Validate cross-domain and cross-deployment generalization

Demonstrate empirically whether the Gated Memory admission framework generalizes across domains, languages, and task-oriented conversational deployments.

Background

The empirical evaluation is restricted to LoCoMo-10, a benchmark characterized in the paper as having atypical emotional density in its utterance data. Consequently, the authors do not establish whether the admission gate behaves reliably in other domains, languages, or task-oriented settings, and explicitly identify this generalization question as requiring further empirical validation.