# Language Understanding on MMLU-Redux Generative

Source: [Language Understanding on MMLU-Redux Generative](<https://www.sota2.com/research/sota/language-understanding-on-mmlu-redux-generative>)

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

Data updated: 2026-05-11T10:11:09.984Z

Evaluation of language understanding capabilities on the MMLU-Redux Generative dataset, reporting performance across specific subject areas like humanities, social sciences, and STEM.

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 | Language Understanding |
| Dataset (including any stated split) | MMLU-Redux Generative |
| Metric | Humanities Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Humanities Accuracy](<https://www.sota2.com/research/sota/language-understanding-on-mmlu-redux-generative.md?metric=Humanities%20Accuracy>): Higher is better; unit: PERCENT.

- [Other Accuracy](<https://www.sota2.com/research/sota/language-understanding-on-mmlu-redux-generative.md?metric=Other%20Accuracy>): Higher is better; unit: PERCENT.

- [Social Sciences Accuracy](<https://www.sota2.com/research/sota/language-understanding-on-mmlu-redux-generative.md?metric=Social%20Sciences%20Accuracy>): Higher is better; unit: PERCENT.

- [STEM Accuracy](<https://www.sota2.com/research/sota/language-understanding-on-mmlu-redux-generative.md?metric=STEM%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Humanities Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-5 nano | 87.8 | Not recorded | 6a0162badbc836b87d82332a |
| gpt-oss-20b | 85.8 | Not recorded | 6a0162badbc836b87d82332a |
| Qwen3-8B | 84.3 | Not recorded | 6a0162badbc836b87d82332a |
| Qwen3-4B | 81 | Not recorded | 6a0162badbc836b87d82332a |
| Ministral-3-8B | 78.8 | Not recorded | 6a0162badbc836b87d82332a |
| gemma-3-12b-it | 77.4 | Not recorded | 6a0162badbc836b87d82332a |
| EngGPT2-16B-A3B | 72.5 | Not recorded | 6a0162badbc836b87d82332a |
| Llama-3.1-8B-Instruct | 72.2 | Not recorded | 6a0162badbc836b87d82332a |
| LLaMAntino-3 | 71.9 | Not recorded | 6a0162badbc836b87d82332a |
| Moonlight-16B-A3B-Instruct | 71.5 | Not recorded | 6a0162badbc836b87d82332a |
| gemma-3-4b-it | 64.3 | Not recorded | 6a0162badbc836b87d82332a |
| Velvet-14B | 60.4 | Not recorded | 6a0162badbc836b87d82332a |
| Llama-3.2-3B-Instruct | 59.5 | Not recorded | 6a0162badbc836b87d82332a |
| FastwebMIIA-7B | 46.4 | Not recorded | 6a0162badbc836b87d82332a |
| deepseek-moe-16b-chat | 40.2 | Not recorded | 6a0162badbc836b87d82332a |
| Minerva-7B-instruct-v1.0 | 30.6 | Not recorded | 6a0162badbc836b87d82332a |

### GPT-5 nano

Humanities Accuracy: 87.8. Result ID: 6a01ab3c47f34ce924e41f61.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### gpt-oss-20b

Humanities Accuracy: 85.8. Result ID: 6a01ab3c47f34ce924e41f63.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea84a0c.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Qwen3-8B

Humanities Accuracy: 84.3. Result ID: 6a01ab3c47f34ce924e41f5b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Qwen3-4B

Humanities Accuracy: 81. Result ID: 6a01ab3c47f34ce924e41f5a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Ministral-3-8B

Humanities Accuracy: 78.8. Result ID: 6a01ab3c47f34ce924e41f60.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69672325e25ad2fa9d1ec218.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### gemma-3-12b-it

Humanities Accuracy: 77.4. Result ID: 6a01ab3c47f34ce924e41f5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### EngGPT2-16B-A3B

Humanities Accuracy: 72.5. Result ID: 6a01ab3c47f34ce924e41f55.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Llama-3.1-8B-Instruct

Humanities Accuracy: 72.2. Result ID: 6a01ab3c47f34ce924e41f5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### LLaMAntino-3

Humanities Accuracy: 71.9. Result ID: 6a01ab3c47f34ce924e41f59.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73321e209131cea5b137.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Moonlight-16B-A3B-Instruct

Humanities Accuracy: 71.5. Result ID: 6a01ab3c47f34ce924e41f64.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771a1e209131cea70fcd.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### gemma-3-4b-it

Humanities Accuracy: 64.3. Result ID: 6a01ab3c47f34ce924e41f5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Velvet-14B

Humanities Accuracy: 60.4. Result ID: 6a01ab3c47f34ce924e41f58.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Llama-3.2-3B-Instruct

Humanities Accuracy: 59.5. Result ID: 6a01ab3c47f34ce924e41f5c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### FastwebMIIA-7B

Humanities Accuracy: 46.4. Result ID: 6a01ab3c47f34ce924e41f56.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### deepseek-moe-16b-chat

Humanities Accuracy: 40.2. Result ID: 6a01ab3c47f34ce924e41f62.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71c71e209131cea52e9d.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-MoE>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

### Minerva-7B-instruct-v1.0

Humanities Accuracy: 30.6. Result ID: 6a01ab3c47f34ce924e41f57.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162badbc836b87d82332a.md>)

Recorded evaluation configuration: {"evaluation protocol":"generative","match type":"exact match"}. This record does not assert independent reproduction.

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