# Entity Matching on Skirt 1% labeled (test) Source: [Entity Matching on Skirt 1% labeled (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:06.174Z Evaluation of Entity Matching performance on the test split of the Skirt 1% labeled dataset, reporting F1 score. 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 Matching | | Dataset (including any stated split) | Skirt 1% labeled (test) | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | HIF+DT | 96.7 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATID3 | 96.7 | Not recorded | 68fa6a1c1e209131cea25f28 | | Magellan | 96.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATXGB | 96.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-RNN | 67.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-WBOW | 66.3 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-EMB | 65.7 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-HYB | 64.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-ALONE | 63 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LN | 62.8 | Not recorded | 68fa6a1c1e209131cea25f28 | | HierMatcher | 61.7 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-ATT | 54.4 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LR | 41.7 | Not recorded | 68fa6a1c1e209131cea25f28 | ### HIF+DT F1 Score: 96.7. Result ID: 698e0bedffc3901de09a5ece. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATID3 F1 Score: 96.7. Result ID: 698e0bedffc3901de09a5ecf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Magellan F1 Score: 96.6. Result ID: 698e0bedffc3901de09a5ecd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATXGB F1 Score: 96.2. Result ID: 698e0bedffc3901de09a5ed0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-RNN F1 Score: 67.6. Result ID: 698e0bedffc3901de09a5ec9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-WBOW F1 Score: 66.3. Result ID: 698e0bedffc3901de09a5ed3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-EMB F1 Score: 65.7. Result ID: 698e0bedffc3901de09a5ed4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-HYB F1 Score: 64.2. Result ID: 698e0bedffc3901de09a5ecb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-ALONE F1 Score: 63. Result ID: 698e0bedffc3901de09a5ed5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LN F1 Score: 62.8. Result ID: 698e0bedffc3901de09a5ed1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HierMatcher F1 Score: 61.7. Result ID: 698e0bedffc3901de09a5ecc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-ATT F1 Score: 54.4. Result ID: 698e0bedffc3901de09a5eca. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LR F1 Score: 41.7. Result ID: 698e0bedffc3901de09a5ed2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.