ACTOR: Active Learning with Annotator-specific Classification Heads to Embrace Human Label Variation.
Xinpeng WangBarbara PlankPublished in: EMNLP (2023)
Keyphrases
- active learning
- active learning framework
- classification accuracy
- decision trees
- class labels
- selective sampling
- pattern recognition
- batch mode active learning
- machine learning
- supervised learning
- automatic classification
- support vector
- feature selection
- feature extraction
- labeling effort
- training set
- semi supervised
- support vector machine svm
- training examples
- classification algorithm
- machine learning methods
- support vector machine
- high level
- pattern classification
- classification models
- multi label classification
- text classification
- human subjects
- multi label
- learning process
- preprocessing
- learning algorithm