# Recipe Generation on Allrecipes (test)

Source: [Recipe Generation on Allrecipes (test)](<https://www.sota2.com/research/sota/recipe-generation-on-allrecipes-test>)

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

Data updated: 2026-02-26T05:55:11.582Z

Evaluation of generative models on the test split of the Allrecipes dataset, focusing on recipe text quality using Perplexity (PPL) and BLEU 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 | Recipe Generation |
| Dataset (including any stated split) | Allrecipes (test) |
| Metric | PPL (All) |
| Unit | SCALAR |
| Direction | Lower 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

- [PPL (All)](<https://www.sota2.com/research/sota/recipe-generation-on-allrecipes-test.md?metric=PPL%20(All)>): Lower is better; unit: SCALAR.

- [PPL (Ing)](<https://www.sota2.com/research/sota/recipe-generation-on-allrecipes-test.md?metric=PPL%20(Ing)>): Lower is better; unit: SCALAR.

- [PPL (Word)](<https://www.sota2.com/research/sota/recipe-generation-on-allrecipes-test.md?metric=PPL%20(Word)>): Lower is better; unit: SCALAR.

- [BLEU](<https://www.sota2.com/research/sota/recipe-generation-on-allrecipes-test.md?metric=BLEU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PPL (All) | Result date | Report paper |
| --- | --- | --- | --- |
| Latent | 4.97 | Not recorded | 68fa63871e209131ce9ff41e |
| Pointer | 5.11 | Not recorded | 68fa63871e209131ce9ff41e |
| Attn | 5.19 | Not recorded | 68fa63871e209131ce9ff41e |
| Seq2Seq | 5.52 | Not recorded | 68fa63871e209131ce9ff41e |

### Latent

PPL (All): 4.97. Result ID: 698bf86df729bc7f68e70e2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff41e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff41e.md>)

Recorded evaluation configuration: {"supervised\_signal":"false"}. This record does not assert independent reproduction.

### Pointer

PPL (All): 5.11. Result ID: 698bf86df729bc7f68e70e2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff41e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff41e.md>)

Recorded evaluation configuration: {"supervised\_signal":"true"}. This record does not assert independent reproduction.

### Attn

PPL (All): 5.19. Result ID: 698bf86df729bc7f68e70e2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff41e.md>)

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

### Seq2Seq

PPL (All): 5.52. Result ID: 698bf86df729bc7f68e70e2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff41e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61fd1e209131ce9f6ebc.md>)

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

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