# Key Information Extraction on FUNSD Few training samples (10 samples) (test)

Source: [Key Information Extraction on FUNSD Few training samples (10 samples) (test)](<https://www.sota2.com/research/sota/key-information-extraction-on-funsd-few-training-samples-10-samples-test>)

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

Data updated: 2026-02-26T05:43:09.119Z

Evaluation of Key Information Extraction performance using only 10 training samples on the test split of the FUNSD 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 | Key Information Extraction |
| Dataset (including any stated split) | FUNSD Few training samples (10 samples) (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/key-information-extraction-on-funsd-few-training-samples-10-samples-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| BROS LARGE | 74.42 | Not recorded | 68fa6c2a1e209131cea3274f |
| BROS BASE | 72.6 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLMv2 LARGE | 72.12 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLMv2 BASE | 69.92 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM BASE | 62.5 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM LARGE | 61 | Not recorded | 68fa6c2a1e209131cea3274f |

### BROS LARGE

F1 Score: 74.42. Result ID: 698ee473729b416a4aa5a39a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

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

Recorded evaluation configuration: {"Visual Features":false,"Number of Parameters":"340M"}. This record does not assert independent reproduction.

### BROS BASE

F1 Score: 72.6. Result ID: 698ee473729b416a4aa5a397.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

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

Recorded evaluation configuration: {"Visual Features":false,"Number of Parameters":"110M"}. This record does not assert independent reproduction.

### LayoutLMv2 LARGE

F1 Score: 72.12. Result ID: 698ee473729b416a4aa5a399.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

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

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

Recorded evaluation configuration: {"Visual Features":true,"Number of Parameters":"426M"}. This record does not assert independent reproduction.

### LayoutLMv2 BASE

F1 Score: 69.92. Result ID: 698ee473729b416a4aa5a396.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

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

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

Recorded evaluation configuration: {"Visual Features":true,"Number of Parameters":"200M"}. This record does not assert independent reproduction.

### LayoutLM BASE

F1 Score: 62.5. Result ID: 698ee473729b416a4aa5a395.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b41e209131cea17f0c.md>)

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

Recorded evaluation configuration: {"Visual Features":false,"Number of Parameters":"113M"}. This record does not assert independent reproduction.

### LayoutLM LARGE

F1 Score: 61. Result ID: 698ee473729b416a4aa5a398.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3274f.md>)

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

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

Recorded evaluation configuration: {"Visual Features":false,"Number of Parameters":"343M"}. This record does not assert independent reproduction.

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