# Natural Language Generation on SGD seen domains 1.0

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

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

Data updated: 2026-02-26T05:36:48.586Z

Evaluation of Natural Language Generation performance on the SGD seen domains 1.0 dataset, assessed using metrics like 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 seen domains 1.0 |
| Metric | BLEU |
| 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](<https://www.sota2.com/research/sota/natural-language-generation-on-sgd-seen-domains-1-0.md?metric=BLEU>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| T2G2 | 29.4 | Not recorded | 68fa68ba1e209131cea1dcbc |
| Naive | 27.7 | Not recorded | 68fa68ba1e209131cea1dcbc |
| Schema | 27.5 | Not recorded | 68fa68ba1e209131cea1dcbc |
| Copy | 19.2 | Not recorded | 68fa68ba1e209131cea1dcbc |

### T2G2

BLEU: 29.4. Result ID: 698d80258b517eb43321fa0d.

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

### Naive

BLEU: 27.7. Result ID: 698d80258b517eb43321fa0b.

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

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

### Schema

BLEU: 27.5. Result ID: 698d80258b517eb43321fa0c.

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

### Copy

BLEU: 19.2. Result ID: 698d80258b517eb43321fa0e.

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

Recorded evaluation configuration: {"type":"trivial baseline"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.