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Models/KTUP (soft)

KTUP (soft)

Reported on 20 benchmarks across 5 tasks · 1 paper · 20 SOTA

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

Knowledge Base12 results

Knowledge GraphsonDBbook2014
Hits@10· 2019-02-17
60.75
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Knowledge GraphsonDBbook2014
Mean Rank· 2019-02-17
499
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Knowledge GraphsonMovieLens 1M
Hits@10· 2019-02-17
48.9
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Knowledge GraphsonMovieLens 1M
Mean Rank· 2019-02-17
527
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Recommendation SystemsonMovieLens 1M
HR@10· 2019-02-17
0.8903
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Recommendation SystemsonMovieLens 1M
NDCG· 2019-02-17
0.6992
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Recommendation SystemsonDBbook2014
HR@10· 2019-02-17
0.3461
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Recommendation SystemsonDBbook2014
NDCG· 2019-02-17
0.2762
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Knowledge Graph CompletiononDBbook2014
Hits@10· 2019-02-17
60.75
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Knowledge Graph CompletiononDBbook2014
Mean Rank· 2019-02-17
499
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Knowledge Graph CompletiononMovieLens 1M
Hits@10· 2019-02-17
48.9
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Knowledge Graph CompletiononMovieLens 1M
Mean Rank· 2019-02-17
527
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236

Methodology4 results

Large Language ModelonDBbook2014
Hits@10· 2019-02-17
60.75
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Large Language ModelonDBbook2014
Mean Rank· 2019-02-17
499
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Large Language ModelonMovieLens 1M
Hits@10· 2019-02-17
48.9
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Large Language ModelonMovieLens 1M
Mean Rank· 2019-02-17
527
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236

Natural Language Processing4 results

Inductive knowledge graph completiononDBbook2014
Hits@10· 2019-02-17
60.75
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Inductive knowledge graph completiononDBbook2014
Mean Rank· 2019-02-17
499
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Inductive knowledge graph completiononMovieLens 1M
Hits@10· 2019-02-17
48.9
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236
Inductive knowledge graph completiononMovieLens 1M
Mean Rank· 2019-02-17
527
SOTA
Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences arXiv:1902.06236