Improving Scholarly Knowledge Representation: Evaluating BERT-based Models for Scientific Relation Classification.
Ming JiangJennifer D'SouzaSören AuerJ. Stephen DowniePublished in: CoRR (2020)
Keyphrases
- classification models
- knowledge representation
- model selection
- classification accuracy
- classification scheme
- machine learning methods
- pattern recognition
- machine learning
- decision trees
- feature extraction
- support vector machine
- machine learning approaches
- preprocessing
- probabilistic model
- class labels
- automatic classification
- artificial intelligence
- pattern classification
- classification systems
- classification schemes
- classification algorithm
- models built
- knowledge acquisition
- supervised learning
- expert systems
- training data
- benchmark datasets
- support vector machine svm
- complex systems
- first order logic
- prior knowledge
- feature vectors
- knowledge engineering
- training set
- support vector
- feature selection
- neural network