# Recipe Generation on Recipe1M (test)

Source: [Recipe Generation on Recipe1M (test)](<https://www.sota2.com/research/sota/recipe-generation-on-recipe1m-test>)

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

Data updated: 2026-02-26T06:04:55.629Z

Evaluation of generative models on the test split of the Recipe1M dataset, measured using Success %.

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) | Recipe1M (test) |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/recipe-generation-on-recipe1m-test.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Real (Ground Truth) | 80.33 | Not recorded | 68fa65de1e209131cea0cf6a |
| Real | 80.33 | Not recorded | 68fa65de1e209131cea0cf6a |
| inverse cooking system | 55.47 | Not recorded | 68fa65de1e209131cea0cf6a |
| Inverse Cooking System | 55.47 | Not recorded | 68fa65de1e209131cea0cf6a |
| RI2LR | 48.81 | Not recorded | 68fa65de1e209131cea0cf6a |
| Retrieved | 48.81 | Not recorded | 68fa65de1e209131cea0cf6a |

### Real (Ground Truth)

Success Rate: 80.33. Result ID: 698cced68b517eb4331ce2f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

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

### Real

Success Rate: 80.33. Result ID: 698cced68b517eb4331ce2fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

Recorded evaluation configuration: {"Description":"Ground truth recipes"}. This record does not assert independent reproduction.

### inverse cooking system

Success Rate: 55.47. Result ID: 698cced68b517eb4331ce2f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Implementation](<https://github.com/facebookresearch/inversecooking>)

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

### Inverse Cooking System

Success Rate: 55.47. Result ID: 698cced68b517eb4331ce300.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

[Implementation](<https://github.com/facebookresearch/inversecooking>)

Recorded evaluation configuration: {"Model Type":"End-to-end recipe generation"}. This record does not assert independent reproduction.

### RI2LR

Success Rate: 48.81. Result ID: 698cced68b517eb4331ce2f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

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

### Retrieved

Success Rate: 48.81. Result ID: 698cced68b517eb4331ce2ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65de1e209131cea0cf6a.md>)

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

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