# Entity Linking on SciTSR (test)

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

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

Data updated: 2026-02-26T05:43:09.137Z

Evaluation of Entity Linking performance on the test split of the SciTSR dataset, measured using F1.

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) | SciTSR (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-scitsr-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| LayoutLMv2\_LARGE | 99.76 | Not recorded | 68fa6c2a1e209131cea3274f |
| BROS\_LARGE | 99.58 | Not recorded | 68fa6c2a1e209131cea3274f |
| BROS\_BASE | 99.45 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM\_LARGE | 99.33 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLM\_BASE | 99.05 | Not recorded | 68fa6c2a1e209131cea3274f |
| LayoutLMv2\_BASE | 98.19 | Not recorded | 68fa6c2a1e209131cea3274f |
| BERT\_LARGE | 89.23 | Not recorded | 68fa6c2a1e209131cea3274f |
| BERT\_BASE | 86.76 | Not recorded | 68fa6c2a1e209131cea3274f |

### LayoutLMv2\_LARGE

F1 Score: 99.76. Result ID: 698ee473729b416a4aa5a3c9.

[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.

### BROS\_LARGE

F1 Score: 99.58. Result ID: 698ee473729b416a4aa5a3ca.

[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: 99.45. Result ID: 698ee473729b416a4aa5a3c6.

[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.

### LayoutLM\_LARGE

F1 Score: 99.33. Result ID: 698ee473729b416a4aa5a3c8.

[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\_BASE

F1 Score: 99.05. Result ID: 698ee473729b416a4aa5a3c4.

[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.

### LayoutLMv2\_BASE

F1 Score: 98.19. Result ID: 698ee473729b416a4aa5a3c5.

[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.

### BERT\_LARGE

F1 Score: 89.23. Result ID: 698ee473729b416a4aa5a3c7.

[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: 86.76. Result ID: 698ee473729b416a4aa5a3c3.

[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.

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