# Chinese Language Evaluation on Ceval

Source: [Chinese Language Evaluation on Ceval](<https://www.sota2.com/research/sota/chinese-language-evaluation-on-ceval>)

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

Data updated: 2026-05-11T09:24:08.227Z

Evaluation of model performance on the Ceval benchmark focusing on Chinese Language Evaluation tasks, measured by Accuracy.

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 | Chinese Language Evaluation |
| Dataset (including any stated split) | Ceval |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/chinese-language-evaluation-on-ceval.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5 | 77.93 | Not recorded | 68fa7c421e209131cea8d35b |
| SpikingBrain-76B | 76.32 | Not recorded | 68fa7c421e209131cea8d35b |
| SpikingBrain-7B | 69.07 | Not recorded | 68fa7c421e209131cea8d35b |
| Llama3 | 55.01 | Not recorded | 68fa7c421e209131cea8d35b |
| Mixtral | 50.88 | Not recorded | 68fa7c421e209131cea8d35b |

### Qwen2.5

Accuracy: 77.93. Result ID: 6a01a01d47f34ce924e3c937.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c421e209131cea8d35b.md>)

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

Recorded evaluation configuration: {"Parameters":"7B","Complexity Type":"Quadratic","Evaluation Framework":"vLLM","Evaluation Method":"generation-based"}. This record does not assert independent reproduction.

### SpikingBrain-76B

Accuracy: 76.32. Result ID: 6a01a01d47f34ce924e3c935.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c421e209131cea8d35b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c421e209131cea8d35b.md>)

Recorded evaluation configuration: {"Parameters":"12B/76B","Complexity Type":"Hybrid","Evaluation Framework":"vLLM","Evaluation Method":"generation-based"}. This record does not assert independent reproduction.

### SpikingBrain-7B

Accuracy: 69.07. Result ID: 6a01a01d47f34ce924e3c934.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c421e209131cea8d35b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c421e209131cea8d35b.md>)

Recorded evaluation configuration: {"Parameters":"7B","Complexity Type":"Linear","Evaluation Framework":"vLLM","Evaluation Method":"generation-based"}. This record does not assert independent reproduction.

### Llama3

Accuracy: 55.01. Result ID: 6a01a01d47f34ce924e3c936.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c421e209131cea8d35b.md>)

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

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

Recorded evaluation configuration: {"Parameters":"8B","Complexity Type":"Quadratic","Evaluation Framework":"vLLM","Evaluation Method":"generation-based"}. This record does not assert independent reproduction.

### Mixtral

Accuracy: 50.88. Result ID: 6a01a01d47f34ce924e3c938.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c421e209131cea8d35b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea5317b.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Parameters":"13B/47B","Complexity Type":"Quadratic","Evaluation Framework":"vLLM","Evaluation Method":"generation-based"}. This record does not assert independent reproduction.

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