# Medical Visual Question Answering on SLAKE Open (AUROC)

Source: [Medical Visual Question Answering on SLAKE Open (AUROC)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-open-auroc>)

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

Data updated: 2026-04-06T07:47:09.978Z

Evaluation of model performance on the Open split of the SLAKE dataset for Medical Visual Question Answering, reporting the Area Under the Receiver Operating Characteristic curve (AUROC).

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 | Medical Visual Question Answering |
| Dataset (including any stated split) | SLAKE Open |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-slake-open-auroc.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| HAC-Gate | 76.6 | Not recorded | 69d33e177d0172140ec7377c |
| HAC-Platt | 76.3 | Not recorded | 69d33e177d0172140ec7377c |
| HAC-Gate | 74.5 | Not recorded | 69d33e177d0172140ec7377c |
| HAC-Platt | 74.2 | Not recorded | 69d33e177d0172140ec7377c |
| HAC-Platt | 73.3 | Not recorded | 69d33e177d0172140ec7377c |
| HAC-Platt | 72.1 | Not recorded | 69d33e177d0172140ec7377c |
| Uncalibrated | 69 | Not recorded | 69d33e177d0172140ec7377c |
| HAC-Gate | 68.8 | Not recorded | 69d33e177d0172140ec7377c |
| HAC-Gate | 67.3 | Not recorded | 69d33e177d0172140ec7377c |

### HAC-Gate

AUROC: 76.6. Result ID: 69d364de47f34ce924baf4bd.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"InternVL3-8B","Confidence":"Samp."}. This record does not assert independent reproduction.

### HAC-Platt

AUROC: 76.3. Result ID: 69d364de47f34ce924baf4bc.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"InternVL3-8B","Confidence":"Samp."}. This record does not assert independent reproduction.

### HAC-Gate

AUROC: 74.5. Result ID: 69d364de47f34ce924baf4bb.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"InternVL3-2B","Confidence":"Samp."}. This record does not assert independent reproduction.

### HAC-Platt

AUROC: 74.2. Result ID: 69d364de47f34ce924baf4ba.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-8B","Confidence":"Verb."}. This record does not assert independent reproduction.

### HAC-Platt

AUROC: 73.3. Result ID: 69d364de47f34ce924baf4be.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7B","Confidence":"Samp."}. This record does not assert independent reproduction.

### HAC-Platt

AUROC: 72.1. Result ID: 69d364de47f34ce924baf4b8.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction.

### Uncalibrated

AUROC: 69. Result ID: 69d364de47f34ce924baf4b7.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction.

### HAC-Gate

AUROC: 68.8. Result ID: 69d364de47f34ce924baf4bf.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"LLaVA-NeXT-34B","Confidence":"Verb."}. This record does not assert independent reproduction.

### HAC-Gate

AUROC: 67.3. Result ID: 69d364de47f34ce924baf4b9.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e177d0172140ec7377c.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Verb."}. This record does not assert independent reproduction.

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