# Visual Information Extraction on SROIE LayoutLLM (test)

Source: [Visual Information Extraction on SROIE LayoutLLM (test)](<https://www.sota2.com/research/sota/visual-information-extraction-on-sroie-layoutllm-test>)

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

Data updated: 2026-02-26T05:22:34.027Z

Evaluation of Visual Information Extraction performance on the test split of the SROIE LayoutLLM dataset, measured by ANLS %.

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) | SROIE LayoutLLM (test) |
| Metric | ANLS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/visual-information-extraction-on-sroie-layoutllm-test.md?metric=ANLS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ANLS | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2-VL-7B+ | 97.74 | Not recorded | 68fa78131e209131cea76a9c |
| Qwen2-VL-7B | 97.5 | Not recorded | 68fa78131e209131cea76a9c |
| LayoutLLM | 72.12 | Not recorded | 68fa78131e209131cea76a9c |
| Monkey | 64.95 | Not recorded | 68fa78131e209131cea76a9c |
| DocOwl-1.5-Chat | 61.09 | Not recorded | 68fa78131e209131cea76a9c |
| LLaVA-NeXT-Mistral-7B | 58.59 | Not recorded | 68fa78131e209131cea76a9c |
| LLaVA-NeXT-Mistral-7B+ | 58.58 | Not recorded | 68fa78131e209131cea76a9c |

### Qwen2-VL-7B+

ANLS: 97.74. Result ID: 69957bfb3badfaffe673359d.

[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

ANLS: 97.5. Result ID: 69957bfb3badfaffe673359c.

[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.

### LayoutLLM

ANLS: 72.12. Result ID: 69957bfb3badfaffe6733597.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cd1e209131cea58909.md>)

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

### Monkey

ANLS: 64.95. Result ID: 69957bfb3badfaffe6733598.

[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.

### DocOwl-1.5-Chat

ANLS: 61.09. Result ID: 69957bfb3badfaffe6733599.

[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

ANLS: 58.59. Result ID: 69957bfb3badfaffe673359a.

[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.

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

ANLS: 58.58. Result ID: 69957bfb3badfaffe673359b.

[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.

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