# Effort Classification on SWELL-KW

Source: [Effort Classification on SWELL-KW](<https://www.sota2.com/research/sota/effort-classification-on-swell-kw>)

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

Data updated: 2026-05-26T08:30:33.026Z

Evaluation of Effort Classification performance on the SWELL-KW dataset.

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 | Effort Classification |
| Dataset (including any stated split) | SWELL-KW |
| Metric | Balanced Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Balanced Accuracy](<https://www.sota2.com/research/sota/effort-classification-on-swell-kw.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Balanced Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed (CNN-LSTM, MTL) | 72.2 | Not recorded | 6a15292cdbd7150506f7df7d |

### Proposed (CNN-LSTM, MTL)

Balanced Accuracy: 72.2. Result ID: 6a155a23fbc373592c0cbd14.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292cdbd7150506f7df7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15292cdbd7150506f7df7d.md>)

Recorded evaluation configuration: {"Signals":"IBI+HRV+EDA","Protocol":"LOSO‡"}. This record does not assert independent reproduction.

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