AINeutralarXiv – CS AI · 3h ago6/10
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Memory-Based vs. Context-Only Conditioning Produces Distinct Behavioral Patterns in Stateful Personalization
Researchers compared two conditioning approaches in educational recommendation systems: context-based (using current student questions) versus memory-based (using persistent learner history). Memory-based conditioning produced more personalized, history-dependent behavior while context-based approaches showed stronger immediate responsiveness, suggesting that embedding-based similarity metrics alone are insufficient for capturing true personalization effects.