# Mesh Movement on Swirl (test)

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

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

Data updated: 2026-02-26T05:42:20.706Z

Evaluation of models performing mesh movement tasks on the test split of the Swirl dataset, typically measured using 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) | Swirl (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-swirl-test.md?metric=Error%20Rate%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate (%) | Result date | Report paper |
| --- | --- | --- | --- |
| M2N | 14.15 | Not recorded | 68fa5cae1e209131ce9d33e4 |
| UM2N | 35.93 | Not recorded | 68fa5cae1e209131ce9d33e4 |
| MA | 37.43 | Not recorded | 68fa5cae1e209131ce9d33e4 |

### M2N

Error Rate (%): 14.15. Result ID: 698bb7a47a967eddb770d65f.

[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)":"25.01","setup":"re-trained on current training dataset"}. This record does not assert independent reproduction.

### UM2N

Error Rate (%): 35.93. Result ID: 698bb7a47a967eddb770d660.

[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)":"17.66","mode":"zero-shot generalization"}. This record does not assert independent reproduction.

### MA

Error Rate (%): 37.43. Result ID: 698bb7a47a967eddb770d65e.

[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)":"5615.78"}. This record does not assert independent reproduction.

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