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Models/KGAT

KGAT

Reported on 7 benchmarks across 3 tasks · 3 papers · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs4 results

Link PredictiononYelp
HR@10· 2019-05-20
0.8762
best: 0.9128 (PEAGAT)
SOTA
KGAT: Knowledge Graph Attention Network for Recommendation arXiv:1905.07854
Link PredictiononYelp
nDCG@10· 2019-05-20
0.6136
best: 0.6641 (PEAGAT)
SOTA
KGAT: Knowledge Graph Attention Network for Recommendation arXiv:1905.07854
Link PredictiononMovieLens 25M
Hits@10· 2019-05-20
0.8147
best: 0.8284 (PEAGAT)
KGAT: Knowledge Graph Attention Network for Recommendation arXiv:1905.07854
Link PredictiononMovieLens 25M
nDCG@10· 2019-05-20
0.5236
best: 0.5475 (PEAGAT)
KGAT: Knowledge Graph Attention Network for Recommendation arXiv:1905.07854

Natural Language Processing2 results

Fact VerificationonFEVER
Accuracy· 2019-10-22
74.1
best: 79.47 (ProoFVer-SB)
Fine-grained Fact Verification with Kernel Graph Attention Network arXiv:1910.09796
Fact VerificationonFEVER
FEVER· 2019-10-22
70.4
best: 76.82 (ProoFVer-SB)
Fine-grained Fact Verification with Kernel Graph Attention Network arXiv:1910.09796

Miscellaneous1 result

General KnowledgeonMovieLens 1M
NDCG· 2022-04-24
0.33
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations arXiv:2204.11241