Improving Scholarly Knowledge Representation: Evaluating BERT-Based Models for Scientific Relation Classification.
Ming JiangJennifer D'SouzaSören AuerJ. Stephen DowniePublished in: ICADL (2020)
Keyphrases
- knowledge representation
- model selection
- classification models
- machine learning methods
- artificial intelligence
- pattern recognition
- classification accuracy
- machine learning algorithms
- machine learning
- feature vectors
- image classification
- support vector machine svm
- decision trees
- prior knowledge
- classification method
- statistical models
- support vector
- knowledge base
- text classification
- automatic classification
- probabilistic model
- pattern classification
- classification rules
- computational models
- feature selection
- experimental data
- artificial neural networks
- classification algorithm
- classification systems
- benchmark datasets
- parameter estimation
- feature extraction
- semantic web
- knowledge based systems
- knowledge acquisition
- digital libraries
- description logics
- supervised learning
- expert systems
- training set
- hidden markov models