Machine learningDeep learning / NLP / CV
RoBERTa-based Classification
RoBERTa-based Classification applies the RoBERTa pre-trained transformer — trained more robustly than BERT with dynamic masking and larger batches — to text categorisation tasks by adding a lightweight classification head on top of the [CLS] token representation and fine-tuning the entire model on labelled examples. It consistently matches or outperforms BERT on standard NLP benchmarks.
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Sources
- Liu, Y., Ott, M., Goyal, N., Du, J., Joshi, M., Chen, D., Levy, O., Lewis, M., Zettlemoyer, L., & Stoyanov, V. (2019). RoBERTa: A Robustly Optimized BERT Pretraining Approach. arXiv preprint arXiv:1907.11692. link ↗
- Devlin, J., Chang, M.-W., Lee, K., & Toutanova, K. (2019). BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of NAACL-HLT 2019 (pp. 4171–4186). Association for Computational Linguistics. DOI: 10.18653/v1/N19-1423 ↗
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Referenced by
BERT-based ClassificationDomain-adaptive BERT-based ClassificationDomain-adaptive Question AnsweringDomain-adaptive RoBERTa-based ClassificationDomain-adaptive sentence embeddingsDomain-adaptive Sentiment AnalysisExplainable BERT-based ClassificationExplainable Question AnsweringExplainable RoBERTa-based ClassificationExplainable Sentiment AnalysisFine-Tuned BERT-based ClassificationFine-Tuned Named Entity RecognitionFine-Tuned Question AnsweringFine-Tuned RoBERTa-based ClassificationFine-Tuned Sentence EmbeddingsFine-Tuned Text SummarizationFine-Tuned TransformerMultilingual question answeringMultilingual RoBERTa-based ClassificationMultilingual Sentiment AnalysisMultilingual TransformerMultimodal RoBERTa-based ClassificationSelf-supervised TransformerSemi-supervised BERT-based ClassificationSemi-supervised RoBERTa-based ClassificationSemi-supervised TransformerSentence EmbeddingsTransfer Learning with BERT-based ClassificationTransfer Learning with Named Entity RecognitionTransfer Learning with Sentence EmbeddingsWeakly supervised BERT-based classificationWeakly Supervised RoBERTa-based Classification