# Entity Linking on FUNSD original (test)

Source: [Entity Linking on FUNSD original (test)](<https://www.sota2.com/research/sota/entity-linking-on-funsd-original-test>)

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

Data updated: 2026-02-26T05:43:08.955Z

Evaluation of Entity Linking performance on the test split of the FUNSD original dataset, measured using 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 | Entity Linking |
| Dataset (including any stated split) | FUNSD original (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/entity-linking-on-funsd-original-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| BROS | 39.17 | Not recorded | 68fa6c2a1e209131cea3274f |
| BROS | 31.11 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM\* | 21.48 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM\* | 21.38 | Not recorded | 68fa6c2a1e209131cea3274f |
| BERT | 14.88 | Not recorded | 68fa6c2a1e209131cea3274f |
| BERT | 14.65 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLMv2\* | 13.99 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLMv2\* | 7.32 | Not recorded | 68fa6c2a1e209131cea3274f |

### BROS

F1 Score: 39.17. Result ID: 698ee473729b416a4aa5a388.

[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: {"# Data":"10","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

### BROS

F1 Score: 31.11. Result ID: 698ee473729b416a4aa5a384.

[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: {"# Data":"5","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

### LayoutLM\*

F1 Score: 21.48. Result ID: 698ee473729b416a4aa5a386.

[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: {"# Data":"10","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

### LayoutLM\*

F1 Score: 21.38. Result ID: 698ee473729b416a4aa5a382.

[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: {"# Data":"5","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

### BERT

F1 Score: 14.88. Result ID: 698ee473729b416a4aa5a385.

[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: {"# Data":"10","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

### BERT

F1 Score: 14.65. Result ID: 698ee473729b416a4aa5a381.

[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: {"# Data":"5","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

### LayoutLMv2\*

F1 Score: 13.99. Result ID: 698ee473729b416a4aa5a387.

[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: {"# Data":"10","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

### LayoutLMv2\*

F1 Score: 7.32. Result ID: 698ee473729b416a4aa5a383.

[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: {"# Data":"5","Epochs":"100","Batch size":"4"}. This record does not assert independent reproduction.

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