# Disorder Named Entity Recognition on ShARe CLEFE

Source: [Disorder Named Entity Recognition on ShARe CLEFE](<https://www.sota2.com/research/sota/disorder-named-entity-recognition-on-share-clefe>)

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

Data updated: 2026-02-26T05:43:04.923Z

Evaluation of Disorder Named Entity Recognition performance on the ShARe CLEFE dataset, typically 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 | Disorder Named Entity Recognition |
| Dataset (including any stated split) | ShARe CLEFE |
| 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/disorder-named-entity-recognition-on-share-clefe.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SOTA | 80.1 | Not recorded | 68fa69ac1e209131cea23436 |
| Fully supervised BioBERT (FS) | 79.6 | Not recorded | 68fa69ac1e209131cea23436 |
| Weakly supervised BioBERT (WS) | 76.3 | Not recorded | 68fa69ac1e209131cea23436 |
| Label Model (LM) | 75 | Not recorded | 68fa69ac1e209131cea23436 |
| Majority Vote (MV) | 71.2 | Not recorded | 68fa69ac1e209131cea23436 |
| Weakly supervised BioBERT (WS) | 69.1 | Not recorded | 68fa69ac1e209131cea23436 |
| Label Model (LM) | 68.3 | Not recorded | 68fa69ac1e209131cea23436 |
| Majority Vote (MV) | 67.8 | Not recorded | 68fa69ac1e209131cea23436 |

### SOTA

F1 Score: 80.1. Result ID: 698dcd388b517eb43323d4c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

Recorded evaluation configuration: {"Supervision Source":"Hand-labeled"}. This record does not assert independent reproduction.

### Fully supervised BioBERT (FS)

F1 Score: 79.6. Result ID: 698dcd388b517eb43323d4c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision Source":"Hand-labeled"}. This record does not assert independent reproduction.

### Weakly supervised BioBERT (WS)

F1 Score: 76.3. Result ID: 698dcd388b517eb43323d4c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision Source":"Ontologies + Task-specific Rules","LFs":36}. This record does not assert independent reproduction.

### Label Model (LM)

F1 Score: 75. Result ID: 698dcd388b517eb43323d4c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision Source":"Ontologies + Task-specific Rules","LFs":36}. This record does not assert independent reproduction.

### Majority Vote (MV)

F1 Score: 71.2. Result ID: 698dcd388b517eb43323d4c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision Source":"Ontologies + Task-specific Rules","LFs":36}. This record does not assert independent reproduction.

### Weakly supervised BioBERT (WS)

F1 Score: 69.1. Result ID: 698dcd388b517eb43323d4c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision Source":"Ontologies","LFs":25}. This record does not assert independent reproduction.

### Label Model (LM)

F1 Score: 68.3. Result ID: 698dcd388b517eb43323d4c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision Source":"Ontologies","LFs":25}. This record does not assert independent reproduction.

### Majority Vote (MV)

F1 Score: 67.8. Result ID: 698dcd388b517eb43323d4c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision Source":"Ontologies","LFs":25}. This record does not assert independent reproduction.

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