# Pathological Capability Assessment (Overall) on WSI-Bench

Source: [Pathological Capability Assessment (Overall) on WSI-Bench](<https://www.sota2.com/research/sota/pathological-capability-assessment-overall-on-wsi-bench>)

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

Data updated: 2026-03-11T09:37:51.306Z

Evaluation of overall pathological capability assessment performance on the WSI-Bench dataset, typically summarized by an average score.

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 | Pathological Capability Assessment (Overall) |
| Dataset (including any stated split) | WSI-Bench |
| Metric | Average Score |
| 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

- [Average Score](<https://www.sota2.com/research/sota/pathological-capability-assessment-overall-on-wsi-bench.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| PathMem | 76.8 | Not recorded | 69b0f7182d603e6de3e45e50 |
| WSI-LLaVA | 75.4 | Not recorded | 69b0f7182d603e6de3e45e50 |
| Quilt-LLaVA | 72.1 | Not recorded | 69b0f7182d603e6de3e45e50 |
| WSI-VQA | 59 | Not recorded | 69b0f7182d603e6de3e45e50 |
| GPT-4o | 50.7 | Not recorded | 69b0f7182d603e6de3e45e50 |

### PathMem

Average Score: 76.8. Result ID: 69b137e56dbb7075b95bfdf7.

[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

Average Score: 75.4. Result ID: 69b137e56dbb7075b95bfdf6.

[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

Average Score: 72.1. Result ID: 69b137e56dbb7075b95bfdf3.

[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.

### WSI-VQA

Average Score: 59. Result ID: 69b137e56dbb7075b95bfdf5.

[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.

### GPT-4o

Average Score: 50.7. Result ID: 69b137e56dbb7075b95bfdf4.

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

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

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