no code implementations • LREC 2022 • Mikhail Lepekhin, Serge Sharoff
Genre identification is a kind of non-topic text classification.
no code implementations • 15 Jun 2022 • Mikhail Lepekhin, Serge Sharoff
We can evaluate robustness via the confidence gap between the correctly classified texts and the misclassified ones on a labeled test corpus, higher gaps make it easier to improve our confidence that our classifier made the right decision.
no code implementations • 5 Jul 2021 • Mikhail Lepekhin, Serge Sharoff
Neural models based on pre-trained transformers, such as BERT or XLM-RoBERTa, demonstrate SOTA results in many NLP tasks, including non-topical classification, such as genre identification.