Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models.
Pierre ColomboVictor PellegrainMalik BoudiafMyriam TamiVictor StorchanIsmail Ben AyedPablo PiantanidaPublished in: EMNLP (2023)
Keyphrases
- transductive learning
- semi supervised classification
- model selection
- text classification
- image classification
- feature vectors
- classification accuracy
- semi supervised
- sentiment classification
- decision trees
- supervised learning
- feature space
- feature selection
- support vector
- feature extraction
- high dimensional
- machine learning algorithms
- co training
- semi supervised learning
- label propagation
- supervised classification
- convex optimization
- unlabeled data
- visual features
- prior knowledge