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Models/Orthogonalized Soft VSM

Orthogonalized Soft VSM

Reported on 14 benchmarks across 3 tasks · 1 paper

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

Natural Language Processing9 results

Text Classificationon20NEWS
Accuracy· 2020-03-10
70.28
best: 93 (LinearSVM+TFIDF)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Text ClassificationonReuters-21578
Accuracy· 2020-03-10
92.65
best: 97.17 (ApproxRepSet)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Text ClassificationonBBCSport
Accuracy· 2020-03-10
97.73
best: 99.59 (MPAD-path)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Text ClassificationonTwitter
Accuracy· 2020-03-10
69.21
best: 99.97 (ERNIE 2.0)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Text ClassificationonAmazon
Accuracy· 2020-03-10
93.42
best: 94.31 (ApproxRepSet)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Document ClassificationonReuters-21578
Accuracy· 2020-03-10
92.65
best: 97.17 (ApproxRepSet)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Document ClassificationonBBCSport
Accuracy· 2020-03-10
97.73
best: 99.59 (MPAD-path)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Document ClassificationonTwitter
Accuracy· 2020-03-10
69.21
best: 72.6 (ApproxRepSet)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
Document ClassificationonAmazon
Accuracy· 2020-03-10
93.42
best: 94.31 (ApproxRepSet)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019

Methodology5 results

Classificationon20NEWS
Accuracy· 2020-03-10
70.28
best: 93 (LinearSVM+TFIDF)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
ClassificationonReuters-21578
Accuracy· 2020-03-10
92.65
best: 97.17 (ApproxRepSet)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
ClassificationonBBCSport
Accuracy· 2020-03-10
97.73
best: 99.59 (MPAD-path)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
ClassificationonTwitter
Accuracy· 2020-03-10
69.21
best: 99.97 (ERNIE 2.0)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019
ClassificationonAmazon
Accuracy· 2020-03-10
93.42
best: 94.31 (ApproxRepSet)
Text classification with word embedding regularization and soft similarity measure arXiv:2003.05019