# Visual Question Answering on CPTAC NSCLC

Source: [Visual Question Answering on CPTAC NSCLC](<https://www.sota2.com/research/sota/visual-question-answering-on-cptac-nsclc>)

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

Data updated: 2026-03-11T09:37:51.329Z

Evaluation of model performance on the CPTAC NSCLC dataset for Visual Question Answering, reporting 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 | Visual Question Answering |
| Dataset (including any stated split) | CPTAC NSCLC |
| Metric | Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Score](<https://www.sota2.com/research/sota/visual-question-answering-on-cptac-nsclc.md?metric=Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| PathMem | 75.4 | Not recorded | 69b0f7182d603e6de3e45e50 |
| WSI-LLaVA | 72.1 | Not recorded | 69b0f7182d603e6de3e45e50 |
| Quilt-LLaVA | 60.3 | Not recorded | 69b0f7182d603e6de3e45e50 |
| WSI-VQA | 0 | Not recorded | 69b0f7182d603e6de3e45e50 |

### PathMem

Score: 75.4. Result ID: 69b137e56dbb7075b95bfe04.

[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","Zero-shot":"true"}. This record does not assert independent reproduction.

### WSI-LLaVA

Score: 72.1. Result ID: 69b137e56dbb7075b95bfe03.

[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","Zero-shot":"true"}. This record does not assert independent reproduction.

### Quilt-LLaVA

Score: 60.3. Result ID: 69b137e56dbb7075b95bfe01.

[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":"Thumb","Zero-shot":"true"}. This record does not assert independent reproduction.

### WSI-VQA

Score: 0. Result ID: 69b137e56dbb7075b95bfe02.

[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","Zero-shot":"true"}. This record does not assert independent reproduction.

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