Active Learning Design Choices for NER with Transformers.
Robert VacareanuEnrique Noriega-AtalaGus Hahn-PowellMarco Antonio Valenzuela-EscárcegaMihai SurdeanuPublished in: LREC/COLING (2024)
Keyphrases
- design choices
- active learning
- named entity recognition
- semi supervised
- maximum entropy
- information extraction
- chinese named entity recognition
- named entities
- design decisions
- trade off
- design space
- natural language processing
- text summarization
- conditional random fields
- supervised learning
- machine learning
- training set
- open data
- learning algorithm
- online learning
- learning process
- image analysis
- pairwise
- search algorithm
- optimal solution
- named entity recognizer