# Code Completion on BigCodeBench

Source: [Code Completion on BigCodeBench](<https://www.sota2.com/research/sota/code-completion-on-bigcodebench>)

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

Data updated: 2026-02-26T05:45:35.398Z

Evaluation of model performance on the BigCodeBench dataset for code completion tasks, measured by Full and Hard difficulty scores.

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 | Code Completion |
| Dataset (including any stated split) | BigCodeBench |
| Metric | Full Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Full Score](<https://www.sota2.com/research/sota/code-completion-on-bigcodebench.md?metric=Full%20Score>): Higher is better; unit: PERCENT.

- [Hard Score](<https://www.sota2.com/research/sota/code-completion-on-bigcodebench.md?metric=Hard%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Full Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-Coder-7B | 45.8 | Not recorded | 68fa77871e209131cea73dc7 |
| CodeQwen1.5-7B | 45.6 | Not recorded | 68fa77871e209131cea73dc7 |
| Yi-Coder-9B | 42.9 | Not recorded | 68fa77871e209131cea73dc7 |
| DS-Coder-6.7B-Base | 41.1 | Not recorded | 68fa77871e209131cea73dc7 |
| OpenCoder-8B-Base | 40.5 | Not recorded | 68fa77871e209131cea73dc7 |
| StarCoder2-15B | 38.4 | Not recorded | 68fa77871e209131cea73dc7 |
| CodeGemma-7B | 38.3 | Not recorded | 68fa77871e209131cea73dc7 |
| Qwen2.5-Coder-1.5B | 34.6 | Not recorded | 68fa77871e209131cea73dc7 |
| DS-Coder-V2-Lite-Base (MoE) | 30.6 | Not recorded | 68fa77871e209131cea73dc7 |
| CodeLlama-7B | 28.7 | Not recorded | 68fa77871e209131cea73dc7 |
| StarCoder2-7B | 27.7 | Not recorded | 68fa77871e209131cea73dc7 |
| DeepSeek-Coder-1.3B-Base | 26.1 | Not recorded | 68fa77871e209131cea73dc7 |
| OpenCoder-1.5B-Base | 24.5 | Not recorded | 68fa77871e209131cea73dc7 |
| CodeGemma-2B | 23.9 | Not recorded | 68fa77871e209131cea73dc7 |
| Yi-Coder-1.5B | 23.5 | Not recorded | 68fa77871e209131cea73dc7 |
| StarCoder2-3B | 21.4 | Not recorded | 68fa77871e209131cea73dc7 |
| Crystal-7B | 10.8 | Not recorded | 68fa77871e209131cea73dc7 |

### Qwen2.5-Coder-7B

Full Score: 45.8. Result ID: 69953e583badfaffe6277b64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b71e209131cea6981e.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### CodeQwen1.5-7B

Full Score: 45.6. Result ID: 69953e583badfaffe6277b62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Yi-Coder-9B

Full Score: 42.9. Result ID: 69953e583badfaffe6277b63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

Recorded evaluation configuration: {"Size":"9B"}. This record does not assert independent reproduction.

### DS-Coder-6.7B-Base

Full Score: 41.1. Result ID: 69953e583badfaffe6277b60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f21e209131cea53b4b.md>)

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

Recorded evaluation configuration: {"Size":"6.7B"}. This record does not assert independent reproduction.

### OpenCoder-8B-Base

Full Score: 40.5. Result ID: 69953e583badfaffe6277b68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Implementation](<https://opencoder-llm.github.io/>)

Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction.

### StarCoder2-15B

Full Score: 38.4. Result ID: 69953e583badfaffe6277b67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72571e209131cea55c84.md>)

[Implementation](<https://www.bigcode-project.org/>)

Recorded evaluation configuration: {"Size":"15B"}. This record does not assert independent reproduction.

### CodeGemma-7B

Full Score: 38.3. Result ID: 69953e583badfaffe6277b5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### Qwen2.5-Coder-1.5B

Full Score: 34.6. Result ID: 69953e583badfaffe6277b5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b71e209131cea6981e.md>)

Recorded evaluation configuration: {"Size":"1.5B"}. This record does not assert independent reproduction.

### DS-Coder-V2-Lite-Base (MoE)

Full Score: 30.6. Result ID: 69953e583badfaffe6277b61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a91e209131cea5dc2b.md>)

Recorded evaluation configuration: {"Size":"16B"}. This record does not assert independent reproduction.

### CodeLlama-7B

Full Score: 28.7. Result ID: 69953e583badfaffe6277b5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ff1e209131cea53ff7.md>)

[Implementation](<https://github.com/facebookresearch/codellama>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### StarCoder2-7B

Full Score: 27.7. Result ID: 69953e583badfaffe6277b66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72571e209131cea55c84.md>)

[Implementation](<https://www.bigcode-project.org/>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

### DeepSeek-Coder-1.3B-Base

Full Score: 26.1. Result ID: 69953e583badfaffe6277b58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f21e209131cea53b4b.md>)

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

Recorded evaluation configuration: {"Size":"1.3B"}. This record does not assert independent reproduction.

### OpenCoder-1.5B-Base

Full Score: 24.5. Result ID: 69953e583badfaffe6277b5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Implementation](<https://opencoder-llm.github.io/>)

Recorded evaluation configuration: {"Size":"1.5B"}. This record does not assert independent reproduction.

### CodeGemma-2B

Full Score: 23.9. Result ID: 69953e583badfaffe6277b5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

Recorded evaluation configuration: {"Size":"2B"}. This record does not assert independent reproduction.

### Yi-Coder-1.5B

Full Score: 23.5. Result ID: 69953e583badfaffe6277b59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

Recorded evaluation configuration: {"Size":"1.5B"}. This record does not assert independent reproduction.

### StarCoder2-3B

Full Score: 21.4. Result ID: 69953e583badfaffe6277b5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72571e209131cea55c84.md>)

[Implementation](<https://www.bigcode-project.org/>)

Recorded evaluation configuration: {"Size":"3B"}. This record does not assert independent reproduction.

### Crystal-7B

Full Score: 10.8. Result ID: 69953e583badfaffe6277b65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73dc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa759d1e209131cea68fa4.md>)

Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction.

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