# Next-step prediction on Turbulence Gravity Cooling (test)

Source: [Next-step prediction on Turbulence Gravity Cooling (test)](<https://www.sota2.com/research/sota/next-step-prediction-on-turbulence-gravity-cooling-test>)

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

Data updated: 2026-03-06T08:38:46.121Z

Evaluation of model performance for next-step prediction on the test split of the Turbulence Gravity Cooling dataset, measured using VRMSE.

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 | Next-step prediction |
| Dataset (including any stated split) | Turbulence Gravity Cooling (test) |
| Metric | VRMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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

- [VRMSE](<https://www.sota2.com/research/sota/next-step-prediction-on-turbulence-gravity-cooling-test.md?metric=VRMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | VRMSE | Result date | Report paper |
| --- | --- | --- | --- |
| CKM | 0.103 | Not recorded | 68fa79f61e209131cea8049f |
| f.p.s. | 0.118 | Not recorded | 68fa79f61e209131cea8049f |
| CSM | 0.121 | Not recorded | 68fa79f61e209131cea8049f |
| CKM | 0.124 | Not recorded | 68fa79f61e209131cea8049f |
| f.p.s. | 0.127 | Not recorded | 68fa79f61e209131cea8049f |
| CSM | 0.138 | Not recorded | 68fa79f61e209131cea8049f |
| CKM | 0.164 | Not recorded | 68fa79f61e209131cea8049f |
| f.p.s. | 0.179 | Not recorded | 68fa79f61e209131cea8049f |
| CKM | 0.181 | Not recorded | 68fa79f61e209131cea8049f |
| CSM | 0.183 | Not recorded | 68fa79f61e209131cea8049f |
| f.p.s. | 0.194 | Not recorded | 68fa79f61e209131cea8049f |
| CSM | 0.197 | Not recorded | 68fa79f61e209131cea8049f |
| CSM | 0.199 | Not recorded | 68fa79f61e209131cea8049f |
| f.p.s. | 0.199 | Not recorded | 68fa79f61e209131cea8049f |
| CKM | 0.203 | Not recorded | 68fa79f61e209131cea8049f |
| Well Baseline | 0.2096 | Not recorded | 68fa79f61e209131cea8049f |
| f.p.s. | 0.212 | Not recorded | 68fa79f61e209131cea8049f |
| CSM | 0.215 | Not recorded | 68fa79f61e209131cea8049f |
| CKM | 0.216 | Not recorded | 68fa79f61e209131cea8049f |

### CKM

VRMSE: 0.103. Result ID: 69aa92726dbb7075b9545de3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"4096","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### f.p.s.

VRMSE: 0.118. Result ID: 69aa92726dbb7075b9545de4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"4096","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### CSM

VRMSE: 0.121. Result ID: 69aa92726dbb7075b9545de2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"4096","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### CKM

VRMSE: 0.124. Result ID: 69aa92726dbb7075b9545de6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"4096","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### f.p.s.

VRMSE: 0.127. Result ID: 69aa92726dbb7075b9545de7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"4096","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### CSM

VRMSE: 0.138. Result ID: 69aa92726dbb7075b9545de5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"4096","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### CKM

VRMSE: 0.164. Result ID: 69aa92726dbb7075b9545de9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"512","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### f.p.s.

VRMSE: 0.179. Result ID: 69aa92726dbb7075b9545dea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"512","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### CKM

VRMSE: 0.181. Result ID: 69aa92726dbb7075b9545dec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"512","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### CSM

VRMSE: 0.183. Result ID: 69aa92726dbb7075b9545de8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"512","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### f.p.s.

VRMSE: 0.194. Result ID: 69aa92726dbb7075b9545ded.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"512","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### CSM

VRMSE: 0.197. Result ID: 69aa92726dbb7075b9545deb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"512","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### CSM

VRMSE: 0.199. Result ID: 69aa92726dbb7075b9545dee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"64","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### f.p.s.

VRMSE: 0.199. Result ID: 69aa92726dbb7075b9545df0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"64","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### CKM

VRMSE: 0.203. Result ID: 69aa92726dbb7075b9545def.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"64","Backbone":"Vanilla ViT (100M)"}. This record does not assert independent reproduction.

### Well Baseline

VRMSE: 0.2096. Result ID: 69aa92726dbb7075b9545df4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa49611e209131ce936a49.md>)

[Implementation](<https://github.com/PolymathicAI/the_well>)

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

### f.p.s.

VRMSE: 0.212. Result ID: 69aa92726dbb7075b9545df3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"64","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### CSM

VRMSE: 0.215. Result ID: 69aa92726dbb7075b9545df1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"64","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

### CKM

VRMSE: 0.216. Result ID: 69aa92726dbb7075b9545df2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8049f.md>)

Recorded evaluation configuration: {"# Tokens":"64","Backbone":"Axial ViT (50M)"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.