Polarity Drift and Feature Entanglement in Cross-Domain Sentiment Analysis: Evidence from Amazon Product Reviews Case Study
Unsupervised Domain Adaptation (UDA) for sentiment analysis is dominated by adversarial alignment methods. Unfortunately, it is increasingly criticized for inducing spurious correlations and feature distortion. Despite these theoretical objections, quantifiable empirical evidence demonstrating precisely how and why mod...