# Natural Language Generation on SGD 1.0 (unseen domains)

Source: [Natural Language Generation on SGD 1.0 (unseen domains)](<https://www.sota2.com/research/sota/natural-language-generation-on-sgd-1-0-unseen-domains>)

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

Data updated: 2026-02-26T05:37:09.015Z

Evaluation of Natural Language Generation performance on the unseen domains split of the SGD 1.0 dataset, assessed using BLEU and SER.

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 1.0 (unseen domains) |
| Metric | BLEU Score |
| Unit | PERCENT |
| 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

- [BLEU Score](<https://www.sota2.com/research/sota/natural-language-generation-on-sgd-1-0-unseen-domains.md?metric=BLEU%20Score>): Higher is better; unit: PERCENT.

- [SER](<https://www.sota2.com/research/sota/natural-language-generation-on-sgd-1-0-unseen-domains.md?metric=SER>): Lower is better; unit: SCALAR.

## Recorded results

| Method | BLEU Score | Result date | Report paper |
| --- | --- | --- | --- |
| T2G2 | 22.2 | Not recorded | 68fa68ba1e209131cea1dcbc |
| Copy | 16.1 | Not recorded | 68fa68ba1e209131cea1dcbc |
| Schema | 15.8 | Not recorded | 68fa68ba1e209131cea1dcbc |
| Naive | 14.9 | Not recorded | 68fa68ba1e209131cea1dcbc |

### T2G2

BLEU Score: 22.2. Result ID: 698d80258b517eb43321fa11.

[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: {"zero-shot":true,"approach":"Template-Guided"}. This record does not assert independent reproduction.

### Copy

BLEU Score: 16.1. Result ID: 698d80258b517eb43321fa12.

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

Recorded evaluation configuration: {"zero-shot":true,"type":"trivial baseline"}. This record does not assert independent reproduction.

### Schema

BLEU Score: 15.8. Result ID: 698d80258b517eb43321fa10.

[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: {"zero-shot":true,"representation":"Schema-Guided"}. This record does not assert independent reproduction.

### Naive

BLEU Score: 14.9. Result ID: 698d80258b517eb43321fa0f.

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

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

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