# Active Learning for Cascaded Table Extraction on business-int

Source: [Active Learning for Cascaded Table Extraction on business-int](<https://www.sota2.com/research/sota/active-learning-for-cascaded-table-extraction-on-business-int>)

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

Data updated: 2026-07-02T08:58:07.296Z

Evaluation of Active Learning strategies specifically for Cascaded Table Extraction models applied to the business-int dataset, measured by AUC and Rank.

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 | Active Learning for Cascaded Table Extraction |
| Dataset (including any stated split) | business-int |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AUC](<https://www.sota2.com/research/sota/active-learning-for-cascaded-table-extraction-on-business-int.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Rank](<https://www.sota2.com/research/sota/active-learning-for-cascaded-table-extraction-on-business-int.md?metric=Rank>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| RankFusion | 57.51 | Not recorded | 6a45f072dc71372d7795a0ce |
| MaxHerding | 56.71 | Not recorded | 6a45f072dc71372d7795a0ce |
| CAPA | 54.14 | Not recorded | 6a45f072dc71372d7795a0ce |
| Confidence | 52.83 | Not recorded | 6a45f072dc71372d7795a0ce |
| UHerding | 52.78 | Not recorded | 6a45f072dc71372d7795a0ce |
| Random | 51.93 | Not recorded | 6a45f072dc71372d7795a0ce |

### RankFusion

AUC: 57.51. Result ID: 6a46281e60b88bb3398591e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

Recorded evaluation configuration: {"Strategy Category":"Pipeline-aware"}. This record does not assert independent reproduction.

### MaxHerding

AUC: 56.71. Result ID: 6a46281e60b88bb3398591e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744c1e209131cea60dec.md>)

Recorded evaluation configuration: {"Strategy Category":"Baselines"}. This record does not assert independent reproduction.

### CAPA

AUC: 54.14. Result ID: 6a46281e60b88bb3398591e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

Recorded evaluation configuration: {"Strategy Category":"Pipeline-aware"}. This record does not assert independent reproduction.

### Confidence

AUC: 52.83. Result ID: 6a46281e60b88bb3398591e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5fd21e209131ce9ebfa7.md>)

Recorded evaluation configuration: {"Strategy Category":"Baselines"}. This record does not assert independent reproduction.

### UHerding

AUC: 52.78. Result ID: 6a46281e60b88bb3398591e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

Recorded evaluation configuration: {"Strategy Category":"Adapted"}. This record does not assert independent reproduction.

### Random

AUC: 51.93. Result ID: 6a46281e60b88bb3398591ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f072dc71372d7795a0ce.md>)

Recorded evaluation configuration: {"Strategy Category":"Baselines"}. This record does not assert independent reproduction.

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