# UML Relationship Generation on English specifications dataset Full (test)

Source: [UML Relationship Generation on English specifications dataset Full (test)](<https://www.sota2.com/research/sota/uml-relationship-generation-on-english-specifications-dataset-full-test>)

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

Data updated: 2026-02-26T05:39:46.149Z

Evaluation of model performance on generating UML relationships using the full test split of the English specifications dataset, measured by connectivity similarity and size difference.

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 | UML Relationship Generation |
| Dataset (including any stated split) | English specifications dataset Full (test) |
| Metric | Connectivity Similarity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Connectivity Similarity](<https://www.sota2.com/research/sota/uml-relationship-generation-on-english-specifications-dataset-full-test.md?metric=Connectivity%20Similarity>): Higher is better; unit: PERCENT.

- [Size Difference](<https://www.sota2.com/research/sota/uml-relationship-generation-on-english-specifications-dataset-full-test.md?metric=Size%20Difference>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Connectivity Similarity | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed Approach | 63.9 | Not recorded | 68fa6dc51e209131cea3c07f |

### Proposed Approach

Connectivity Similarity: 63.9. Result ID: 698fe77f3a6c314849fcb007.

[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 protocol":"General matching"}. This record does not assert independent reproduction.

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