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Massive Multitask Language Understanding Professional

An enhanced version of MMLU with 10 answer choices instead of 4, featuring more reasoning-focused questions that better differentiate frontier models.

67 models

Higher is better.

About this benchmark

Metric
10-way multiple choice
Tasks
Multiple subjects
Authors
Yubo Wang, Xueguang Ma, Ge Zhang, Yuansheng Ni, Abhranil Chandra, Shiguang Guo, Weiming Ren, Aaran Arulraj, Xuan He, Ziyan Jiang, Tianle Li, Max Ku, Kai Wang, Alex Zhuang, Rongqi Fan, Xiang Yue, Wenhu Chen (2024)

Scores are as reported by model developers or evaluators and may use different settings (for example reasoning effort or tools). Compare with care.

All results

1Qwen3.7 Max Alibaba89.6
2Claude Opus 4.5 Anthropic89.5
3Qwen3.6 Plus Alibaba88.5
4Qwen3.7 Plus Alibaba88.5
5Qwen3.5 397B Alibaba87.8
6DeepSeek V4 Pro 0813 DeepSeek87.5
7Kimi K2.5 (Reasoning) Moonshot AI87.1
8Kimi K2.5 Moonshot AI87.1
9Nemotron 3 Ultra NVIDIA86.8
10Qwen3.5-122B-A10B Alibaba86.7
11Solar Pro 4 Upstage86.3
12Qwen3.6-27B Alibaba86.2
13DeepSeek V4 Flash 0731 DeepSeek86.2
14Solar Open 2 Upstage86.2
15Qwen3.5-27B Alibaba86.1
16GLM-5 Z.AI85.7
17Qwen3.5-35B-A3B Alibaba85.3
18Qwen3.6-35B-A3B Alibaba85.2
19Gemma 4 31B Google85.2
20MAI-Thinking-1 Microsoft85.0
21MiMo-V2-Flash Xiaomi84.9
22DeepSeek V3.1 (Reasoning) DeepSeek84.8
23GLM-4.7 Z.AI84.3
24DeepSeek-R1 DeepSeek84.0
25Nemotron 3 Super 100B NVIDIA83.7
26DeepSeek V3.1 DeepSeek83.7
27K-EXAONE 2.0 LG AI Research83.5
28Qwen3 235B 2507 Alibaba83.0
29Gemma 4 26B A4B Google82.6
30Claude Opus 4.6 Anthropic82.0
31Exaone 4.0 32B LG AI Research81.8
32Sarvam 105B Sarvam81.7
33Nemotron 3.5 Lightning 30B A3B NVFP4 NVIDIA81.6
34Kimi K2 Moonshot AI81.1
35Sarvam 30B Sarvam80.0
36Grok 3 [Beta] xAI79.9
37LongCat-Flash-Lite-Sparse Meituan79.2
38Claude Sonnet 4.6 Anthropic79.2
39Nemotron 3 Nano 30B NVIDIA78.3
40Nemotron 3 Nano Omni 30B A3B NVIDIA77.3
41Gemma 4 12B Google77.2
42Qwen2.5-Max Alibaba76.1
43DeepSeek V3 DeepSeek75.9
44Celeris-1 Celeris75.9
45Grok 2 xAI75.5
46Phi-4-reasoning Microsoft74.3
47ZAYA1-8B Zyphra74.2
48Granite 4.2 8B IBM74.0
49MiniCPM5-2B OpenBMB70.8
50Gemma 4 E4B Google69.4
51Llama 3.3 70B Meta68.9
52Qwen2.5-VL-32B Alibaba68.8
53ZAYA1-74B-Preview Zyphra68.1
54Mistral Small 3.1 Mistral66.8
55Llama 3.1 70B Meta66.4
56Claude 3.5 Haiku Anthropic65.0
57Gemma 4 E2B Google60.0
58Soofi S 30B-A3B Soofi Project51.4
59MiniCPM5-1B OpenBMB48.9
60Llama 3.1 8B Meta48.3
61Phi-3.5-mini Microsoft47.4
62Granite-4.0-H-1B IBM32.9
63LFM2.5-230M Liquid AI20.3
64LFM2.5-350M Liquid AI20.0
65LFM2.5-VL-450M Liquid AI19.3
66Granite-4.0-H-350M IBM14.4
67Granite-4.0-350M IBM12.1