# Document Grounding on Form-10K (grounding gold labels)

Source: [Document Grounding on Form-10K (grounding gold labels)](<https://www.sota2.com/research/sota/document-grounding-on-form-10k-grounding-gold-labels>)

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

Data updated: 2026-06-12T06:59:22.764Z

Evaluation of Document Grounding performance on the Form-10K dataset, specifically using the grounding gold labels subset, measured using partial and exact Macro/Micro F1 scores.

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 | Document Grounding |
| Dataset (including any stated split) | Form-10K (grounding gold labels) |
| Metric | Macro F1 (partial) |
| 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

- [Macro F1 (partial)](<https://www.sota2.com/research/sota/document-grounding-on-form-10k-grounding-gold-labels.md?metric=Macro%20F1%20(partial)>): Higher is better; unit: PERCENT.

- [Macro F1 (exact)](<https://www.sota2.com/research/sota/document-grounding-on-form-10k-grounding-gold-labels.md?metric=Macro%20F1%20(exact)>): Higher is better; unit: PERCENT.

- [Micro F1 (partial)](<https://www.sota2.com/research/sota/document-grounding-on-form-10k-grounding-gold-labels.md?metric=Micro%20F1%20(partial)>): Higher is better; unit: PERCENT.

- [Micro F1 (exact)](<https://www.sota2.com/research/sota/document-grounding-on-form-10k-grounding-gold-labels.md?metric=Micro%20F1%20(exact)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 (partial) | Result date | Report paper |
| --- | --- | --- | --- |
| Doc-Structure-Parser | 93.7 | Not recorded | 68fa7ae41e209131cea85b4c |
| Random | 16.1 | Not recorded | 68fa7ae41e209131cea85b4c |
| Most frequent class | 6.3 | Not recorded | 68fa7ae41e209131cea85b4c |

### Doc-Structure-Parser

Macro F1 (partial): 93.7. Result ID: 6a2bae43fbc373592c297fcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b4c.md>)

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

### Random

Macro F1 (partial): 16.1. Result ID: 6a2bae43fbc373592c297fcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b4c.md>)

Recorded evaluation configuration: {"averaging":"100 different random seeds"}. This record does not assert independent reproduction.

### Most frequent class

Macro F1 (partial): 6.3. Result ID: 6a2bae43fbc373592c297fce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ae41e209131cea85b4c.md>)

Recorded evaluation configuration: {"class\_strategy":"Exhibits, Financial Statement Schedules"}. This record does not assert independent reproduction.

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