RoBERTa+DualCL

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

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

Natural Language Processing3 results

Subjectivity AnalysisonSUBJ
Accuracy· 2022-01-21
97.34
SOTA
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation arXiv:2201.08702
Sentiment AnalysisonSST-2 Binary classification
Accuracy· 2022-01-21
94.91
best: 97.5 (T5-11B)
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation arXiv:2201.08702
Text ClassificationonTREC-6
Error· 2022-01-21
2.6
best: 0.4 (Automatic Label Error Correction)
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation arXiv:2201.08702

Methodology1 result

ClassificationonTREC-6
Error· 2022-01-21
2.6
best: 0.4 (Automatic Label Error Correction)
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation arXiv:2201.08702