# Entity Matching on Toner 1% labeled train data (test) Source: [Entity Matching on Toner 1% labeled train data (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:06.188Z Evaluation of Entity Matching performance on the Toner dataset, specifically using the 1% labeled training subset designated as the test split, 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) | Toner 1% labeled train data (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 | | --- | --- | --- | --- | | Magellan | 97.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+DT | 97.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATID3 | 97.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATXGB | 97.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LN | 86 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-EMB | 79.8 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-WBOW | 74 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-ALONE | 72.9 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-RNN | 68.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-HYB | 67.4 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LR | 62 | Not recorded | 68fa6a1c1e209131cea25f28 | | HierMatcher | 55.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-ATT | 48.8 | Not recorded | 68fa6a1c1e209131cea25f28 | ### Magellan F1 Score: 97.2. Result ID: 698e0bedffc3901de09a5eda. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+DT F1 Score: 97.2. Result ID: 698e0bedffc3901de09a5edb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATID3 F1 Score: 97.2. Result ID: 698e0bedffc3901de09a5edc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATXGB F1 Score: 97.2. Result ID: 698e0bedffc3901de09a5edd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LN F1 Score: 86. Result ID: 698e0bedffc3901de09a5ede. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-EMB F1 Score: 79.8. Result ID: 698e0bedffc3901de09a5ee1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-WBOW F1 Score: 74. Result ID: 698e0bedffc3901de09a5ee0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-ALONE F1 Score: 72.9. Result ID: 698e0bedffc3901de09a5ee2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-RNN F1 Score: 68.6. Result ID: 698e0bedffc3901de09a5ed6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-HYB F1 Score: 67.4. Result ID: 698e0bedffc3901de09a5ed8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LR F1 Score: 62. Result ID: 698e0bedffc3901de09a5edf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HierMatcher F1 Score: 55.2. Result ID: 698e0bedffc3901de09a5ed9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-ATT F1 Score: 48.8. Result ID: 698e0bedffc3901de09a5ed7. [Reporting paper]() 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.