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A novel framework that integrates sentiment and depression analysis with a rule-based filtering mechanism prior to model inference is proposed that aims to significantly improve the contextual relevance, empathy, and risk-aware of model-generated responses.
This work develops Publication Authority as an exact-state, non-transferable, single-use publication capability and instantiate it in PAC-2026 (Publication-Accountability Calculus), a machine-readable AIJIM Protocol candidate, and evaluates its fourth bounded semantic freeze (SF-4), a fixed-profile specification design...
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