task_path
stringlengths 3
199
⌀ | dataset
stringlengths 1
128
⌀ | model_name
stringlengths 1
223
⌀ | paper_url
stringlengths 21
601
⌀ | metric_name
stringlengths 1
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⌀ | metric_value
stringlengths 1
9.22k
⌀ |
|---|---|---|---|---|---|
Link Prediction
|
Cora
|
Walkpooling
|
https://arxiv.org/abs/2110.04375v2
|
AP
|
96.0%
|
Link Prediction
|
Cora
|
NBFNet
|
https://arxiv.org/abs/2106.06935v4
|
AUC
|
95.6%
|
Link Prediction
|
Cora
|
NBFNet
|
https://arxiv.org/abs/2106.06935v4
|
AP
|
96.2%
|
Link Prediction
|
Cora
|
GNAE
|
https://arxiv.org/abs/2108.08046v2
|
AUC
|
95.6%
|
Link Prediction
|
Cora
|
GNAE
|
https://arxiv.org/abs/2108.08046v2
|
AP
|
95.7%
|
Link Prediction
|
Cora
|
VGNAE
|
https://arxiv.org/abs/2108.08046v2
|
AUC
|
95.4%
|
Link Prediction
|
Cora
|
VGNAE
|
https://arxiv.org/abs/2108.08046v2
|
AP
|
95.8%
|
Link Prediction
|
Cora
|
S-VGAE
|
https://arxiv.org/abs/1804.00891v3
|
AUC
|
94.1%
|
Link Prediction
|
Cora
|
S-VGAE
|
https://arxiv.org/abs/1804.00891v3
|
AP
|
94.1%
|
Link Prediction
|
Cora
|
sGraphite-VAE
|
https://arxiv.org/abs/2009.06946v1
|
AUC
|
93.7%
|
Link Prediction
|
Cora
|
sGraphite-VAE
|
https://arxiv.org/abs/2009.06946v1
|
AP
|
93.5%
|
Link Prediction
|
Cora
|
Graph InfoClust (GIC)
|
https://www.researchgate.net/publication/328688614_Binarized_Attributed_Network_Embedding
|
AUC
|
93.5%
|
Link Prediction
|
Cora
|
Graph InfoClust (GIC)
|
https://www.researchgate.net/publication/328688614_Binarized_Attributed_Network_Embedding
|
AP
|
93.3%
|
Link Prediction
|
Cora
|
BANE
|
https://arxiv.org/abs/1910.02548v1
|
AUC
|
93.50%
|
Link Prediction
|
Cora
|
BANE
|
https://arxiv.org/abs/1910.02548v1
|
AP
|
93.2%
|
Link Prediction
|
Cora
|
PPPNE
|
http://fange.pro/files/2021PPPNE.pdf
|
AUC
|
92.5%
|
Link Prediction
|
Cora
|
PPPNE
|
http://fange.pro/files/2021PPPNE.pdf
|
AP
|
93.9%
|
Link Prediction
|
Cora
|
ARGE
|
http://arxiv.org/abs/1802.04407v2
|
AUC
|
92.4%
|
Link Prediction
|
Cora
|
ARGE
|
http://arxiv.org/abs/1802.04407v2
|
AP
|
93.2%
|
Link Prediction
|
Cora
|
MTGAE
|
http://arxiv.org/abs/1811.02798v1
|
Accuracy
|
94.60%
|
Link Prediction
|
Cora
|
Variational graph auto-encoders
|
http://arxiv.org/abs/1611.07308v1
|
ACC
|
92.0
|
Link Prediction
|
Pubmed (nonstandard variant)
|
GLACE
|
https://arxiv.org/abs/1912.00536v1
|
AUC
|
97.82
|
Link Prediction
|
Pubmed (nonstandard variant)
|
GLACE
|
https://arxiv.org/abs/1912.00536v1
|
AP
|
97.49
|
Link Prediction
|
KG20C
|
MEI (small)
|
https://arxiv.org/abs/2006.16365v2
|
MRR
|
0.230
|
Link Prediction
|
KG20C
|
MEI (small)
|
https://arxiv.org/abs/2006.16365v2
|
Hits@1
|
0.157
|
Link Prediction
|
KG20C
|
MEI (small)
|
https://arxiv.org/abs/2006.16365v2
|
Hits@3
|
0.258
|
Link Prediction
|
KG20C
|
MEI (small)
|
https://arxiv.org/abs/2006.16365v2
|
Hits@10
|
0.368
|
Link Prediction
|
KG20C
|
CP-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
MRR
|
0.215
|
Link Prediction
|
KG20C
|
CP-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
Hits@1
|
0.148
|
Link Prediction
|
KG20C
|
CP-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
Hits@3
|
0.234
|
Link Prediction
|
KG20C
|
CP-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
Hits@10
|
0.348
