# Depression Detection on Depression Detection

Source: [Depression Detection on Depression Detection](<https://www.sota2.com/research/sota/depression-detection-on-depression-detection>)

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

Data updated: 2026-02-26T05:52:00.924Z

Evaluation of models for detecting depression using the Depression Detection dataset, focusing on calibration metrics like Expected Calibration Error (ECE).

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 | Depression Detection |
| Dataset (including any stated split) | Depression Detection |
| Metric | Mean ECE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Mean ECE](<https://www.sota2.com/research/sota/depression-detection-on-depression-detection.md?metric=Mean%20ECE>): Lower is better; unit: SCALAR.

- [ECE Std Dev](<https://www.sota2.com/research/sota/depression-detection-on-depression-detection.md?metric=ECE%20Std%20Dev>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean ECE | Result date | Report paper |
| --- | --- | --- | --- |
| Timing-RAG (Llama3 8B Instruct) | 0.0276 | Not recorded | 68fa805a1e209131cea9cc51 |
| Timing-RAG (Llama3 8B) | 0.0674 | Not recorded | 68fa805a1e209131cea9cc51 |
| PWLM | 0.183 | Not recorded | 68fa805a1e209131cea9cc51 |
| Llama3 8B Instruct MCDP | 0.34 | Not recorded | 68fa805a1e209131cea9cc51 |
| Llama3 8B MCDP | 0.349 | Not recorded | 68fa805a1e209131cea9cc51 |

### Timing-RAG (Llama3 8B Instruct)

Mean ECE: 0.0276. Result ID: 698b95807a967eddb76fcb66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805a1e209131cea9cc51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa805a1e209131cea9cc51.md>)

Recorded evaluation configuration: {"Backbone":"Llama3 8B Instruct","Approach":"Timing-RAG"}. This record does not assert independent reproduction.

### Timing-RAG (Llama3 8B)

Mean ECE: 0.0674. Result ID: 698b95807a967eddb76fcb65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805a1e209131cea9cc51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa805a1e209131cea9cc51.md>)

Recorded evaluation configuration: {"Backbone":"Llama3 8B","Approach":"Timing-RAG"}. This record does not assert independent reproduction.

### PWLM

Mean ECE: 0.183. Result ID: 698b95807a967eddb76fcb62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805a1e209131cea9cc51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70021e209131cea488d1.md>)

Recorded evaluation configuration: {"Description":"Self-supervised speech model"}. This record does not assert independent reproduction.

### Llama3 8B Instruct MCDP

Mean ECE: 0.34. Result ID: 698b95807a967eddb76fcb64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805a1e209131cea9cc51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5ff.md>)

Recorded evaluation configuration: {"Backbone":"Llama3 8B Instruct","Uncertainty Estimation":"Monte Carlo Dropout (MCDP)"}. This record does not assert independent reproduction.

### Llama3 8B MCDP

Mean ECE: 0.349. Result ID: 698b95807a967eddb76fcb63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805a1e209131cea9cc51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5ff.md>)

Recorded evaluation configuration: {"Backbone":"Llama3 8B","Uncertainty Estimation":"Monte Carlo Dropout (MCDP)"}. This record does not assert independent reproduction.

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