UrduMMLU (Urdu Prompt): leaderboard
UrduMMLU (2026) is an MMLU-style benchmark of Urdu multiple-choice questions over 26 subjects in five domains, drawn from native Urdu question banks and Pakistani examinations. This board is overall exact-match accuracy in percent with the instruction prompt in Urdu, zero-shot, unparsable answers counting as wrong; higher is better.
Metric: Overall exact-match accuracy (%) on UrduMMLU's Urdu multiple-choice questions from Pakistani MCQ banks and public examinations, zero-shot, answer key parsed from the generation (unparsable, malformed or error outputs count as wrong); temperature 0 where available, 4,096 output tokens, Urdu instruction prompt. Source: arxiv.org. Saturation forecast: Around February 2027. 30 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.5 Flash | 90.45 | #101 |
| 2 | Gemini 3.1 Flash Lite | 84.81 | #364 |
| 3 | GPT-5.4 | 84.32 | #123 |
| 4 | Claude Sonnet 4.6 | 83.07 | #161 |
| 5 | DeepSeek V4 Flash | 81.33 | #258 |
| 6 | Gemma 4 31B (IT) | 76.49 | #342 |
| 7 | Llama 4 Maverick Instruct | 75.93 | #1133 |
| 8 | Qwen 3.6 35B A3B | 75.25 | #462 |
| 9 | GPT-5.4 Mini | 73.63 | #389 |
| 10 | Claude Haiku 4.5 | 72.52 | #568 |
| 11 | Gemma 4 26B A4B (IT) | 70.32 | #549 |
| 12 | Qwen 3.6 27B | 69.81 | #341 |
| 13 | Llama 4 Scout Instruct | 68.28 | #1543 |
| 14 | Llama 3.3 70B Instruct | 67.1 | #1357 |
| 15 | Ministral-3-8B-Instruct-2512 | 57.08 | #1858 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=urdummlu-urdu-prompt · How It Works · Data refreshed daily, snapshot 2026-11-13.