|
Link Prediction
|
KG20C
|
Word2vec-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
MRR
|
0.068
|
Link Prediction
|
KG20C
|
Word2vec-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
Hits@1
|
0.011
|
Link Prediction
|
KG20C
|
Word2vec-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
Hits@3
|
0.070
|
Link Prediction
|
KG20C
|
Word2vec-N3 (small)
|
https://ir.soken.ac.jp/?action=pages_view_main&active_action=repository_view_main_item_detail&item_id=6334&item_no=1&page_id=29&block_id=155
|
Hits@10
|
0.177
|
Link Prediction
|
Alibaba-S
|
GATNE-T
|
https://arxiv.org/abs/1905.01669v2
|
F1-Score
|
62.48
|
Link Prediction
|
Alibaba-S
|
GATNE-T
|
https://arxiv.org/abs/1905.01669v2
|
PR AUC
|
67.55
|
Link Prediction
|
Alibaba-S
|
GATNE-T
|
https://arxiv.org/abs/1905.01669v2
|
ROC AUC
|
66.71
|
Link Prediction
|
Temp8
|
HAHE
|
https://arxiv.org/abs/2305.06588v2
|
MRR
|
0.368
|
Link Prediction
|
Temp8
|
HAHE
|
https://arxiv.org/abs/2305.06588v2
|
Hit@1
|
0.291
|
Link Prediction
|
Temp8
|
HAHE
|
https://arxiv.org/abs/2305.06588v2
|
Hit@10
|
0.516
|
Link Prediction
|
Temp8
|
StarE (H) + Transformer (H)
|
https://arxiv.org/abs/2009.10847v1
|
MRR
|
0.349
|
Link Prediction
|
Temp8
|
StarE (H) + Transformer (H)
|
https://arxiv.org/abs/2009.10847v1
|
Hit@1
|
0.271
|
Link Prediction
|
Temp8
|
StarE (H) + Transformer (H)
|
https://arxiv.org/abs/2009.10847v1
|
Hit@10
|
0.496
|
Link Prediction
|
Amazon
|
GATNE-T
|
https://arxiv.org/abs/1905.01669v2
|
F1-Score
|
92.87
|
Link Prediction
|
Amazon
|
GATNE-T
|
https://arxiv.org/abs/1905.01669v2
|
PR AUC
|
97.05
|
Link Prediction
|
Amazon
|
GATNE-T
|
https://arxiv.org/abs/1905.01669v2
|
ROC AUC
|
97.44
|
Link Prediction
|
MovieLens 1M
|
Hyper-SAGNN-W
|
https://arxiv.org/abs/1911.02613v1
|
AUC
|
0.93
|
Link Prediction
|
MovieLens 1M
|
Hyper-SAGNN-W
|
https://arxiv.org/abs/1911.02613v1
|
AUPR
|
0.81
|
Link Prediction
|
MovieLens 1M
|
Hyper-SAGNN-E
|
https://arxiv.org/abs/1911.02613v1
|
AUPR
|
0.7929999999999999
|
Link Prediction
|
GPS
|
Hyper-SAGNN-E
|
https://arxiv.org/abs/1911.02613v1
|
AUC
|
0.9520000000000001
|
Link Prediction
|
GPS
|
Hyper-SAGNN-E
|
https://arxiv.org/abs/1911.02613v1
|
AUPR
|
0.7979999999999999
|
Link Prediction
|
GPS
|
Hyper-SAGNN-W
|
https://arxiv.org/abs/1911.02613v1
|
AUC
|
0.922
|
Link Prediction
|
GPS
|
Hyper-SAGNN-W
|
https://arxiv.org/abs/1911.02613v1
|
AUPR
|
0.722
|
Link Prediction
|
Yelp
|
PEAGAT
|
https://arxiv.org/abs/2010.11793v3
|
HR@10
|
0.9128
|
Link Prediction
|
Yelp
|
PEAGAT
|
https://arxiv.org/abs/2010.11793v3
|
nDCG@10
|
0.6641
|
Link Prediction
|
Yelp
|
KGAT
|
https://arxiv.org/abs/1905.07854v2
|
HR@10
|
0.8762
|
Link Prediction
|
Yelp
|
KGAT
|
https://arxiv.org/abs/1905.07854v2
|
nDCG@10
|
0.6136
|
Link Prediction
|
Yelp
|
CFKG
|
http://arxiv.org/abs/1805.03352v2
|
HR@10
|
0.8729
|
Link Prediction
|
Yelp
|
CFKG
|
http://arxiv.org/abs/1805.03352v2
|
nDCG@10
|
0.5826
|
Link Prediction
|
Yelp
|
NFM
|
http://arxiv.org/abs/1708.05027v1
|
HR@10
|
0.8595
|
Link Prediction
|
Yelp
|
NFM
|
http://arxiv.org/abs/1708.05027v1
|
nDCG@10
|
0.6062
|
Link Prediction
|
Yelp
|
KGCN
|
http://arxiv.org/abs/1904.12575v1
|
HR@10
|
0.8125
|
Link Prediction
|
Yelp
|
KGCN
|
http://arxiv.org/abs/1904.12575v1
