Understanding Social Biases Behind Location Names in Contextual Word Embedding Models

Keyphrases

• Word Embedding 100%
• Social Bias 100%
• Contextualized Word Embeddings 100%
• Social Characteristics 40%
• Training Data 40%
• Mitigation Performance 40%
• Bias Mitigation 40%
• Text Messaging 20%
• Population Density 20%
• Semantic Information 20%
• Disaster Management 20%
• Text Data 20%
• Income Level 20%
• Mitigation Methods 20%
• Social Media Posts 20%
• Sources of Bias 20%
• High Correlation 20%
• Level Density 20%
• Post-processing Techniques 20%
• Marketing Management 20%
• Contextual Embeddings 20%
• Counterfactual Fairness 20%
• ELMo 20%
• Attribute Subspace 20%

Computer Science

• Training Data 100%
• Word Embedding 100%
• Social Media 50%
• Individual Attribute 50%
• Bidirectional Encoder Representations From Transformers 50%
• High Correlation 50%
• Postprocessing Method 50%