2025. Distilling VMAF into an Edge-Deployable Quality Predictor: A Pilot Shot-Level Proxy with LLM-Ready Quality Tokens. Journal of Technology Informatics and Engineering. 4, 2 (Aug. 2025), 447–463. DOI:https://doi.org/10.51903/jtie.v4i2.522.