|
nDCG@10
|
0.4668
|
Link Prediction
|
Yelp
|
NGCF
|
https://arxiv.org/abs/2005.09683v2
|
HR@10
|
0.8068
|
Link Prediction
|
Yelp
|
NGCF
|
https://arxiv.org/abs/2005.09683v2
|
nDCG@10
|
0.481
|
Link Prediction
|
Yelp
|
Metapath2Vec
|
https://dl.acm.org/doi/10.1145/3097983.3098036
|
HR@10
|
0.6307
|
Link Prediction
|
Yelp
|
Metapath2Vec
|
https://dl.acm.org/doi/10.1145/3097983.3098036
|
nDCG@10
|
0.402
|
Link Prediction
|
Yelp
|
HSRL (DW)
|
http://arxiv.org/abs/1902.06684v1
|
AUC
|
90.1
|
Link Prediction
|
Yelp
|
Event2vec
|
http://arxiv.org/abs/1901.10234v2
|
AUC
|
86.2
|
Link Prediction
|
Citeseer (biased evaluation)
|
GraphStar (double weight on positive examples)
|
https://arxiv.org/abs/1906.12330v1
|
AUC
|
97.47
|
Link Prediction
|
Citeseer (biased evaluation)
|
GraphStar (double weight on positive examples)
|
https://arxiv.org/abs/1906.12330v1
|
AP
|
97.93
|
Link Prediction
|
Citeseer (biased evaluation)
|
GraphStar (double weight on positive examples)
|
https://arxiv.org/abs/1906.12330v1
|
Accuracy
|
97.7
|
Link Prediction
|
Citeseer (biased evaluation)
|
SCAT (half of negative examples with 0 features)
|
http://arxiv.org/abs/1809.10851v2
|
AUC
|
97.27
|
Link Prediction
|
Citeseer (biased evaluation)
|
SCAT (half of negative examples with 0 features)
|
http://arxiv.org/abs/1809.10851v2
|
AP
|
97.57
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
MRR
|
0.1326
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@100
|
0.4705
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@10
|
0.2509
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@5
|
0.1899
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@3
|
0.1396
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@1
|
0.0763
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
AMRI
|
0.730
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
MRR
|
0.0381
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@100
|
0.4678
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@10
|
0.0917
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@5
|
0.0500
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@3
|
0.0219
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@1
|
0.007
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Small
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
AMRI
|
0.666
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
MRR
|
0.0705
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@100
|
0.374
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@10
|
0.1458
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@5
|
0.099
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@3
|
0.073
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
Hits@1
|
0.0319
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece + GNN
|
https://arxiv.org/abs/2203.01520v2
|
AMRI
|
0.682
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
MRR
|
0.0651
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@100
|
0.287
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@10
|
0.1246
|
Link Prediction > Inductive Link Prediction
|
ILPC22-Large
|
Inductive NodePiece
|
https://arxiv.org/abs/2203.01520v2
|
Hits@5
|
0.0809
|
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