# Reaction Yield Prediction on Buchwald-Hartwig (test 1)

Source: [Reaction Yield Prediction on Buchwald-Hartwig (test 1)](<https://www.sota2.com/research/sota/reaction-yield-prediction-on-buchwald-hartwig-test-1>)

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

Data updated: 2026-02-26T06:00:52.546Z

Evaluation of models on predicting the yield of chemical reactions using the test 1 split of the Buchwald-Hartwig dataset, measured using R^2.

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 | Reaction yield prediction |
| Dataset (including any stated split) | Buchwald-Hartwig (test 1) |
| Metric | R^2 |
| Unit | SCALAR |
| 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

- [R^2](<https://www.sota2.com/research/sota/reaction-yield-prediction-on-buchwald-hartwig-test-1.md?metric=R%5E2>): Higher is better; unit: SCALAR.

## Recorded results

| Method | R^2 | Result date | Report paper |
| --- | --- | --- | --- |
| MFF | 0.85 | Not recorded | 68fa492f1e209131ce9354fd |
| ChemBFN | 0.844 | Not recorded | 68fa492f1e209131ce9354fd |
| Yield-BERT | 0.84 | Not recorded | 68fa492f1e209131ce9354fd |
| Yield-BERT-DA | 0.82 | Not recorded | 68fa492f1e209131ce9354fd |

### MFF

R^2: 0.85. Result ID: 698b9f147a967eddb7701826.

[Reporting paper](<https://www.sota2.com/research/paper/68fa492f1e209131ce9354fd.md>)

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

### ChemBFN

R^2: 0.844. Result ID: 698b9f147a967eddb7701829.

[Reporting paper](<https://www.sota2.com/research/paper/68fa492f1e209131ce9354fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa492f1e209131ce9354fd.md>)

[Implementation](<https://github.com/Augus1999/bayesian-flow-network-for-chemistry>)

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

### Yield-BERT

R^2: 0.84. Result ID: 698b9f147a967eddb7701827.

[Reporting paper](<https://www.sota2.com/research/paper/68fa492f1e209131ce9354fd.md>)

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

### Yield-BERT-DA

R^2: 0.82. Result ID: 698b9f147a967eddb7701828.

[Reporting paper](<https://www.sota2.com/research/paper/68fa492f1e209131ce9354fd.md>)

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

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