# Data-to-Text Generation on SPNLG

Source: [Data-to-Text Generation on SPNLG](<https://www.sota2.com/research/sota/data-to-text-generation-on-spnlg>)

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

Data updated: 2026-02-26T05:27:36.102Z

Evaluation of Data-to-Text Generation performance on the SPNLG dataset, using metrics such as Accuracy, Coherence, and Diversity.

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 | Data-to-Text Generation |
| Dataset (including any stated split) | SPNLG |
| Metric | Accuracy |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/data-to-text-generation-on-spnlg.md?metric=Accuracy>): Higher is better; unit: SCALAR.

- [Coherence](<https://www.sota2.com/research/sota/data-to-text-generation-on-spnlg.md?metric=Coherence>): Higher is better; unit: SCALAR.

- [Diversity](<https://www.sota2.com/research/sota/data-to-text-generation-on-spnlg.md?metric=Diversity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VTM | 4.44 | Not recorded | 68fa67081e209131cea13fc1 |
| VTM-noraw | 4.33 | Not recorded | 68fa67081e209131cea13fc1 |
| Table2seq-sample | 3.44 | Not recorded | 68fa67081e209131cea13fc1 |
| Temp-KN | 2.9 | Not recorded | 68fa67081e209131cea13fc1 |

### VTM

Accuracy: 4.44. Result ID: 698d16048b517eb4331ee5c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

Recorded evaluation configuration: {"raw\_data":"included"}. This record does not assert independent reproduction.

### VTM-noraw

Accuracy: 4.33. Result ID: 698d16048b517eb4331ee5c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

Recorded evaluation configuration: {"raw\_data":"excluded"}. This record does not assert independent reproduction.

### Table2seq-sample

Accuracy: 3.44. Result ID: 698d16048b517eb4331ee5c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5369.md>)

Recorded evaluation configuration: {"decoding\_method":"sampling"}. This record does not assert independent reproduction.

### Temp-KN

Accuracy: 2.9. Result ID: 698d16048b517eb4331ee5c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62bb1e209131ce9faf12.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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