Enhancing Few-Shot Topic Classification with Verbalizers. a Study on Automatic Verbalizer and Ensemble Methods.
Quang Anh NguyenNadi TomehMustapha LebbahThierry CharnoisHanene AzzagSantiago Cordoba MuñozPublished in: LREC/COLING (2024)
Keyphrases
- ensemble methods
- decision trees
- machine learning methods
- ensemble learning
- benchmark datasets
- majority voting
- classification accuracy
- prediction accuracy
- pattern recognition
- classifier ensemble
- generalization ability
- ensemble classification
- model selection
- random forest
- bias variance analysis
- cross validation
- support vector machine svm
- text classification
- support vector machine
- feature vectors
- artificial neural networks
- support vector