Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction.
Minqian LiuLifu HuangPublished in: ACL (Findings) (2023)
Keyphrases
- information extraction
- class labels
- intra class
- machine learning
- multiclass classification
- natural language processing
- class dependent
- support vector machine
- data sets
- decision trees
- text mining
- classification scheme
- training data
- single class
- learning algorithm
- classification process
- free text
- precision and recall
- resource allocation
- classification algorithm
- feature selection
- support vector
- question answering
- semi structured
- incremental learning
- web documents
- training examples
- classification rate
- text summarization
- feature set
- supervised learning
- bayesian classifier
- neural network
- class membership
- semi supervised
- multi class problems
- svm classifier