# Omission Detection on DocENT PoSh

Source: [Omission Detection on DocENT PoSh](<https://www.sota2.com/research/sota/omission-detection-on-docent-posh>)

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

Data updated: 2026-05-08T09:57:55.049Z

Evaluation of model performance on the DocENT PoSh dataset for omission detection, measured using Accuracy, Spearman rho, and Kendall tau.

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 | Omission detection |
| Dataset (including any stated split) | DocENT PoSh |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/omission-detection-on-docent-posh.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Spearman Rho](<https://www.sota2.com/research/sota/omission-detection-on-docent-posh.md?metric=Spearman%20Rho>): Higher is better; unit: SCALAR.

- [Kendall Tau](<https://www.sota2.com/research/sota/omission-detection-on-docent-posh.md?metric=Kendall%20Tau>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Soft-MSD | 62.1 | Not recorded | 69fd6e145497b3b670c89401 |
| CLIPScore | 47 | Not recorded | 69fd6e145497b3b670c89401 |
| FLEUR | 38.5 | Not recorded | 69fd6e145497b3b670c89401 |

### Soft-MSD

Accuracy: 62.1. Result ID: 69fdb39747f34ce924e1212b.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e145497b3b670c89401.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e145497b3b670c89401.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIPScore

Accuracy: 47. Result ID: 69fdb39747f34ce924e12129.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e145497b3b670c89401.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cc9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FLEUR

Accuracy: 38.5. Result ID: 69fdb39747f34ce924e1212a.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e145497b3b670c89401.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73881e209131cea5d06e.md>)

[Implementation](<https://github.com/Yebin46/FLEUR>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.