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Knowledge Graph Completion on WN18RR

89Hits@1

Original

Updated 1mo ago

Evaluation Results

Method
Original 2021.11	89	-	92	-	-	-	-
Random_g1 2021.11	89	-	92	-	-	-	-
Random_g2 2021.11	89	-	91	-	-	-	-
Random_n 2021.11	88	-	90	-	-	-	-
CRIAGE 2021.11	88	-	90	-	-	-	-
Inv_cos 2021.11	88	-	90	-	-	-	-
Zhang et al. 2021.11	87	-	90	-	-	-	-
Inv_truth 2021.11	87	-	90	-	-	-	-
Com_truth 2021.11	86	-	89	-	-	-	-
Original 2021.11	85	-	90	-	-	-	-
Inv_rank 2021.11	85	-	89	-	-	-	-
Original 2021.11	84	-	89	-	-	-	-
CRIAGE 2021.11	84	-	87	-	-	-	-
Com_rank 2021.11	84	-	89	-	-	-	-
Random_n 2021.11	83	-	86	-	-	-	-
Random_g1 2021.11	83	-	88	-	-	-	-
Random_g1 2021.11	83	-	88	-	-	-	-
Random_g2 2021.11	83	-	88	-	-	-	-
Random_g2 2021.11	83	-	88	-	-	-	-
Inv_truth 2021.11	83	-	87	-	-	-	-
Inv_rank 2021.11	83	-	86	-	-	-	-
Com_truth 2021.11	83	-	86	-	-	-	-
Com_cos 2021.11	83	-	88	-	-	-	-
Inv_cos 2021.11	82	-	83	-	-	-	-
Zhang et al. 2021.11	81	-	82	-	-	-	-
Com_truth 2021.11	81	-	86	-	-	-	-
Random_n 2021.11	80	-	84	-	-	-	-
Inv_truth 2021.11	80	-	86	-	-	-	-
Inv_rank 2021.11	80	-	85	-	-	-	-
Com_rank 2021.11	80	-	85	-	-	-	-
Inv_cos 2021.11	79	-	80	-	-	-	-
Com_rank 2021.11	77	-	83	-	-	-	-
Com_cos 2021.11	77	-	86	-	-	-	-
Zhang et al. 2021.11	74	-	76	-	-	-	-
Com_cos 2021.11	70	-	82	-	-	-	-
KERMIT 2023.09	62.9	73.8	70	83.2	-	-	-
MoCoSA 2023.08	62.4	73.7	69.6	82	-	-	-
KERMIT 2023.09	62.1	73.7	69.5	83	-	-	-
KERMIT 2023.09	62	73.7	69.4	83.3	-	-	-
CP-KGC 2023.09	59.9	72.1	67.3	80.4	-	-	-
GHN 2023.09	59.6	71.9	67.8	82.1	-	-	-
GS-Quant 2026.04	59.4	64.9	63.5	71.2	-	-	-
LERP 2023.09	59.3	63.4	62.2	68.2	-	-	-
SimKGC_IB+SN 2022.03	58.8	72.1	66.7	80.5	-	-	-
SimKGC_IB+PB+SN 2022.03	58.7	71.7	66.6	80	-	-	-
SimKGC 2023.08	58.7	73.1	67.1	81.7	-	-	-
SimKGC 2023.09	58.7	71.7	66.6	80	-	-	-
SimKGC_IB 2022.03	58.5	73.1	67.1	81.7	-	-	-
SimKGC_IB+PB 2022.03	57.8	72.3	66.6	81.7	-	-	-
DIFT 2026.04	56.9	63.8	61.7	70.8	-	-	-
SSQR 2026.04	55.3	62.7	60.3	69.2	-	-	-
CoLE 2026.04	53.8	61.6	59.3	70.1	-	-	-
KG-S2S 2023.08	53.1	59.5	57.4	66.1	-	-	-
