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9.22k
Link Prediction
Pubmed (biased evaluation)
SCAT (half of negative examples with 0 features)
http://arxiv.org/abs/1809.10851v2
AP
97.19
Link Prediction
Pubmed
null
https://arxiv.org/abs/2203.01820v1
AUC
200%
Link Prediction
Pubmed
Walkpooling
https://arxiv.org/abs/2110.04375v2
AUC
98.7%
Link Prediction
Pubmed
Walkpooling
https://arxiv.org/abs/2110.04375v2
AP
98.7%
Link Prediction
Pubmed
NBFNet
https://arxiv.org/abs/2106.06935v4
AUC
98.3%
Link Prediction
Pubmed
NBFNet
https://arxiv.org/abs/2106.06935v4
AP
98.2%
Link Prediction
Pubmed
VGNAE
https://arxiv.org/abs/2108.08046v2
AUC
97.6%
Link Prediction
Pubmed
VGNAE
https://arxiv.org/abs/2108.08046v2
AP
97.6%
Link Prediction
Pubmed
GNAE
https://arxiv.org/abs/2108.08046v2
AUC
97.5%
Link Prediction
Pubmed
GNAE
https://arxiv.org/abs/2108.08046v2
AP
97.5%
Link Prediction
Pubmed
ARGE
http://arxiv.org/abs/1802.04407v2
AUC
96.8%
Link Prediction
Pubmed
ARGE
http://arxiv.org/abs/1802.04407v2
AP
97.1%
Link Prediction
Pubmed
NESS
https://arxiv.org/abs/2303.08958v2
AUC
96.67%
Link Prediction
Pubmed
NESS
https://arxiv.org/abs/2303.08958v2
AP
96.52%
Link Prediction
Pubmed
S-VGAE
https://arxiv.org/abs/1804.00891v3
AUC
96.0%
Link Prediction
Pubmed
S-VGAE
https://arxiv.org/abs/1804.00891v3
AP
96.0%
Link Prediction
Pubmed
sGraphite-VAE
https://arxiv.org/abs/1905.08509v4
AUC
94.8%
Link Prediction
Pubmed
sGraphite-VAE
https://arxiv.org/abs/1905.08509v4
AP
96.3%
Link Prediction
Pubmed
Node Feature Agg + Similarity Metric
https://arxiv.org/abs/1910.02548v1
AUC
94.5%
Link Prediction
Pubmed
Node Feature Agg + Similarity Metric
https://arxiv.org/abs/1910.02548v1
AP
94.2%
Link Prediction
Pubmed
Graph InfoClust (GIC)
https://arxiv.org/abs/2009.06946v1
AUC
93.7%
Link Prediction
Pubmed
Graph InfoClust (GIC)
https://arxiv.org/abs/2009.06946v1
AP
93.5%
Link Prediction
Pubmed
MTGAE
http://arxiv.org/abs/1811.02798v1
Accuracy
94.40%
Link Prediction
Pubmed
Variational graph auto-encoders
http://arxiv.org/abs/1611.07308v1
ACC
97.1
Link Prediction
Yago11k
TimePlex
https://arxiv.org/abs/2005.05035v2
MRR
0.2364
Link Prediction
CoDEx Large
ComplEx-N3-RP
https://arxiv.org/abs/2110.02834v1
MRR
0.345
Link Prediction
CoDEx Large
ComplEx-N3-RP
https://arxiv.org/abs/2110.02834v1
Hits@1
0.277
Link Prediction
CoDEx Large
ComplEx-N3-RP
https://arxiv.org/abs/2110.02834v1
Hits@3
0.377
Link Prediction
CoDEx Large
ComplEx-N3-RP
https://arxiv.org/abs/2110.02834v1
Hits@10
0.473
Link Prediction
CoDEx Large
TuckER
https://arxiv.org/abs/2009.07810v2
MRR
0.309
Link Prediction
CoDEx Large
TuckER
https://arxiv.org/abs/2009.07810v2
Hits@1
0.244
Link Prediction
CoDEx Large
TuckER
https://arxiv.org/abs/2009.07810v2
Hits@3
0.3395
Link Prediction
CoDEx Large
TuckER
https://arxiv.org/abs/2009.07810v2
Hits@10
0.430
Link Prediction
CoDEx Large
RESCAL
https://arxiv.org/abs/2009.07810v2
