# General Knowledge on MMLU (CLCall, AEN, A¬EN)

Source: [General Knowledge on MMLU (CLCall, AEN, A¬EN)](<https://www.sota2.com/research/sota/general-knowledge-on-mmlu-clcall-aen-a-en>)

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

Data updated: 2026-03-06T07:48:30.999Z

Evaluation of model performance on the General Knowledge subject category within the MMLU benchmark, measured using CLCall, AEN, and A¬EN metrics.

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 | General knowledge |
| Dataset (including any stated split) | MMMLU |
| Metric | CLCall Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [CLCall Score](<https://www.sota2.com/research/sota/general-knowledge-on-mmlu-clcall-aen-a-en.md?metric=CLCall%20Score>): Higher is better; unit: PERCENT.

- [AEN Score](<https://www.sota2.com/research/sota/general-knowledge-on-mmlu-clcall-aen-a-en.md?metric=AEN%20Score>): Higher is better; unit: SCALAR.

- [A¬EN Score](<https://www.sota2.com/research/sota/general-knowledge-on-mmlu-clcall-aen-a-en.md?metric=A%C2%ACEN%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CLCall Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-14B | 76.1 | Not recorded | 69aa5f652d603e6de3e41703 |
| Gemma3-12B-pt | 73.6 | Not recorded | 69aa5f652d603e6de3e41703 |
| Aya-Expanse-8B | 72.2 | Not recorded | 69aa5f652d603e6de3e41703 |
| Qwen2.5-14B | 68.6 | Not recorded | 69aa5f652d603e6de3e41703 |
| Llama3.1-8B | 60.9 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 12.6 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 12.1 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 7.2 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 5.3 | Not recorded | 69aa5f652d603e6de3e41703 |
| DCO | 4.8 | Not recorded | 69aa5f652d603e6de3e41703 |

### Qwen3-14B

CLCall Score: 76.1. Result ID: 69aa85ec6dbb7075b9540414.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

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

Recorded evaluation configuration: {"Model":"Qwen3-14B"}. This record does not assert independent reproduction.

### Gemma3-12B-pt

CLCall Score: 73.6. Result ID: 69aa85ec6dbb7075b9540412.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

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

Recorded evaluation configuration: {"Model":"Gemma3-12B-pt"}. This record does not assert independent reproduction.

### Aya-Expanse-8B

CLCall Score: 72.2. Result ID: 69aa85ec6dbb7075b9540416.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72211e209131cea54b01.md>)

Recorded evaluation configuration: {"Model":"Aya-Expanse-8B"}. This record does not assert independent reproduction.

### Qwen2.5-14B

CLCall Score: 68.6. Result ID: 69aa85ec6dbb7075b9540410.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-14B"}. This record does not assert independent reproduction.

### Llama3.1-8B

CLCall Score: 60.9. Result ID: 69aa85ec6dbb7075b9540418.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

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

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

Recorded evaluation configuration: {"Model":"Llama3.1-8B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 12.6. Result ID: 69aa85ec6dbb7075b9540411.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Qwen2.5-14B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 12.1. Result ID: 69aa85ec6dbb7075b9540419.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Llama3.1-8B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 7.2. Result ID: 69aa85ec6dbb7075b9540413.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Gemma3-12B-pt"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 5.3. Result ID: 69aa85ec6dbb7075b9540417.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Aya-Expanse-8B"}. This record does not assert independent reproduction.

### DCO

CLCall Score: 4.8. Result ID: 69aa85ec6dbb7075b9540415.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f652d603e6de3e41703.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-14B"}. This record does not assert independent reproduction.

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