7	33.7	35
ConE2026.05		40.1	40.8	37.6	38.1	55	28.8	27.5	41.4	35.8
NS3M2026.05		40.1	33.9	36.9	33.3	40.2	34.6	31.1	39.1	34.8
LogicE2026.05		39.7	38.8	36.2	36.5	51.1	27.8	26.2	38.3	34
BetaE2026.05		36.8	37.5	34.3	35.3	49.7	27.1	25.8	37.7	33
CQD2026.05		36.7	34.3	35.6	36.4	49.6	25.5	24	39.3	33
CQD2026.05		34.6	28.7	29.8	26.9	36.8	28.8	25	28.8	27.9
lmpnn2026.05		34.6	28.7	29.8	26.9	36.8	28.8	25	28.8	27.9
ConE2026.05		32.8	28.9	27.7	25.3	37.9	26	23.9	30.4	27
LogicE2026.05		31.9	27.3	26.4	24.3	34.5	25.1	23.2	26.5	25.4
BetaE2026.05		28.9	25.3	24.2	22.5	32.6	23.9	22	26.4	24.1
NS3M2026.05		6.9	7.6	7.4	7.7	14.6	3.3	3.3	9	6.6
lmpnn2026.05		6.8	7.5	5.9	5.6	13.1	2.6	2.3	6.4	5
ConE2026.05		6.7	7.2	6	5.8	14.2	2.7	2.4	7.6	5.4
FIT2026.05		6.7	7	7.1	7.2	11.7	3.2	3.4	7.1	5.9
LogicE2026.05		6.4	6.3	5.7	5.4	13.6	2.6	2.3	7	5
CQD2026.05		6.4	6.9	6.3	6.4	13.9	3	2.7	7.6	5.6
BetaE2026.05		5.9	5.7	5.1	4.9	12.3	2.2	2.1	6.6	4.6