MRR
0.304
Link Prediction
CoDEx Large
RESCAL
https://arxiv.org/abs/2009.07810v2
Hits@1
0.242
Link Prediction
CoDEx Large
RESCAL
https://arxiv.org/abs/2009.07810v2
Hits@3
0.3313
Link Prediction
CoDEx Large
RESCAL
https://arxiv.org/abs/2009.07810v2
Hits@10
0.419
Link Prediction
CoDEx Large
ConvE
https://arxiv.org/abs/2009.07810v2
MRR
0.303
Link Prediction
CoDEx Large
ConvE
https://arxiv.org/abs/2009.07810v2
Hits@1
0.240
Link Prediction
CoDEx Large
ConvE
https://arxiv.org/abs/2009.07810v2
Hits@3
0.3298
Link Prediction
CoDEx Large
ConvE
https://arxiv.org/abs/2009.07810v2
Hits@10
0.420
Link Prediction
CoDEx Large
ComplEx
https://arxiv.org/abs/2009.07810v2
MRR
0.294
Link Prediction
CoDEx Large
ComplEx
https://arxiv.org/abs/2009.07810v2
Hits@1
0.237
Link Prediction
CoDEx Large
ComplEx
https://arxiv.org/abs/2009.07810v2
Hits@3
0.3179
Link Prediction
CoDEx Large
ComplEx
https://arxiv.org/abs/2009.07810v2
Hits@10
0.400
Link Prediction
CoDEx Large
TransE
https://arxiv.org/abs/2009.07810v2
MRR
0.187
Link Prediction
CoDEx Large
TransE
https://arxiv.org/abs/2009.07810v2
Hits@1
0.116
Link Prediction
CoDEx Large
TransE
https://arxiv.org/abs/2009.07810v2
Hits@3
0.2188
Link Prediction
CoDEx Large
TransE
https://arxiv.org/abs/2009.07810v2
Hits@10
0.317
Link Prediction
Gnutella
Asymmetric Transitivity Preservation
http://arxiv.org/abs/1811.00839v2
AUC
93.14
Link Prediction
Alibaba
GATNE-I
https://arxiv.org/abs/1905.01669v2
F1-Score
89.94
Link Prediction
Alibaba
GATNE-I
https://arxiv.org/abs/1905.01669v2
PR AUC
95.04
Link Prediction
Alibaba
GATNE-I
https://arxiv.org/abs/1905.01669v2
ROC AUC
84.2
Link Prediction
GO21
ConE
https://arxiv.org/abs/2110.14923v2
MRR
0.211
Link Prediction
GO21
ConE
https://arxiv.org/abs/2110.14923v2
Hit@1
0.14
Link Prediction
GO21
ConE
https://arxiv.org/abs/2110.14923v2
Hits@3
0.237
Link Prediction
GO21
ConE
https://arxiv.org/abs/2110.14923v2
Hits@10
0.347
Link Prediction
Last.FM
MAGNN
https://arxiv.org/abs/2002.01680v2
AP
98.93
Link Prediction
Last.FM
MAGNN
https://arxiv.org/abs/2002.01680v2
AUC
98.91
Link Prediction
Wikidata5M
MoCoKGC
https://aclanthology.org/2024.emnlp-main.832/
MRR
0.490
Link Prediction
Wikidata5M
MoCoKGC
https://aclanthology.org/2024.emnlp-main.832/
Hits@1
0.435
Link Prediction
Wikidata5M
MoCoKGC
https://aclanthology.org/2024.emnlp-main.832/
Hits@3
0.517
Link Prediction
Wikidata5M
MoCoKGC
https://aclanthology.org/2024.emnlp-main.832/
Hits@10
0.591
Link Prediction
Wikidata5M
KGT5-context + Description
https://arxiv.org/abs/2305.13059v2
MRR
0.426
Link Prediction
Wikidata5M
KGT5-context + Description
https://arxiv.org/abs/2305.13059v2
Hits@1
0.406
Link Prediction
Wikidata5M
KGT5-context + Description
https://arxiv.org/abs/2305.13059v2
Hits@3
0.44
Link Prediction
Wikidata5M
KGT5-context + Description
https://arxiv.org/abs/2305.13059v2
Hits@10
0.46
Link Prediction
Wikidata5M
KGT5 + Description
