Beyond Leaderboards: A survey of methods for revealing weaknesses in Natural Language Inference data and models.
Viktor SchlegelGoran NenadicRiza Batista-NavarroPublished in: CoRR (2020)
Keyphrases
- statistical methods
- predictive model
- data sets
- data mining techniques
- statistical models
- statistical inference
- historical data
- high dimensional data
- easily interpretable
- knowledge discovery
- learning models
- noisy data
- prior knowledge
- model selection
- data structure
- missing values
- significant improvement
- bayesian models
- accurate models
- incomplete data
- statistical tests
- data mining methods
- database
- data collection
- machine learning methods
- image data
- data representations
- learned models
- data mining tools
- learning algorithm
- training data
- preprocessing
- spectral clustering
- data analysis
- natural language processing
- statistical analysis
- data quality
- labeled data
- machine learning
- information extraction
- relational models
- models built
- experimental data
- data points