# Bias Eval TR: BBQ-TR — Cinsiyet / Etnik / Mezhep / Yaş / SES Probe + Mitigation

> Source: https://sukruyusufkaya.com/learn/fine-tuning-cookbook/ftc-bias-eval-bbq-tr
> Updated: 2026-08-13T16:45:19.564Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Part XVIII — Compliance, Governance & Red-Teaming
**TLDR:** BBQ (Bias Benchmark for QA, Parrish 2022) TR adaptation: cinsiyet, etnik (Türk/Kürt/Arap/Ermeni), mezhep (Sünni/Alevi), yaş, sosyoekonomik durum, fiziksel görünüm 9 kategoride bias probe. 1200 ambiguous question pair. Cookbook'un mitigation reçetesi: balanced SFT data + DPO bias-rejection examples.