# Ingredient prediction in cooking instructions on Recipe1M (test)

Source: [Ingredient prediction in cooking instructions on Recipe1M (test)](<https://www.sota2.com/research/sota/ingredient-prediction-in-cooking-instructions-on-recipe1m-test>)

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

Data updated: 2026-02-26T06:01:11.470Z

Evaluation of models performing ingredient prediction based on cooking instructions using the test split of the Recipe1M dataset, measured using Recall and Precision.

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 | Ingredient prediction in cooking instructions |
| Dataset (including any stated split) | Recipe1M (test) |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Recall](<https://www.sota2.com/research/sota/ingredient-prediction-in-cooking-instructions-on-recipe1m-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/ingredient-prediction-in-cooking-instructions-on-recipe1m-test.md?metric=Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| Inverse Cooking | 0.7547 | Not recorded | 68fa65de1e209131cea0cf6a |
| RI2LR | 0.3192 | Not recorded | 68fa65de1e209131cea0cf6a |

### Inverse Cooking

Recall: 0.7547. Result ID: 698cced68b517eb4331ce2f9.

[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: {"type":"generation system"}. This record does not assert independent reproduction.

### RI2LR

Recall: 0.3192. Result ID: 698cced68b517eb4331ce2f8.

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

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

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