Recall Isn't Enough: Bounding Commitments in Personalized Language Systems

Rui Tang, Yichi Zhang, Xi Chen +4

Long-context and memory systems usually treat personalization as a recall problem. In practice, many failures occur later, when a system commits: it turns noisy hints into hard con…