# Natural Language Generation on NLG 3 tasks one-shot

Source: [Natural Language Generation on NLG 3 tasks one-shot](<https://www.sota2.com/research/sota/natural-language-generation-on-nlg-3-tasks-one-shot>)

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

Data updated: 2026-02-26T05:35:25.659Z

Evaluation of Natural Language Generation performance on the NLG 3 tasks one-shot dataset, assessed using metrics like Average Exact Match.

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) | NLG 3 tasks one-shot |
| Metric | Average Exact Match |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Average Exact Match](<https://www.sota2.com/research/sota/natural-language-generation-on-nlg-3-tasks-one-shot.md?metric=Average%20Exact%20Match>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Exact Match | Result date | Report paper |
| --- | --- | --- | --- |
| Lion | 24.7 | Not recorded | 68fa6f421e209131cea448e3 |
| Adafactor | 24.1 | Not recorded | 68fa6f421e209131cea448e3 |
| PaLM | 23.9 | Not recorded | 68fa6f421e209131cea448e3 |
| GPT-3 | 23.1 | Not recorded | 68fa6f421e209131cea448e3 |
| Lion | 16.5 | Not recorded | 68fa6f421e209131cea448e3 |
| Adafactor | 15.6 | Not recorded | 68fa6f421e209131cea448e3 |
| Lion | 12.1 | Not recorded | 68fa6f421e209131cea448e3 |
| Adafactor | 11.1 | Not recorded | 68fa6f421e209131cea448e3 |

### Lion

Average Exact Match: 24.7. Result ID: 6990b0ff3a6c314849027ae3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Implementation](<https://github.com/google/automl/tree/master/lion>)

Recorded evaluation configuration: {"Model Size":"7.5B","Optimizer":"Lion","#Tokens":"300B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

### Adafactor

Average Exact Match: 24.1. Result ID: 6990b0ff3a6c314849027ae2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64471e209131cea03a91.md>)

Recorded evaluation configuration: {"Model Size":"7.5B","Optimizer":"Adafactor","#Tokens":"300B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

### PaLM

Average Exact Match: 23.9. Result ID: 6990b0ff3a6c314849027ae5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d931e209131cea3abf2.md>)

Recorded evaluation configuration: {"Model Size":"8B","Optimizer":"not specified","#Tokens":"780B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

### GPT-3

Average Exact Match: 23.1. Result ID: 6990b0ff3a6c314849027ae4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"Model Size":"6.7B","Optimizer":"AdamW (implied)","#Tokens":"300B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

### Lion

Average Exact Match: 16.5. Result ID: 6990b0ff3a6c314849027ae1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Implementation](<https://github.com/google/automl/tree/master/lion>)

Recorded evaluation configuration: {"Model Size":"2.1B","Optimizer":"Lion","#Tokens":"300B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

### Adafactor

Average Exact Match: 15.6. Result ID: 6990b0ff3a6c314849027ae0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64471e209131cea03a91.md>)

Recorded evaluation configuration: {"Model Size":"2.1B","Optimizer":"Adafactor","#Tokens":"300B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

### Lion

Average Exact Match: 12.1. Result ID: 6990b0ff3a6c314849027adf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Implementation](<https://github.com/google/automl/tree/master/lion>)

Recorded evaluation configuration: {"Model Size":"1.1B","Optimizer":"Lion","#Tokens":"300B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

### Adafactor

Average Exact Match: 11.1. Result ID: 6990b0ff3a6c314849027ade.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f421e209131cea448e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64471e209131cea03a91.md>)

Recorded evaluation configuration: {"Model Size":"1.1B","Optimizer":"Adafactor","#Tokens":"300B","Evaluation Protocol":"One-shot"}. This record does not assert independent reproduction.

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