https://arxiv.org/abs/2305.13059v2
MRR
0.381
Link Prediction
Wikidata5M
KGT5 + Description
https://arxiv.org/abs/2305.13059v2
Hits@1
0.357
Link Prediction
Wikidata5M
KGT5 + Description
https://arxiv.org/abs/2305.13059v2
Hits@3
0.397
Link Prediction
Wikidata5M
KGT5 + Description
https://arxiv.org/abs/2305.13059v2
Hits@10
0.422
Link Prediction
Wikidata5M
KGT5-context
https://arxiv.org/abs/2305.13059v2
MRR
0.378
Link Prediction
Wikidata5M
KGT5-context
https://arxiv.org/abs/2305.13059v2
Hits@1
0.35
Link Prediction
Wikidata5M
KGT5-context
https://arxiv.org/abs/2305.13059v2
Hits@3
0.396
Link Prediction
Wikidata5M
KGT5-context
https://arxiv.org/abs/2305.13059v2
Hits@10
0.427
Link Prediction
Wikidata5M
SimKGC + Description
https://arxiv.org/abs/2203.02167v1
MRR
0.358
Link Prediction
Wikidata5M
SimKGC + Description
https://arxiv.org/abs/2203.02167v1
Hits@1
0.313
Link Prediction
Wikidata5M
SimKGC + Description
https://arxiv.org/abs/2203.02167v1
Hits@3
0.376
Link Prediction
Wikidata5M
SimKGC + Description
https://arxiv.org/abs/2203.02167v1
Hits@10
0.441
Link Prediction
Wikidata5M
KGT5 ComplEx Ensemble
https://arxiv.org/abs/2203.10321v1
MRR
0.336
Link Prediction
Wikidata5M
KGT5 ComplEx Ensemble
https://arxiv.org/abs/2203.10321v1
Hits@1
0.282
Link Prediction
Wikidata5M
KGT5 ComplEx Ensemble
https://arxiv.org/abs/2203.10321v1
Hits@3
0.362
Link Prediction
Wikidata5M
KGT5 ComplEx Ensemble
https://arxiv.org/abs/2203.10321v1
Hits@10
0.426
Link Prediction
Wikidata5M
ComplEx
https://dl.acm.org/doi/pdf/10.14778/3494124.3494144
MRR
0.308
Link Prediction
Wikidata5M
ComplEx
https://dl.acm.org/doi/pdf/10.14778/3494124.3494144
Hits@1
0.255
Link Prediction
Wikidata5M
ComplEx
https://dl.acm.org/doi/pdf/10.14778/3494124.3494144
Hits@10
0.398
Link Prediction
Wikidata5M
KGT5
https://arxiv.org/abs/2203.10321v1
MRR
0.300
Link Prediction
Wikidata5M
KGT5
https://arxiv.org/abs/2203.10321v1
Hits@1
0.267
Link Prediction
Wikidata5M
KGT5
https://arxiv.org/abs/2203.10321v1
Hits@3
0.318
Link Prediction
Wikidata5M
KGT5
https://arxiv.org/abs/2203.10321v1
Hits@10
0.365
Link Prediction
Wikidata5M
SimplE
https://arxiv.org/abs/1911.06136v3
MRR
0.296
Link Prediction
Wikidata5M
SimplE
https://arxiv.org/abs/1911.06136v3
Hits@1
0.252
Link Prediction
Wikidata5M
SimplE
https://arxiv.org/abs/1911.06136v3
Hits@3
0.317
Link Prediction
Wikidata5M
SimplE
https://arxiv.org/abs/1911.06136v3
Hits@10
0.377
Link Prediction
Wikidata5M
RotatE
https://arxiv.org/abs/1911.06136v3
MRR
0.29
Link Prediction
Wikidata5M
RotatE
https://arxiv.org/abs/1911.06136v3
Hits@1
0.234
Link Prediction
Wikidata5M
RotatE
https://arxiv.org/abs/1911.06136v3
Hits@3
0.322
Link Prediction
Wikidata5M
RotatE
https://arxiv.org/abs/1911.06136v3
Hits@10
0.39
Link Prediction
Wikidata5M
ComplEx
https://arxiv.org/abs/1911.06136v3
MRR
0.281
Link Prediction
Wikidata5M
ComplEx
https://arxiv.org/abs/1911.06136v3
Hits@1
0.228