Ning Gao

Semantic Audio Effects Mapping for Reverberation via Rule-Anchored Fusion

Mapping free-form natural language to editable reverberation parameters remains unresolved for music education and studio practice. Cloud large-language-model pipelines are constrained by network dependence, per-call cost, data-egress risk, and second-scale round-trip latency, wh...