Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/ApproxRepSet

ApproxRepSet

Reported on 24 benchmarks across 4 tasks · 1 paper · 18 SOTA

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

Natural Language Processing14 results

Text ClassificationonReuters-21578
Accuracy· 2019-04-03
97.17
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Text ClassificationonBBCSport
Accuracy· 2019-04-03
95.73
best: 99.59 (MPAD-path)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Text ClassificationonRecipe
Accuracy· 2019-04-03
59.06
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Text ClassificationonTwitter
Accuracy· 2019-04-03
72.6
best: 99.97 (ERNIE 2.0)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Text ClassificationonAmazon
Accuracy· 2019-04-03
94.31
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Text ClassificationonClassic
Accuracy· 2019-04-03
96.24
best: 96.85 (REL-RWMD k-NN)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Document ClassificationonReuters-21578
Accuracy· 2019-04-03
97.17
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Document ClassificationonBBCSport
Accuracy· 2019-04-03
95.73
best: 99.59 (MPAD-path)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Document ClassificationonRecipe
Accuracy· 2019-04-03
59.06
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Document ClassificationonTwitter
Accuracy· 2019-04-03
72.6
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Document ClassificationonAmazon
Accuracy· 2019-04-03
94.31
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Document ClassificationonClassic
Accuracy· 2019-04-03
96.24
best: 96.85 (REL-RWMD k-NN)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Text ClassificationonOhsumed
Accuracy· 2019-04-03
64.06
best: 72.8 (RoBERTaGCN)
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Text Classificationon20NEWS
Accuracy· 2019-04-03
76.18
best: 93 (LinearSVM+TFIDF)
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962

Methodology9 results

ClassificationonReuters-21578
Accuracy· 2019-04-03
97.17
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
ClassificationonBBCSport
Accuracy· 2019-04-03
95.73
best: 99.59 (MPAD-path)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
ClassificationonRecipe
Accuracy· 2019-04-03
59.06
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
ClassificationonTwitter
Accuracy· 2019-04-03
72.6
best: 99.97 (ERNIE 2.0)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
ClassificationonAmazon
Accuracy· 2019-04-03
94.31
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
ClassificationonClassic
Accuracy· 2019-04-03
96.24
best: 96.85 (REL-RWMD k-NN)
SOTA
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
ClassificationonOhsumed
Accuracy· 2019-04-03
64.06
best: 72.8 (RoBERTaGCN)
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
Classificationon20NEWS
Accuracy· 2019-04-03
76.18
best: 93 (LinearSVM+TFIDF)
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962
ClassificationonREDDIT-B
Accuracy· 2019-04-03
80.3
best: 93.15 (CRaWl)
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962

Graphs1 result

Graph ClassificationonREDDIT-B
Accuracy· 2019-04-03
80.3
best: 93.15 (CRaWl)
Rep the Set: Neural Networks for Learning Set Representations arXiv:1904.01962