# Mixed Layer Heat Content (MLHC) Prediction on Ocean Dataset

Source: [Mixed Layer Heat Content (MLHC) Prediction on Ocean Dataset](<https://www.sota2.com/research/sota/mixed-layer-heat-content-mlhc-prediction-on-ocean-dataset>)

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

Data updated: 2026-05-14T06:56:58.019Z

Evaluation of models predicting Mixed Layer Heat Content (MLHC) using the Ocean Dataset, typically assessed via seasonal Anomaly Correlation Coefficients (ACC).

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 | Mixed Layer Heat Content (MLHC) Prediction |
| Dataset (including any stated split) | Ocean Dataset |
| Metric | ACC (DJF) |
| Unit | SCALAR |
| Direction | Higher 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

- [ACC (DJF)](<https://www.sota2.com/research/sota/mixed-layer-heat-content-mlhc-prediction-on-ocean-dataset.md?metric=ACC%20(DJF)>): Higher is better; unit: SCALAR.

- [ACC (MAM)](<https://www.sota2.com/research/sota/mixed-layer-heat-content-mlhc-prediction-on-ocean-dataset.md?metric=ACC%20(MAM)>): Higher is better; unit: SCALAR.

- [ACC (JJA)](<https://www.sota2.com/research/sota/mixed-layer-heat-content-mlhc-prediction-on-ocean-dataset.md?metric=ACC%20(JJA)>): Higher is better; unit: SCALAR.

- [ACC (SON)](<https://www.sota2.com/research/sota/mixed-layer-heat-content-mlhc-prediction-on-ocean-dataset.md?metric=ACC%20(SON)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ACC (DJF) | Result date | Report paper |
| --- | --- | --- | --- |
| Prediction-only | 0.9131 | Not recorded | 6a055713dbc836b87d828c81 |
| Prescription-only | 0.9129 | Not recorded | 6a055713dbc836b87d828c81 |
| OceanCBM | 0.9116 | Not recorded | 6a055713dbc836b87d828c81 |

### Prediction-only

ACC (DJF): 0.9131. Result ID: 6a05723547f34ce924ebe129.

[Reporting paper](<https://www.sota2.com/research/paper/6a055713dbc836b87d828c81.md>)

Recorded evaluation configuration: {"Config":"Prediction-only"}. This record does not assert independent reproduction.

### Prescription-only

ACC (DJF): 0.9129. Result ID: 6a05723547f34ce924ebe12a.

[Reporting paper](<https://www.sota2.com/research/paper/6a055713dbc836b87d828c81.md>)

Recorded evaluation configuration: {"Config":"Prescription-only"}. This record does not assert independent reproduction.

### OceanCBM

ACC (DJF): 0.9116. Result ID: 6a05723547f34ce924ebe128.

[Reporting paper](<https://www.sota2.com/research/paper/6a055713dbc836b87d828c81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055713dbc836b87d828c81.md>)

Recorded evaluation configuration: {"Config":"OceanCBM"}. This record does not assert independent reproduction.

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