On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations

Keyphrases

• Spurious Correlation 100%
• Dataset Balancing 100%
• Throwing 50%
• Bathwater 50%
• Highly Sensitive 50%
• Common Knowledge 50%
• Abstaining 50%
• World Knowledge 50%
• Simple Features 50%
• Overfitting 50%
• Word Correlation 50%
• Deep Learning Model 50%
• Few-shot 50%
• Rich Context 50%
• Specific Output 50%
• NLP. 50%
• Word Features 50%
• Zero-shot 50%
• Balanced Dataset 50%
• Signal Encoding 50%

Computer Science

• World Knowledge 100%
• Deep Learning Model 100%
• Common Sense Knowledge 100%
• Common Practice 100%
• Signal Encoding 100%