KOR-Bench - Operation: leaderboard

KOR-Bench questions under 25 newly defined mathematical operators and symbols, applied exactly as the rule states. 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
1Qwen 2.5 32B Instruct93.2#511
2GPT-4 Turbo90.4#419
3O1 Preview (2024-09-12)88.8#220
4Claude 3.5 Sonnet (20240620)88.4#309
5Llama 3.1 405B Instruct87.82#472
6Mistral Large 2 (Jul)86.8#498
7GPT-4o (2024-05-13)86#338
8Llama 3.1 70B Instruct84.8#570
9Qwen 2.5 14B Instruct84.4#657
10Yi Large84#565
11Qwen 2.5 72B Instruct83.6#470
12O1 Mini (2024-09-12)82.8#414
13Llama 3 70B Instruct82.4#643
14Gemini 1.5 Pro81.6#453
15Yi 1.5 34B Chat79.6#802

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-operation · How It Works · Data refreshed daily, snapshot 2026-11-07.