TriBench-Ko - Demographic Bias: leaderboard

Metric: Macro-F1 (0-100) on the TriBench-Ko Demographic Bias risk items (paired document variants that change only a legally irrelevant protected attribute): yes/no verification of statements about Korean court decisions, computed over the atomic binary judgments, zero-shot, temperature 0, at most 64 output tokens; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.

Top models

#ModelScore
1GPT-5.484.5
2GPT-5.4 Mini83.9
3GPT-4o78.4
4Phi-478.1
5Qwen 3.5 9B75.6
6Qwen 3 8B74.2
7Gemma 3 12B (IT)73.5
8Ministral-3-8B-Instruct-251269.9
9EXAONE 3.5 7.8B Instruct69.9
10Midm-2.0-Base-Instruct67
11Llama 3.1 8B Instruct43.2

Interactive version: theaggregate.ai/benchmark?slug=tribench-ko-demographic-bias · How It Works · Data refreshed daily, snapshot 2026-10-07.