Horangi 4 - KoBBQ: leaderboard

KoBBQ, the Korean Bias Benchmark for Question Answering, as sampled by the Horangi Korean LLM Leaderboard 4 (W&B Korea). Accuracy (%) over ambiguous and disambiguated contexts, higher is better.

Metric: Accuracy (%). Source: horangi.ai. Saturation forecast: Estimated already saturated. 105 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 5 (High)100#20 (Claude Fable 5)
2Claude Opus 4.1 (20250805)99#139
3Gemini 3.1 Pro (Preview) (High)98#64 (Gemini 3.1 Pro (Preview))
4Gemma 4 31B (IT) (Thinking)98#178 (Gemma 4 31B (IT))
5Claude Sonnet 5 (High)97#65 (Claude Sonnet 5)
6GPT-5.4 Nano (2026-03-17) (xHigh)97#285 (GPT-5.4 Nano (2026-03-17))
7Motif 396.97#195
8GPT-596#105
9GPT-5.5 (xHigh)96#33 (GPT-5.5)
10Gemini 3 Pro (Preview) (High)96#71 (Gemini 3 Pro (Preview))
11GPT-5 Nano95#439
12GPT-5.4 Mini (2026-03-17) (xHigh)95#180 (GPT-5.4 Mini (2026-03-17))
13Qwen 3.7 Max94.74#85
14Gemini 3 Flash (Preview)94#90
15GPT-OSS-120B (High)94#346 (GPT-OSS-120B)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=horangi-4-kobbq · How It Works · Data refreshed daily, snapshot 2026-11-05.