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Inductive Query Answering on FB15k-237 Ratio 175%

67.21-Path Score

InductWave

Updated 16d ago

Evaluation Results

Method
InductWave 2026.07	67.2	51.6	45.5	36.4	31.3	74.5	84.9	57.6	42.3	41.3	28.6	34.6	49	29.4	26.5	33.2
InductWave 2026.07	65.7	43.5	50.5	39.5	32.2	72.4	82.7	57	43.2	34.5	27.8	29.2	41.6	30.9	26.4	26.6
InductWave 2026.07	65.7	-	43.5	39.5	32.2	72.4	82.7	57	43.2	34.5	27.8	29.2	41.6	30.9	26.4	26.6
InductWave 2026.07	64.2	41.5	48.6	38.8	31	71	81.5	56.1	39.5	30.4	24.9	25.2	40.7	30.8	24.8	22.8
InductWave 2026.07	64.2	-	41.5	38.8	31	71	81.5	56.1	39.5	30.4	24.9	25.2	40.7	30.8	24.8	22.8
InductWave 2026.07	63.1	47.9	41.7	33.5	29.2	70.1	81.3	54.1	38.8	33.3	27.3	29.2	43.5	28.3	24.7	26.6
GNN-QE 2026.07	62.7	50.9	44.8	37.1	32.2	72.7	83.5	57.6	43.4	38.3	30.3	32.7	46	29.4	27.2	33.4
GNN-QE 2026.07	61.4	41.4	48.1	37.1	29.2	70.5	81.4	55.5	39.2	33.7	24.8	28.4	40.2	28.8	23.4	25.6
GNN-QE 2026.07	61.4	-	41.4	37.1	29.2	70.5	81.4	55.5	39.2	33.7	24.8	28.4	40.2	28.8	23.4	25.6
InductWave 2026.07	53.1	31.6	38.6	27.1	21.3	58.5	71.7	43.9	31.6	22.2	17.7	17.2	28.1	19	16.2	15.1
InductWave 2026.07	51.9	30.4	37.2	26.7	20.5	56.7	70.1	43	30	20.1	16.2	15.7	27.6	18.8	15.3	13.2
GNN-QE 2026.07	50.2	30.2	36.9	25.5	18.9	56.5	70.2	42.8	29.5	23	15.4	17.8	27	17.8	14	14.8
NodePiece-QE w/ GNN 2026.07	46.3	-	28.4	19.6	12.6	36.3	43.1	25.5	23.7	30.2	18.3	-	-	-	-	-
NodePiece-QE 2026.07	46.3	-	28.4	19.6	12.6	36.3	43.1	25.5	23.7	30.2	18.3	-	-	-	-	-
NodePiece-QE 2026.07	42.2	26.5	-	18.1	11.2	35.8	44.2	26.3	21.6	24.7	14.6	-	-	-	-	-
NodePiece-QE w/ GNN 2026.07	30.9	-	16.5	10.7	6.5	21.2	25.9	14	13.4	16.4	9.6	-	-	-	-	-
NodePiece-QE 2026.07	25.2	10.9	-	8.3	7.9	11.8	13	9.2	8.6	7	6.8	-	-	-	-	-
NodePiece-QE 2026.07	24.6	-	10.9	9.9	8.3	11.5	12.5	9.5	8.5	6	7.4	-	-	-	-	-
NodePiece-QE 2026.07	24.6	-	10.9	9.9	8.3	11.5	12.5	9.5	8.5	6	7.4	-	-	-	-	-
Edge-type Heuristic 2026.07	18.8	8.4	10.5	9.9	10.7	10.4	13	9.5	8.3	5	8.8	2.5	2.9	10.8	4.1	2.7
Edge-type Heuristic 2026.07	18.8	-	8.4	9.9	10.7	10.4	13	9.5	8.3	5	8.8	2.5	2.9	10.8	4.1	2.7
Edge-type Heuristic 2026.07	17.6	10.1	8	8.2	9.9	10.6	13	9.6	8.2	5.3	8.5	2.6	3.1	8.7	3.7	2.8
NodePiece-QE 2026.07	16.6	-	5.6	4.9	3.9	5.1	5.5	4.1	4.2	2.6	3.5	-	-	-	-	-
Edge-type Heuristic 2026.07	9.8	3.8	4.8	4.6	4.9	4.4	5.6	3.9	3.9	2.1	4.3	1.1	1.3	4.7	2	1.2