Research

Question, method, finding, limit.

We publish research in a form decision-makers can use: what we asked, how we measured it, what we found and what we do not know.

  1. 01Business question
  2. 02Method
  3. 03Key findings
  4. 04Limitations
NLPEvaluationFine-tuning

Comparing models on Turkish reviews: API and local model

We compared a hosted API (Jev), a pretrained local model (Laya) and the same model after full fine-tuning (Laya-FT) on binary Turkish sentiment, with the same fixed inputs: 15,000 test reviews and 40,000 training reviews.