reasoning benchmark
CMMLU Leaderboard
CMMLU (Chinese Massive Multitask Language Understanding) is a comprehensive Chinese benchmark that evaluates the knowledge and reasoning capabilities of large language models across 67 different subject topics. The benchmark covers natural sciences, social sciences, engineering, and humanities with multiple-choice questions ranging from basic to advanced professional levels.
Updated Aug 17, 2026
Models6
Model coverage6
MetricScore
EvidenceB
CMMLU Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelXI | Score90.2% | Percentile100.0% | Participants6 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score90.1% | Percentile80.0% | Participants6 | EvidenceC | Evaluated |
| Rank03 | ModelME | Score84.3% | Percentile60.0% | Participants6 | EvidenceC | Evaluated |
| Rank04 | ModelME | Score82.5% | Percentile40.0% | Participants6 | EvidenceC | Evaluated |
| Rank05 | ModelOP | Score81.5% | Percentile20.0% | Participants6 | EvidenceC | Evaluated |
| Rank06 | ModelBA | Score39.8% | Percentile0.0% | Participants6 | EvidenceC | Evaluated |
CMMLU Highlights
The leading models and scores on this benchmark.
CMMLU Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for CMMLU
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis cmmlu AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01XIMiMo-V2.5-ProXiaomi
- Score
- 90.2%
- Price
- $0.43 input / $0.87 output per 1M tokens
- Speed
- Up to 69 tok/s via Novita
Strengths
- Ranks #1 of 6 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures CMMLU, not total model capability
- 02ACQwen2 72B InstructAlibaba Cloud / Qwen Team
- Score
- 90.1%
Strengths
- Ranks #2 of 6 compared models
- 80th percentile on this benchmark
- C evidence result
Considerations
- This result measures CMMLU, not total model capability
- 03MELongCat-Flash-ChatMeituan
- Score
- 84.3%
- Speed
- Up to 100 tok/s via Meituan
Strengths
- Ranks #3 of 6 compared models
- 60th percentile on this benchmark
- C evidence result
Considerations
- This result measures CMMLU, not total model capability
- 04MELongCat-Flash-LiteMeituan
- Score
- 82.5%
- Speed
- Up to 500 tok/s via Meituan
Strengths
- Ranks #4 of 6 compared models
- 40th percentile on this benchmark
- C evidence result
Considerations
- This result measures CMMLU, not total model capability
- 05OPMiniCPM-SALAOpenBMB
- Score
- 81.5%
Strengths
- Ranks #5 of 6 compared models
- 20th percentile on this benchmark
- C evidence result
Considerations
- This result measures CMMLU, not total model capability
Selection summary
Best AI Models for CMMLU
MiMo-V2.5-Pro currently leads CMMLU with 90.2%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is CMMLU?
What CMMLU measures and how its scores work.
CMMLU (Chinese Massive Multitask Language Understanding) is a comprehensive Chinese benchmark that evaluates the knowledge and reasoning capabilities of large language models across 67 different subject topics. The benchmark covers natural sciences, social sciences, engineering, and humanities with multiple-choice questions ranging from basic to advanced professional levels.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- CMMLU
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- cmmlu|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about CMMLU.
Which model scores highest on CMMLU?
MiMo-V2.5-Pro is currently ranked first with 90.2%.
What does CMMLU measure?
CMMLU (Chinese Massive Multitask Language Understanding) is a comprehensive Chinese benchmark that evaluates the knowledge and reasoning capabilities of large language models across 67 different subject topics. The benchmark covers natural sciences, social sciences, engineering, and humanities with multiple-choice questions ranging from basic to advanced professional levels.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
6 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.