KOR-Bench - Logic: leaderboard

KOR-Bench questions under 25 newly written logic rules. Chat models, zero-shot. Higher is better. Source: arxiv.org/abs/2410.06526.

Metric: Accuracy (%; zero-shot, 250 questions). Source: arxiv.org. Saturation forecast: Estimated already saturated. 38 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet (20240620)67.2#309
2O1 Preview (2024-09-12)63.2#220
3O1 Mini (2024-09-12)61.2#414
4Llama 3.1 405B Instruct56.8#472
5Qwen 2.5 32B Instruct56.8#511
6GPT-4 Turbo54#419
7Qwen 2.5 72B Instruct53.2#470
8GPT-4o (2024-05-13)52.4#338
9Mistral Large 2 (Jul)51.2#498
10Qwen 2.5 14B Instruct50#657
11Llama 3.1 70B Instruct49.2#570
12Gemma 2 27B (IT)49.2#655
13DeepSeek V2.548#503
14Yi Large47.6#565
15Llama 3 70B Instruct46.4#643

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=kor-bench-logic · How It Works · Data refreshed daily, snapshot 2026-11-07.