# Multi-step Mathematical Reasoning on DART 5

Source: [Multi-step Mathematical Reasoning on DART 5](<https://www.sota2.com/research/sota/multi-step-mathematical-reasoning-on-dart-5>)

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

Data updated: 2026-03-17T07:21:32.235Z

Evaluation of model performance on multi-step mathematical reasoning using the DART 5 dataset, measured by accuracy and delta.

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 | multi-step mathematical reasoning |
| Dataset (including any stated split) | DART 5 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/multi-step-mathematical-reasoning-on-dart-5.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Delta](<https://www.sota2.com/research/sota/multi-step-mathematical-reasoning-on-dart-5.md?metric=Delta>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Berr. Latent | 54 | Not recorded | 69b8e0040636e5bf4afbe967 |
| Berr. Text | 27 | Not recorded | 69b8e0040636e5bf4afbe967 |
| LLaDA + Sonnet Plan | 17.2 | Not recorded | 69b8e0040636e5bf4afbe967 |
| Berr. BL | 15 | Not recorded | 69b8e0040636e5bf4afbe967 |
| LLaDA | 11 | Not recorded | 69b8e0040636e5bf4afbe967 |

### Berr. Latent

Accuracy: 54. Result ID: 69b900f547f34ce924a113bb.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe967.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c431e209131cea8d3f5.md>)

Recorded evaluation configuration: {"Collaboration space":"Latent-space","Description":"Best latent-space DDLM→ARM result","Projector training":"trained Linear-GELU-Linear projector on 35K domain-specific samples"}. This record does not assert independent reproduction.

### Berr. Text

Accuracy: 27. Result ID: 69b900f547f34ce924a113ba.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe967.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c431e209131cea8d3f5.md>)

Recorded evaluation configuration: {"Collaboration space":"Text-space","Description":"Best text-space collaboration result"}. This record does not assert independent reproduction.

### LLaDA + Sonnet Plan

Accuracy: 17.2. Result ID: 69b900f547f34ce924a113b8.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe967.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe967.md>)

Recorded evaluation configuration: {"Plan conditioning":"Sonnet Plan"}. This record does not assert independent reproduction.

### Berr. BL

Accuracy: 15. Result ID: 69b900f547f34ce924a113b9.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe967.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c431e209131cea8d3f5.md>)

Recorded evaluation configuration: {"Description":"LLaDA-only baseline by Berrayana et al."}. This record does not assert independent reproduction.

### LLaDA

Accuracy: 11. Result ID: 69b900f547f34ce924a113b7.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0040636e5bf4afbe967.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c3e1e209131cea8d1d9.md>)

Recorded evaluation configuration: {"Description":"LLaDA-only baseline"}. This record does not assert independent reproduction.

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