# Multilingual Knowledge Evaluation on Global-MMLU High

Source: [Multilingual Knowledge Evaluation on Global-MMLU High](<https://www.sota2.com/research/sota/multilingual-knowledge-evaluation-on-global-mmlu-high>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-08T06:32:02.827Z

Evaluation of model performance on the Global-MMLU High dataset, assessing multilingual knowledge capabilities.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multilingual knowledge evaluation |
| Dataset (including any stated split) | Global-MMLU High |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/multilingual-knowledge-evaluation-on-global-mmlu-high.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GRPO | 68.35 | Not recorded | 6a264c8590966ade919be956 |
| Baseline | 68.15 | Not recorded | 6a264c8590966ade919be956 |
| CPT + GRPO | 65.2 | Not recorded | 6a264c8590966ade919be956 |
| SFT | 64.45 | Not recorded | 6a264c8590966ade919be956 |
| CPT + SFT | 64.2 | Not recorded | 6a264c8590966ade919be956 |
| CPT | 63.95 | Not recorded | 6a264c8590966ade919be956 |
| GRPO | 39.22 | Not recorded | 6a264c8590966ade919be956 |
| Baseline | 38.72 | Not recorded | 6a264c8590966ade919be956 |
| CPT | 37.41 | Not recorded | 6a264c8590966ade919be956 |
| CPT + GRPO | 36.34 | Not recorded | 6a264c8590966ade919be956 |
| CPT + SFT | 36.15 | Not recorded | 6a264c8590966ade919be956 |
| SFT | 35.4 | Not recorded | 6a264c8590966ade919be956 |

### GRPO

Accuracy: 68.35. Result ID: 6a266179fbc373592c226c66.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"Qwen-2.5-7B"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 68.15. Result ID: 6a266179fbc373592c226c62.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"Qwen-2.5-7B"}. This record does not assert independent reproduction.

### CPT + GRPO

Accuracy: 65.2. Result ID: 6a266179fbc373592c226c67.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"Qwen-2.5-7B"}. This record does not assert independent reproduction.

### SFT

Accuracy: 64.45. Result ID: 6a266179fbc373592c226c64.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"Qwen-2.5-7B"}. This record does not assert independent reproduction.

### CPT + SFT

Accuracy: 64.2. Result ID: 6a266179fbc373592c226c65.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"Qwen-2.5-7B"}. This record does not assert independent reproduction.

### CPT

Accuracy: 63.95. Result ID: 6a266179fbc373592c226c63.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"Qwen-2.5-7B"}. This record does not assert independent reproduction.

### GRPO

Accuracy: 39.22. Result ID: 6a266179fbc373592c226c60.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"OLMo-2-1124-7B"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 38.72. Result ID: 6a266179fbc373592c226c5c.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"OLMo-2-1124-7B"}. This record does not assert independent reproduction.

### CPT

Accuracy: 37.41. Result ID: 6a266179fbc373592c226c5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"OLMo-2-1124-7B"}. This record does not assert independent reproduction.

### CPT + GRPO

Accuracy: 36.34. Result ID: 6a266179fbc373592c226c61.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"OLMo-2-1124-7B"}. This record does not assert independent reproduction.

### CPT + SFT

Accuracy: 36.15. Result ID: 6a266179fbc373592c226c5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"OLMo-2-1124-7B"}. This record does not assert independent reproduction.

### SFT

Accuracy: 35.4. Result ID: 6a266179fbc373592c226c5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c8590966ade919be956.md>)

Recorded evaluation configuration: {"Backbone":"OLMo-2-1124-7B"}. This record does not assert independent reproduction.

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