# Active Learning for Cascaded Table Extraction on PubTables-1M Source: [Active Learning for Cascaded Table Extraction on PubTables-1M]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:58:07.328Z Evaluation of Active Learning strategies for Cascaded Table Extraction models applied to the PubTables-1M 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) | PubTables-1M | | 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](): Higher is better; unit: PERCENT. - [Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Confidence | 71.99 | Not recorded | 6a45f072dc71372d7795a0ce | | Random | 71.38 | Not recorded | 6a45f072dc71372d7795a0ce | | CAPA | 70.86 | Not recorded | 6a45f072dc71372d7795a0ce | | UHerding | 70.77 | Not recorded | 6a45f072dc71372d7795a0ce | | RankFusion | 69.9 | Not recorded | 6a45f072dc71372d7795a0ce | | MaxHerding | 69.7 | Not recorded | 6a45f072dc71372d7795a0ce | ### Confidence AUC: 71.99. Result ID: 6a46281e60b88bb3398591f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy Category":"Baselines"}. This record does not assert independent reproduction. ### Random AUC: 71.38. Result ID: 6a46281e60b88bb3398591f6. [Reporting paper]() Recorded evaluation configuration: {"Strategy Category":"Baselines"}. This record does not assert independent reproduction. ### CAPA AUC: 70.86. Result ID: 6a46281e60b88bb3398591f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy Category":"Pipeline-aware"}. This record does not assert independent reproduction. ### UHerding AUC: 70.77. Result ID: 6a46281e60b88bb3398591f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy Category":"Adapted"}. This record does not assert independent reproduction. ### RankFusion AUC: 69.9. Result ID: 6a46281e60b88bb3398591f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy Category":"Pipeline-aware"}. This record does not assert independent reproduction. ### MaxHerding AUC: 69.7. Result ID: 6a46281e60b88bb3398591f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy Category":"Baselines"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.