Opening the NLP Blackbox - Analysis and Evaluation of NLP Models: Methods, Challenges and Opportunities.
Sandya MannarswamySaravanan ChidambaramPublished in: COMAD/CODS (2021)
Keyphrases
- statistical models
- statistical methods
- text analysis
- natural language processing
- significant improvement
- machine learning methods
- gold standard
- real world
- evaluation criteria
- statistical analysis
- empirical studies
- probabilistic model
- information extraction
- data driven approaches
- model validation
- evaluation methods
- data analysis
- mathematical models
- machine learning algorithms
- question answering
- computational cost
- benchmark datasets
- semantic analysis
- theoretical developments
- text mining
- analytical methods
- predictive power
- language processing
- neural network
- data mining
- monte carlo simulation
- regression model
- evaluation metrics
- evaluation measures
- preprocessing