# Diagnosis on WSI-Bench

Source: [Diagnosis on WSI-Bench](<https://www.sota2.com/research/sota/diagnosis-on-wsi-bench>)

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

Data updated: 2026-03-11T09:37:51.255Z

Evaluation of diagnostic performance on the WSI-Bench dataset, reporting WSI Precision (Open), WSI Recall (Open), and Classification Accuracy (Close).

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 | Diagnosis |
| Dataset (including any stated split) | WSI-Bench |
| Metric | WSI Precision (Open) |
| 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

- [WSI Precision (Open)](<https://www.sota2.com/research/sota/diagnosis-on-wsi-bench.md?metric=WSI%20Precision%20(Open)>): Higher is better; unit: PERCENT.

- [WSI Recall (Open)](<https://www.sota2.com/research/sota/diagnosis-on-wsi-bench.md?metric=WSI%20Recall%20(Open)>): Higher is better; unit: PERCENT.

- [Accuracy (Close)](<https://www.sota2.com/research/sota/diagnosis-on-wsi-bench.md?metric=Accuracy%20(Close)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | WSI Precision (Open) | Result date | Report paper |
| --- | --- | --- | --- |
| PathMem | 70.7 | Not recorded | 69b0f7182d603e6de3e45e50 |
| WSI-LLaVA | 61 | Not recorded | 69b0f7182d603e6de3e45e50 |
| Quilt-LLaVA | 58.6 | Not recorded | 69b0f7182d603e6de3e45e50 |
| GPT-4o | 47.2 | Not recorded | 69b0f7182d603e6de3e45e50 |
| WSI-VQA | 43.6 | Not recorded | 69b0f7182d603e6de3e45e50 |

### PathMem

WSI Precision (Open): 70.7. Result ID: 69b137e56dbb7075b95bfded.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7182d603e6de3e45e50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7182d603e6de3e45e50.md>)

Recorded evaluation configuration: {"Input":"WSI"}. This record does not assert independent reproduction.

### WSI-LLaVA

WSI Precision (Open): 61. Result ID: 69b137e56dbb7075b95bfdec.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7182d603e6de3e45e50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a951e209131cea84096.md>)

Recorded evaluation configuration: {"Input":"WSI"}. This record does not assert independent reproduction.

### Quilt-LLaVA

WSI Precision (Open): 58.6. Result ID: 69b137e56dbb7075b95bfde9.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7182d603e6de3e45e50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76881e209131cea6d7e8.md>)

[Implementation](<https://www.sota2.com/quilt-llava.github.io>)

Recorded evaluation configuration: {"Input":"Thumbnail"}. This record does not assert independent reproduction.

### GPT-4o

WSI Precision (Open): 47.2. Result ID: 69b137e56dbb7075b95bfdea.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7182d603e6de3e45e50.md>)

Recorded evaluation configuration: {"Input":"Thumbnail"}. This record does not assert independent reproduction.

### WSI-VQA

WSI Precision (Open): 43.6. Result ID: 69b137e56dbb7075b95bfdeb.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7182d603e6de3e45e50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74011e209131cea5f2a7.md>)

Recorded evaluation configuration: {"Input":"WSI"}. This record does not assert independent reproduction.

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