# TR Embedding FT: BGE-M3, jina-v3, nomic-embed TR Adaptation + MTEB-TR Eval

> Source: https://sukruyusufkaya.com/learn/fine-tuning-cookbook/ftc-tr-embedding-fine-tuning
> Updated: 2026-08-11T17:34:09.244Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Part IX — Türkçe-First & Yerelleştirme Mühendisliği
**TLDR:** RAG sistemleri için TR embedding model FT'si: BGE-M3 (multilingual, TR baseline iyi), jina-embeddings-v3, nomic-embed-text. TR-specific query/document pair üretimi, contrastive learning (InfoNCE), MTEB-TR benchmark. RTX 4090'da BGE-M3 TR FT 6 saat.