# Entity Extraction on Payment dataset

Source: [Entity Extraction on Payment dataset](<https://www.sota2.com/research/sota/entity-extraction-on-payment-dataset>)

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

Data updated: 2026-02-26T05:43:08.815Z

Evaluation of Entity Extraction performance on the Payment 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 Extraction |
| Dataset (including any stated split) | Payment dataset |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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-extraction-on-payment-dataset.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/entity-extraction-on-payment-dataset.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/entity-extraction-on-payment-dataset.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| FormNet | 92.19 | Not recorded | 68fa6c0f1e209131cea31d08 |
| NeuralScoring | 87.8 | Not recorded | 68fa6c0f1e209131cea31d08 |

### FormNet

F1 Score: 92.19. Result ID: 698ec2c2ffc3901de0a0e038.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31d08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31d08.md>)

Recorded evaluation configuration: {"Image":false,"#Params":"217M","Pre-training Size":"0"}. This record does not assert independent reproduction.

### NeuralScoring

F1 Score: 87.8. Result ID: 698ec2c2ffc3901de0a0e037.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31d08.md>)

Recorded evaluation configuration: {"Image":false,"#Params":"0","Pre-training Size":"0"}. This record does not assert independent reproduction.

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