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/RoBERTaGCN

RoBERTaGCN

Reported on 10 benchmarks across 2 tasks · 1 paper · 8 SOTA

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

Natural Language Processing5 results

Text ClassificationonOhsumed
Accuracy· 2021-05-12
72.8
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
Text ClassificationonR8
Accuracy· 2021-05-12
98.2
best: 98.451 (DeBERTa)
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
Text Classificationon20 Newsgroups
Accuracy· 2021-05-12
89.5
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
Text Classificationon20NEWS
Accuracy· 2021-05-12
89.5
best: 93 (LinearSVM+TFIDF)
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
Text ClassificationonMR
Accuracy· 2021-05-12
89.7
best: 93.3 (VLAWE)
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727

Methodology5 results

ClassificationonOhsumed
Accuracy· 2021-05-12
72.8
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
ClassificationonR8
Accuracy· 2021-05-12
98.2
best: 98.451 (DeBERTa)
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
Classificationon20 Newsgroups
Accuracy· 2021-05-12
89.5
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
Classificationon20NEWS
Accuracy· 2021-05-12
89.5
best: 93 (LinearSVM+TFIDF)
SOTA
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727
ClassificationonMR
Accuracy· 2021-05-12
89.7
best: 93.3 (VLAWE)
BertGCN: Transductive Text Classification by Combining GCN and BERT arXiv:2105.05727