# Option Query Language (OQL) Generation on OQL Query Quality (evaluation set)

Source: [Option Query Language (OQL) Generation on OQL Query Quality (evaluation set)](<https://www.sota2.com/research/sota/option-query-language-oql-generation-on-oql-query-quality-evaluation-set>)

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

Data updated: 2026-03-18T08:45:34.950Z

Evaluation of model performance on generating valid Option Query Language (OQL) queries based on the OQL Query Quality dataset, assessed using VR, SM, and SA 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 | Option Query Language (OQL) Generation |
| Dataset (including any stated split) | OQL Query Quality (evaluation set) |
| Metric | VR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [VR](<https://www.sota2.com/research/sota/option-query-language-oql-generation-on-oql-query-quality-evaluation-set.md?metric=VR>): Higher is better; unit: PERCENT.

- [SM](<https://www.sota2.com/research/sota/option-query-language-oql-generation-on-oql-query-quality-evaluation-set.md?metric=SM>): Higher is better; unit: PERCENT.

- [SA](<https://www.sota2.com/research/sota/option-query-language-oql-generation-on-oql-query-quality-evaluation-set.md?metric=SA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | VR | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4.1-Mini | 95 | Not recorded | 69ba31890636e5bf4afc07e9 |
| GPT-4.1 | 93.5 | Not recorded | 69ba31890636e5bf4afc07e9 |
| LLaMA-3.1-8B | 92 | Not recorded | 69ba31890636e5bf4afc07e9 |
| Gemini-2.5 Flash | 87.5 | Not recorded | 69ba31890636e5bf4afc07e9 |
| DeepSeek-V3 | 87 | Not recorded | 69ba31890636e5bf4afc07e9 |
| Qwen3-8B | 78 | Not recorded | 69ba31890636e5bf4afc07e9 |
| Qwen2.5-Coder-7B | 76 | Not recorded | 69ba31890636e5bf4afc07e9 |
| Qwen3-4B | 71.5 | Not recorded | 69ba31890636e5bf4afc07e9 |
| DeepSeek-Coder-6.7B | 66 | Not recorded | 69ba31890636e5bf4afc07e9 |

### GPT-4.1-Mini

VR: 95. Result ID: 69ba662d47f34ce924a46264.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### GPT-4.1

VR: 93.5. Result ID: 69ba662d47f34ce924a46263.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### LLaMA-3.1-8B

VR: 92. Result ID: 69ba662d47f34ce924a46265.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### Gemini-2.5 Flash

VR: 87.5. Result ID: 69ba662d47f34ce924a46262.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### DeepSeek-V3

VR: 87. Result ID: 69ba662d47f34ce924a46261.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### Qwen3-8B

VR: 78. Result ID: 69ba662d47f34ce924a46269.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### Qwen2.5-Coder-7B

VR: 76. Result ID: 69ba662d47f34ce924a46266.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### Qwen3-4B

VR: 71.5. Result ID: 69ba662d47f34ce924a46268.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

### DeepSeek-Coder-6.7B

VR: 66. Result ID: 69ba662d47f34ce924a46267.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31890636e5bf4afc07e9.md>)

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

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