CSPromp-KG 2023.08	52.2	59.6	57.5	67.8	-	-	-
RNNLogic+ + RotatE (Orig + AUG) 2024.07	51	-	55	63.5	-	-	-
MKGL 2024.10	50	57.7	55.2	65.6	-	-	-
MKGL 2026.04	50	57.7	55.2	65.6	-	-	-
NBFNet 2021.06	49.7	57.3	55.1	66.6	636	-	-
KG-FIT 2026.04	48.8	-	55.3	69.5	-	-	-
RNNLogic+ (Orig + AUG) 2024.07	48.3	-	52.7	61.3	-	-	-
C-LMKE 2023.08	48	67.5	59.8	80.6	-	-	-
KICGPT 2026.04	47.8	61.2	56.4	67.7	-	-	-
MEM-KGC 2026.04	47.5	60.4	55.7	70.4	-	-	-
RNNLogic+ + RotatE (RW + AUG) 2024.07	47.4	-	51.1	58.5	-	-	-
RNNLogic+ + RotatE (Orig) 2024.07	47.4	-	51.6	60.2	-	-	-
KICGPT 2024.10	47.4	58.5	54.9	64.1	-	-	-
KICGPT 2023.09	47.4	58.5	54.9	64.1	-	-	-
RNNLogic 2023.09	47.1	53.2	51.3	59.7	-	-	-
DET 2024.10	46.5	-	50.7	58.5	-	-	-
RNNLogic+ (Orig) 2024.07	45.5	-	49.6	57.4	-	-	-
Rotate4D 2024.12	45.5	51.8	49.9	58.7	3,167	-	-
ConE 2021.10	45.3	51.5	49.6	57.9	-	-	-
HAKE 2021.06	45.2	51.6	49.7	58.2	-	-	-
FTL-LM 2024.10	45.2	63.7	54.3	77.3	-	-	-
HAKE 2021.10	45.1	51.3	49.6	58.2	-	-	-
RNNLogic+ + RotatE (RW) 2024.07	45.1	-	48.7	55.9	-	-	-
CoKE 2024.10	45	49.6	48.4	55.3	-	-	-
CompoundE 2024.12	45	50.8	49.1	57.6	-	-	-
HAQE 2024.12	45	51.2	49.6	58.4	-	-	-
FHRE 2024.12	45	51	49.4	56.3	-	-	-
TransERR 2024.12	45	52	50.1	60.5	1,167	-	-
DaBR 2024.12	45	53.8	51	62.2	899	-	-
RotH 2021.10	44.9	51.4	49.5	58.6	-	-	-
RotateCT 2024.12	44.8	50.7	49.2	57.9	3,285	-	-
DCNE 2024.12	44.8	51	49.2	58.1	3,244	-	-
ConvQE 2024.12	44.7	50.2	48.7	56.3	-	-	-
DualE 2024.12	44.4	51.3	49.2	58.4	2,270	-	-
TuckER 2021.10	44.3	48.2	47	52.6	-	-	-
TuckER 2022.03	44.3	48.2	47	52.6	-	-	-
TuckER 2023.08	44.3	48.2	47	52.6	-	-	-
RNNLogic+ (RW + AUG) 2024.07	44.3	-	47.7	54.3	-	-	-
TuckER 2024.10	44.3	52.6	47	52.6	-	-	-
CompGCN 2024.10	44.3	49.4	47.9	54.6	-	-	-
TuckER 2024.12	44.3	48.2	47	52.6	-	-	-
ATTH 2024.12	44.3	49.9	48.6	57.3	-	-	-
TuckER 2023.09	44.3	48.2	47	52.6	-	-	-
TuckER 2026.04	44.3	48.2	47	52.6	-	-	-
CompGCN 2026.04	44.3	49.4	47.9	54.6	-	-	-
Rotate3D 2024.12	44.2	50.5	48.9	57.9	3,328	-	-
MuRP 2021.10	44	49.5	48.1	56.6	-	-	-

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