# Natural Language Generation on SGD Seen domains

Source: [Natural Language Generation on SGD Seen domains](<https://www.sota2.com/research/sota/natural-language-generation-on-sgd-seen-domains>)

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

Data updated: 2026-02-26T05:53:33.896Z

Evaluation of Natural Language Generation performance on the SGD Seen domains dataset, assessed using Naturalness and Informativeness 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 | Natural Language Generation |
| Dataset (including any stated split) | SGD Seen domains |
| Metric | Naturalness |
| 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

- [Naturalness](<https://www.sota2.com/research/sota/natural-language-generation-on-sgd-seen-domains.md?metric=Naturalness>): Higher is better; unit: SCALAR.

- [Informativeness](<https://www.sota2.com/research/sota/natural-language-generation-on-sgd-seen-domains.md?metric=Informativeness>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Naturalness | Result date | Report paper |
| --- | --- | --- | --- |
| Naive | 2.48 | Not recorded | 68fa68ba1e209131cea1dcbc |
| T2G2 | 2.47 | Not recorded | 68fa68ba1e209131cea1dcbc |
| GT | 2.4 | Not recorded | 68fa68ba1e209131cea1dcbc |
| Schema | 2.15 | Not recorded | 68fa68ba1e209131cea1dcbc |

### Naive

Naturalness: 2.48. Result ID: 698d80258b517eb43321fa32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68ba1e209131cea1dcbc.md>)

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

### T2G2

Naturalness: 2.47. Result ID: 698d80258b517eb43321fa34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68ba1e209131cea1dcbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ba1e209131cea1dcbc.md>)

[Implementation](<https://www.sota2.com/github.com/google-research/schema-guided-dialogue>)

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

### GT

Naturalness: 2.4. Result ID: 698d80258b517eb43321fa35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68ba1e209131cea1dcbc.md>)

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

### Schema

Naturalness: 2.15. Result ID: 698d80258b517eb43321fa33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68ba1e209131cea1dcbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ba1e209131cea1dcbc.md>)

[Implementation](<https://www.sota2.com/github.com/google-research/schema-guided-dialogue>)

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

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