CFKG

Reported on 5 benchmarks across 2 tasks · 2 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 PredictiononMovieLens 25M
Hits@10· 2018-05-09
0.8152
best: 0.8284 (PEAGAT)
SOTA
Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation arXiv:1805.03352
Link PredictiononYelp
HR@10· 2018-05-09
0.8729
best: 0.9128 (PEAGAT)
SOTA
Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation arXiv:1805.03352
Link PredictiononMovieLens 25M
nDCG@10· 2018-05-09
0.5196
best: 0.5475 (PEAGAT)
Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation arXiv:1805.03352
Link PredictiononYelp
nDCG@10· 2018-05-09
0.5826
best: 0.6641 (PEAGAT)
Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation arXiv:1805.03352

Miscellaneous1 result

General KnowledgeonMovieLens 1M
NDCG· 2022-04-24
0.27
best: 0.33 (BPR)
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations arXiv:2204.11241