# Document Information Extraction on Business Card

Source: [Document Information Extraction on Business Card](<https://www.sota2.com/research/sota/document-information-extraction-on-business-card>)

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

Data updated: 2026-02-26T05:43:10.742Z

Evaluation of Document Information Extraction performance on the Business Card dataset, reporting F1 and Accuracy.

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 Information Extraction |
| Dataset (including any stated split) | Business Card |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/document-information-extraction-on-business-card.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/document-information-extraction-on-business-card.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Donut | 57.8 | Not recorded | 68fa6d8c1e209131cea3a81c |
| LayoutLMv2 | 52.2 | Not recorded | 68fa6d8c1e209131cea3a81c |
| BERT | 40.8 | Not recorded | 68fa6d8c1e209131cea3a81c |
| SPADE | 32.3 | Not recorded | 68fa6d8c1e209131cea3a81c |
| WYVERN | 29.9 | Not recorded | 68fa6d8c1e209131cea3a81c |

### Donut

F1 Score: 57.8. Result ID: 698fa88a3a6c314849fae1f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81c.md>)

[Implementation](<https://github.com/clovaai/donut>)

Recorded evaluation configuration: {"OCR-based":false,"Number of parameters":"143M","Inference time (s)":1.4}. This record does not assert independent reproduction.

### LayoutLMv2

F1 Score: 52.2. Result ID: 698fa88a3a6c314849fae1f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b971e209131cea2f186.md>)

[Implementation](<https://aka.ms/layoutlmv2>)

Recorded evaluation configuration: {"OCR-based":true,"Number of parameters":"179M + alpha","Inference time (s)":1.6}. This record does not assert independent reproduction.

### BERT

F1 Score: 40.8. Result ID: 698fa88a3a6c314849fae1f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"OCR-based":true,"Number of parameters":"86M + alpha","Inference time (s)":1.5}. This record does not assert independent reproduction.

### SPADE

F1 Score: 32.3. Result ID: 698fa88a3a6c314849fae1f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a471e209131cea27447.md>)

Recorded evaluation configuration: {"OCR-based":true,"Number of parameters":"93M + alpha","Inference time (s)":4.3}. This record does not assert independent reproduction.

### WYVERN

F1 Score: 29.9. Result ID: 698fa88a3a6c314849fae1f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a81c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aac1e209131cea29a3e.md>)

Recorded evaluation configuration: {"OCR-based":true,"Number of parameters":"106M + alpha","Inference time (s)":1.7}. This record does not assert independent reproduction.

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