# Mesh Movement on Helmholtz (test)

Source: [Mesh Movement on Helmholtz (test)](<https://www.sota2.com/research/sota/mesh-movement-on-helmholtz-test>)

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

Data updated: 2026-02-26T05:42:13.389Z

Evaluation of models performing Mesh Movement tasks using the test split of the Helmholtz dataset, measured by Error Rate (ER).

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 | Mesh Movement |
| Dataset (including any stated split) | Helmholtz (test) |
| Metric | Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/mesh-movement-on-helmholtz-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| M2N | 16.32 | Not recorded | 68fa5cae1e209131ce9d33e4 |
| UM2N | 17.08 | Not recorded | 68fa5cae1e209131ce9d33e4 |
| MA | 17.95 | Not recorded | 68fa5cae1e209131ce9d33e4 |

### M2N

Error Rate: 16.32. Result ID: 698bb7a47a967eddb770d663.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cae1e209131ce9d33e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59311e209131ce9b4f1a.md>)

Recorded evaluation configuration: {"Time (ms)":"4.62","setup":"re-trained on current training dataset"}. This record does not assert independent reproduction.

### UM2N

Error Rate: 17.08. Result ID: 698bb7a47a967eddb770d664.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cae1e209131ce9d33e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5cae1e209131ce9d33e4.md>)

[Implementation](<https://erizmr.github.io/UM2N/>)

Recorded evaluation configuration: {"Time (ms)":"4.86","mode":"zero-shot generalization"}. This record does not assert independent reproduction.

### MA

Error Rate: 17.95. Result ID: 698bb7a47a967eddb770d662.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5cae1e209131ce9d33e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa545c1e209131ce98af71.md>)

Recorded evaluation configuration: {"Time (ms)":"3265.23"}. This record does not assert independent reproduction.

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