# Bias Eval TR: BBQ-TR — Gender / Ethnicity / Sect / Age / Socioeconomic Probe + Mitigation

> Source: https://sukruyusufkaya.com/en/learn/fine-tuning-cookbook/ftc-bias-eval-bbq-tr
> Updated: 2026-05-14T14:43:03.804Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Part XVIII — Compliance, Governance & Red-Teaming
**TLDR:** BBQ (Bias Benchmark for QA, Parrish 2022) TR adaptation: gender, ethnicity (Turkish/Kurdish/Arab/Armenian), sect (Sunni/Alevi), age, socioeconomic, physical appearance — 9 categories bias probe. 1200 ambiguous question pairs. Cookbook's mitigation recipe: balanced SFT data + DPO bias-rejection examples.