# Visual Question Answering on PathVQA (BL1, BS, F1, Acc.)

Source: [Visual Question Answering on PathVQA (BL1, BS, F1, Acc.)](<https://www.sota2.com/research/sota/visual-question-answering-on-pathvqa-bl1-bs-f1-acc>)

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

Data updated: 2026-06-05T08:31:09.976Z

Evaluation of model performance on the PathVQA dataset for Visual Question Answering, reporting BL1, BS, F1, and Accuracy scores.

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) | PathVQA |
| Metric | BL1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [BL1](<https://www.sota2.com/research/sota/visual-question-answering-on-pathvqa-bl1-bs-f1-acc.md?metric=BL1>): Higher is better; unit: SCALAR.

- [BS](<https://www.sota2.com/research/sota/visual-question-answering-on-pathvqa-bl1-bs-f1-acc.md?metric=BS>): Higher is better; unit: SCALAR.

- [F1](<https://www.sota2.com/research/sota/visual-question-answering-on-pathvqa-bl1-bs-f1-acc.md?metric=F1>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-pathvqa-bl1-bs-f1-acc.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BL1 | Result date | Report paper |
| --- | --- | --- | --- |
| Ours w/ AE | 0.62 | Not recorded | 6a22589386173ad9c1468ac3 |
| Baseline | 0.614 | Not recorded | 6a22589386173ad9c1468ac3 |
| Ours w/ DAE | 0.607 | Not recorded | 6a22589386173ad9c1468ac3 |
| Ours w/ AE | 0.555 | Not recorded | 6a22589386173ad9c1468ac3 |
| Baseline | 0.553 | Not recorded | 6a22589386173ad9c1468ac3 |
| Ours w/ DAE | 0.553 | Not recorded | 6a22589386173ad9c1468ac3 |

### Ours w/ AE

BL1: 0.62. Result ID: 6a22880afbc373592c208951.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

Recorded evaluation configuration: {"LM fine-tuning Setting":"LoRA"}. This record does not assert independent reproduction.

### Baseline

BL1: 0.614. Result ID: 6a22880afbc373592c20894f.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701b1e209131cea4907e.md>)

Recorded evaluation configuration: {"LM fine-tuning Setting":"LoRA"}. This record does not assert independent reproduction.

### Ours w/ DAE

BL1: 0.607. Result ID: 6a22880afbc373592c208953.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

Recorded evaluation configuration: {"LM fine-tuning Setting":"LoRA"}. This record does not assert independent reproduction.

### Ours w/ AE

BL1: 0.555. Result ID: 6a22880afbc373592c208950.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

Recorded evaluation configuration: {"LM fine-tuning Setting":"Frozen"}. This record does not assert independent reproduction.

### Baseline

BL1: 0.553. Result ID: 6a22880afbc373592c20894e.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701b1e209131cea4907e.md>)

Recorded evaluation configuration: {"LM fine-tuning Setting":"Frozen"}. This record does not assert independent reproduction.

### Ours w/ DAE

BL1: 0.553. Result ID: 6a22880afbc373592c208952.

[Reporting paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22589386173ad9c1468ac3.md>)

Recorded evaluation configuration: {"LM fine-tuning Setting":"Frozen"}. This record does not assert independent reproduction.

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