# Visual Information Extraction on XFUND-ZH (test)

Source: [Visual Information Extraction on XFUND-ZH (test)](<https://www.sota2.com/research/sota/visual-information-extraction-on-xfund-zh-test>)

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

Data updated: 2026-02-26T05:43:26.856Z

Evaluation of Visual Information Extraction performance on the official test split of the Chinese subset (ZH) of the XFUND dataset, reporting F1 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 Information Extraction |
| Dataset (including any stated split) | XFUND-ZH official (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/visual-information-extraction-on-xfund-zh-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2-VL-7B+ | 69.84 | Not recorded | 68fa78131e209131cea76a9c |
| Qwen2-VL-7B | 62.08 | Not recorded | 68fa78131e209131cea76a9c |
| Monkey | 28.02 | Not recorded | 68fa78131e209131cea76a9c |
| LLaVA-NeXT-Mistral-7B+ | 10.33 | Not recorded | 68fa78131e209131cea76a9c |
| DocOwl-1.5-Chat | 10.14 | Not recorded | 68fa78131e209131cea76a9c |
| LLaVA-NeXT-Mistral-7B | 6.02 | Not recorded | 68fa78131e209131cea76a9c |

### Qwen2-VL-7B+

F1 Score: 69.84. Result ID: 69957bfb3badfaffe673357d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

Recorded evaluation configuration: {"zero-shot":true,"RIDGE fine-tuned":true}. This record does not assert independent reproduction.

### Qwen2-VL-7B

F1 Score: 62.08. Result ID: 69957bfb3badfaffe673357c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

Recorded evaluation configuration: {"zero-shot":true,"RIDGE fine-tuned":false}. This record does not assert independent reproduction.

### Monkey

F1 Score: 28.02. Result ID: 69957bfb3badfaffe6733578.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

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

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

Recorded evaluation configuration: {"zero-shot":true,"RIDGE fine-tuned":false}. This record does not assert independent reproduction.

### LLaVA-NeXT-Mistral-7B+

F1 Score: 10.33. Result ID: 69957bfb3badfaffe673357b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

Recorded evaluation configuration: {"zero-shot":true,"RIDGE fine-tuned":true}. This record does not assert independent reproduction.

### DocOwl-1.5-Chat

F1 Score: 10.14. Result ID: 69957bfb3badfaffe6733579.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72901e209131cea571df.md>)

Recorded evaluation configuration: {"zero-shot":true,"RIDGE fine-tuned":false}. This record does not assert independent reproduction.

### LLaVA-NeXT-Mistral-7B

F1 Score: 6.02. Result ID: 69957bfb3badfaffe673357a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78131e209131cea76a9c.md>)

Recorded evaluation configuration: {"zero-shot":true,"RIDGE fine-tuned":false}. This record does not assert independent reproduction.

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