# Class Generation on English specifications dataset

Source: [Class Generation on English specifications dataset](<https://www.sota2.com/research/sota/class-generation-on-english-specifications-dataset>)

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

Data updated: 2026-02-26T05:58:22.355Z

Evaluation of model performance on generating classes using the English specifications dataset, measured by Precision, Recall, and F-1 score.

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 | Class generation |
| Dataset (including any stated split) | English specifications dataset |
| Metric | Precision |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Precision](<https://www.sota2.com/research/sota/class-generation-on-english-specifications-dataset.md?metric=Precision>): Higher is better; unit: SCALAR.

- [Recall](<https://www.sota2.com/research/sota/class-generation-on-english-specifications-dataset.md?metric=Recall>): Higher is better; unit: SCALAR.

- [F1 Score](<https://www.sota2.com/research/sota/class-generation-on-english-specifications-dataset.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed approach | 0.355 | Not recorded | 68fa6dc51e209131cea3c07f |
| Proposed approach | 0.355 | Not recorded | 68fa6dc51e209131cea3c07f |
| Proposed approach | 0.171 | Not recorded | 68fa6dc51e209131cea3c07f |

### Proposed approach

Precision: 0.355. Result ID: 698fe77f3a6c314849fcb005.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c07f.md>)

[Implementation](<https://github.com/XsongyangX/uml-classes-and-specs>)

Recorded evaluation configuration: {"Matching criteria":"Relaxed matching"}. This record does not assert independent reproduction.

### Proposed approach

Precision: 0.355. Result ID: 698fe77f3a6c314849fcb006.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c07f.md>)

[Implementation](<https://github.com/XsongyangX/uml-classes-and-specs>)

Recorded evaluation configuration: {"Matching criteria":"General matching"}. This record does not assert independent reproduction.

### Proposed approach

Precision: 0.171. Result ID: 698fe77f3a6c314849fcb004.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c07f.md>)

[Implementation](<https://github.com/XsongyangX/uml-classes-and-specs>)

Recorded evaluation configuration: {"Matching criteria":"Exact matching"}. This record does not assert independent reproduction.

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