# Active Learning for Cascaded Table Extraction on Cross-dataset Aggregate

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

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

Data updated: 2026-07-02T08:58:07.344Z

Evaluation of Active Learning strategies for Cascaded Table Extraction models tested across an aggregate set of cross-dataset results, measured by Mean AUC, Schulze Ranking, and W-T-L.

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) | Cross-dataset Aggregate |
| Metric | Mean 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

- [Mean AUC](<https://www.sota2.com/research/sota/active-learning-for-cascaded-table-extraction-on-cross-dataset-aggregate.md?metric=Mean%20AUC>): Higher is better; unit: PERCENT.

- [Schulze Ranking](<https://www.sota2.com/research/sota/active-learning-for-cascaded-table-extraction-on-cross-dataset-aggregate.md?metric=Schulze%20Ranking>): Lower is better; unit: SCALAR.

- [W-T-L (Wins)](<https://www.sota2.com/research/sota/active-learning-for-cascaded-table-extraction-on-cross-dataset-aggregate.md?metric=W-T-L%20(Wins)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Mean AUC | Result date | Report paper |
| --- | --- | --- | --- |
| RankFusion | 65.74 | Not recorded | 6a45f072dc71372d7795a0ce |
| MaxHerding | 65.02 | Not recorded | 6a45f072dc71372d7795a0ce |
| CAPA | 64.99 | Not recorded | 6a45f072dc71372d7795a0ce |
| UHerding | 64.99 | Not recorded | 6a45f072dc71372d7795a0ce |
| Confidence | 64.6 | Not recorded | 6a45f072dc71372d7795a0ce |
| Random | 64.07 | Not recorded | 6a45f072dc71372d7795a0ce |

### RankFusion

Mean AUC: 65.74. Result ID: 6a46281e60b88bb3398591f8.

[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

Mean AUC: 65.02. Result ID: 6a46281e60b88bb3398591fb.

[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

Mean AUC: 64.99. Result ID: 6a46281e60b88bb3398591f7.

[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.

### UHerding

Mean AUC: 64.99. Result ID: 6a46281e60b88bb3398591f9.

[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.

### Confidence

Mean AUC: 64.6. Result ID: 6a46281e60b88bb3398591fa.

[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.

### Random

Mean AUC: 64.07. Result ID: 6a46281e60b88bb3398591fc.

[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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