# Document Visual Question Answering on DocVQA single-page (test)

Source: [Document Visual Question Answering on DocVQA single-page (test)](<https://www.sota2.com/research/sota/document-visual-question-answering-on-docvqa-single-page-test>)

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

Data updated: 2026-04-28T09:47:57.053Z

Evaluation of model performance on the single-page subset of the DocVQA test split for Document Visual Question Answering, measured using the ANLS metric.

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 | Document Visual Question Answering |
| Dataset (including any stated split) | DocVQA single-page (test) |
| Metric | ANLS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [ANLS](<https://www.sota2.com/research/sota/document-visual-question-answering-on-docvqa-single-page-test.md?metric=ANLS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ANLS | Result date | Report paper |
| --- | --- | --- | --- |
| PDF-WuKong | 85.1 | Not recorded | 68fa76ad1e209131cea6e62a |
| IXC2-4KHD-16 | 84.9 | Not recorded | 68fa76ad1e209131cea6e62a |
| MiniCPM-V-2.5 | 84.8 | Not recorded | 68fa76ad1e209131cea6e62a |
| DocOwl 2 | 80.7 | Not recorded | 68fa76ad1e209131cea6e62a |
| CREAM | 79.4 | Not recorded | 68fa76ad1e209131cea6e62a |
| TextHawk | 76.4 | Not recorded | 68fa76ad1e209131cea6e62a |
| Vary-base | 76.3 | Not recorded | 68fa76ad1e209131cea6e62a |
| Text-Monkey | 73 | Not recorded | 68fa76ad1e209131cea6e62a |
| Monkey | 66.5 | Not recorded | 68fa76ad1e209131cea6e62a |
| Qwen-VL | 65.1 | Not recorded | 68fa76ad1e209131cea6e62a |

### PDF-WuKong

ANLS: 85.1. Result ID: 69f0823a47f34ce924d6e192.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IXC2-4KHD-16

ANLS: 84.9. Result ID: 69f0823a47f34ce924d6e18f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d01e209131cea58ace.md>)

[Implementation](<https://github.com/InternLM/InternLM-XComposer>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MiniCPM-V-2.5

ANLS: 84.8. Result ID: 69f0823a47f34ce924d6e18c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3ab.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DocOwl 2

ANLS: 80.7. Result ID: 69f0823a47f34ce924d6e190.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74bb1e209131cea635b7.md>)

[Implementation](<https://github.com/X-PLUG/mPLUG-DocOwl/tree/main/DocOwl2>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CREAM

ANLS: 79.4. Result ID: 69f0823a47f34ce924d6e191.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TextHawk

ANLS: 76.4. Result ID: 69f0823a47f34ce924d6e18e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72db1e209131cea58f46.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Vary-base

ANLS: 76.3. Result ID: 69f0823a47f34ce924d6e18d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71621e209131cea5109f.md>)

[Implementation](<https://varybase.github.io/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Text-Monkey

ANLS: 73. Result ID: 69f0823a47f34ce924d6e18b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727f1e209131cea56c52.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Monkey

ANLS: 66.5. Result ID: 69f0823a47f34ce924d6e18a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62ebc.md>)

[Implementation](<https://github.com/Yuliang-Liu/Monkey>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen-VL

ANLS: 65.1. Result ID: 69f0823a47f34ce924d6e189.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ad1e209131cea6e62a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d41e209131cea4d774.md>)

[Implementation](<https://github.com/QwenLM/Qwen-VL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.