# Entity Linking on CORD (test)

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

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

Data updated: 2026-02-26T05:43:13.080Z

Evaluation of Entity Linking performance on the test split of the CORD dataset.

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) | CORD (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-cord-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| ESP | 98.8 | Not recorded | 68fa6ee21e209131cea429fb |
| LayoutLMv3\_LARGE | 98.28 | Not recorded | 68fa6ee21e209131cea429fb |
| BROS\_LARGE | 97.4 | Not recorded | 68fa6c2a1e209131cea3274f |
| BROS\_LARGE | 97.4 | Not recorded | 68fa6ee21e209131cea429fb |
| LayoutLMv2\_LARGE | 97.29 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLMv2\_LARGE | 97.29 | Not recorded | 68fa6ee21e209131cea429fb |
| BROS\_BASE | 95.73 | Not recorded | 68fa6c2a1e209131cea3274f |
| BROS\_BASE | 95.73 | Not recorded | 68fa6ee21e209131cea429fb |
| LayoutLMv2\_BASE | 95.59 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLMv2\_BASE | 95.59 | Not recorded | 68fa6ee21e209131cea429fb |
| LayoutLM\_LARGE | 95.41 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM\_LARGE | 95.41 | Not recorded | 68fa6ee21e209131cea429fb |
| LayoutLM\_BASE | 95.21 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM\_BASE | 95.21 | Not recorded | 68fa6ee21e209131cea429fb |
| BERT\_LARGE | 94.31 | Not recorded | 68fa6c2a1e209131cea3274f |
| BERT\_LARGE | 94.31 | Not recorded | 68fa6ee21e209131cea429fb |
| BERT\_BASE | 92.83 | Not recorded | 68fa6c2a1e209131cea3274f |
| BERT\_BASE | 92.83 | Not recorded | 68fa6ee21e209131cea429fb |

### ESP

F1 Score: 98.8. Result ID: 699066ed3a6c314849004c84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

[Implementation](<https://www.modelscope.cn/datasets/damo/SIBR/summary>)

Recorded evaluation configuration: {"Parameters":"50M","Pretrain Data Size":"0.9M"}. This record does not assert independent reproduction.

### LayoutLMv3\_LARGE

F1 Score: 98.28. Result ID: 699066ed3a6c314849004c83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379cd.md>)

[Implementation](<https://aka.ms/layoutlmv3>)

Recorded evaluation configuration: {"Parameters":"368M + α","Pretrain Data Size":"11M"}. This record does not assert independent reproduction.

### BROS\_LARGE

F1 Score: 97.4. Result ID: 698ee473729b416a4aa5a3c2.

[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: {"Text block order":"With order","Modality":"Text + Layout"}. This record does not assert independent reproduction.

### BROS\_LARGE

F1 Score: 97.4. Result ID: 699066ed3a6c314849004c82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"340M + α","Pretrain Data Size":"11M"}. This record does not assert independent reproduction.

### LayoutLMv2\_LARGE

F1 Score: 97.29. Result ID: 698ee473729b416a4aa5a3c1.

[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: {"Text block order":"With order","Modality":"Text + Layout + Image"}. This record does not assert independent reproduction.

### LayoutLMv2\_LARGE

F1 Score: 97.29. Result ID: 699066ed3a6c314849004c81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"426M + α","Pretrain Data Size":"11M"}. This record does not assert independent reproduction.

### BROS\_BASE

F1 Score: 95.73. Result ID: 698ee473729b416a4aa5a3be.

[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: {"Text block order":"With order","Modality":"Text + Layout"}. This record does not assert independent reproduction.

### BROS\_BASE

F1 Score: 95.73. Result ID: 699066ed3a6c314849004c7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"110M + α","Pretrain Data Size":"11M"}. This record does not assert independent reproduction.

### LayoutLMv2\_BASE

F1 Score: 95.59. Result ID: 698ee473729b416a4aa5a3bd.

[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: {"Text block order":"With order","Modality":"Text + Layout + Image"}. This record does not assert independent reproduction.

### LayoutLMv2\_BASE

F1 Score: 95.59. Result ID: 699066ed3a6c314849004c7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"200M + α","Pretrain Data Size":"11M"}. This record does not assert independent reproduction.

### LayoutLM\_LARGE

F1 Score: 95.41. Result ID: 698ee473729b416a4aa5a3c0.

[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: {"Text block order":"With order","Modality":"Text + Layout"}. This record does not assert independent reproduction.

### LayoutLM\_LARGE

F1 Score: 95.41. Result ID: 699066ed3a6c314849004c80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"343M + α","Pretrain Data Size":"11M"}. This record does not assert independent reproduction.

### LayoutLM\_BASE

F1 Score: 95.21. Result ID: 698ee473729b416a4aa5a3bc.

[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: {"Text block order":"With order","Modality":"Text + Layout"}. This record does not assert independent reproduction.

### LayoutLM\_BASE

F1 Score: 95.21. Result ID: 699066ed3a6c314849004c7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"160M + α","Pretrain Data Size":"11M"}. This record does not assert independent reproduction.

### BERT\_LARGE

F1 Score: 94.31. Result ID: 698ee473729b416a4aa5a3bf.

[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: {"Text block order":"With order","Modality":"Text"}. This record does not assert independent reproduction.

### BERT\_LARGE

F1 Score: 94.31. Result ID: 699066ed3a6c314849004c7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"340M + α","Pretrain Data Size":null}. This record does not assert independent reproduction.

### BERT\_BASE

F1 Score: 92.83. Result ID: 698ee473729b416a4aa5a3bb.

[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: {"Text block order":"With order","Modality":"Text"}. This record does not assert independent reproduction.

### BERT\_BASE

F1 Score: 92.83. Result ID: 699066ed3a6c314849004c7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea429fb.md>)

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

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

Recorded evaluation configuration: {"Parameters":"110M + α","Pretrain Data Size":null}. This record does not assert independent reproduction.

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