# Alzheimer's Disease Staging on Bridge2AI-Voice AD

Source: [Alzheimer's Disease Staging on Bridge2AI-Voice AD](<https://www.sota2.com/research/sota/alzheimer-s-disease-staging-on-bridge2ai-voice-ad>)

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

Data updated: 2026-06-16T06:51:38.947Z

Evaluation of model performance for Alzheimer's Disease (AD) staging using the Bridge2AI-Voice AD dataset, reporting AUROC, Accuracy, F1, and Recall.

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 | Alzheimer's Disease (AD) staging |
| Dataset (including any stated split) | Bridge2AI-Voice AD |
| Metric | Macro AUROC |
| Unit | PERCENT |
| Direction | Higher 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

- [Macro AUROC](<https://www.sota2.com/research/sota/alzheimer-s-disease-staging-on-bridge2ai-voice-ad.md?metric=Macro%20AUROC>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/alzheimer-s-disease-staging-on-bridge2ai-voice-ad.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Macro F1 Score](<https://www.sota2.com/research/sota/alzheimer-s-disease-staging-on-bridge2ai-voice-ad.md?metric=Macro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/alzheimer-s-disease-staging-on-bridge2ai-voice-ad.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| NeurMLLM | 91.7 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| ClsHead | 85.2 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| LLM-A-X | 82.9 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| CrossAttn | 63.8 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| LR | 58.7 | Not recorded | 6a30d88ed33dfb23e783cbd9 |

### NeurMLLM

Macro AUROC: 91.7. Result ID: 6a30f278fbc373592c2c8f90.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### ClsHead

Macro AUROC: 85.2. Result ID: 6a30f278fbc373592c2c8f8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### LLM-A-X

Macro AUROC: 82.9. Result ID: 6a30f278fbc373592c2c8f8f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### CrossAttn

Macro AUROC: 63.8. Result ID: 6a30f278fbc373592c2c8f8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### LR

Macro AUROC: 58.7. Result ID: 6a30f278fbc373592c2c8f8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

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