Auditing LLM Pseudo-Label Distillation for Review Informativeness at E-Commerce Scale

M. Emin Dogan, Cansu Er, Aysenur Kulunk +2

We study hard-label distillation from Gemini 3.1 Flash-Lite to compact encoders on 5.34 million Turkish marketplace reviews. A strict new-SKU temporal test measures teacher fidelit…