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Models/SimpleX

SimpleX

Reported on 11 benchmarks across 2 tasks · 1 paper · 7 SOTA

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

Knowledge Base6 results

Recommendation SystemsonYelp2018
NDCG@20· 2021-09-26
0.0575
best: 0.0611 (NESCL)
SOTA
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Recommendation SystemsonYelp2018
Recall@20· 2021-09-26
0.0701
best: 0.0743 (NESCL)
SOTA
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Recommendation SystemsonAmazon-Book
Recall@20· 2021-09-26
0.0583
best: 0.0773 (SSCF)
SOTA
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Recommendation SystemsonAmazon-Book
nDCG@20· 2021-09-26
0.0468
best: 0.0647 (SSCF)
SOTA
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Recommendation SystemsonGowalla
Recall@20· 2021-09-26
0.1872
best: 0.1922 (RLAE-DAN)
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Recommendation SystemsonGowalla
nDCG@20· 2021-09-26
0.1557
best: 0.6019 (ConvNCF)
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613

Miscellaneous5 results

Collaborative FilteringonYelp2018
NDCG@20· 2021-09-26
0.0575
best: 0.0611 (NESCL)
SOTA
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Collaborative FilteringonYelp2018
Recall@20· 2021-09-26
0.0701
best: 0.0743 (NESCL)
SOTA
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Collaborative FilteringonMovieLens 1M
NDCG@20· 2021-09-26
0.267
SOTA
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Collaborative FilteringonGowalla
NDCG@20· 2021-09-26
0.1557
best: 0.1617 (NESCL)
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613
Collaborative FilteringonGowalla
Recall@20· 2021-09-26
0.1872
best: 0.1922 (RLAE-DAN)
SimpleX: A Simple and Strong Baseline for Collaborative Filtering arXiv:2109.12613