# Entity Matching on I-A2 10% labeled train (test) Source: [Entity Matching on I-A2 10% labeled train (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:06.117Z Evaluation of Entity Matching performance on the test split derived from the I-A2 10% labeled training data, 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) | I-A2 10% labeled train (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 | 54.9 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATID3 | 51.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | Magellan | 50.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-HYB | 49.5 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-ATT | 46.5 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LR | 46.5 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-ALONE | 45.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-WBOW | 43.2 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-RNN | 42.3 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LN | 41.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATXGB | 41.5 | Not recorded | 68fa6a1c1e209131cea25f28 | | HierMatcher | 37.8 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-EMB | 30.8 | Not recorded | 68fa6a1c1e209131cea25f28 | ### HIF+DT F1 Score: 54.9. Result ID: 698e0bedffc3901de09a5e9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATID3 F1 Score: 51.6. Result ID: 698e0bedffc3901de09a5e9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Magellan F1 Score: 50.6. Result ID: 698e0bedffc3901de09a5e9b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-HYB F1 Score: 49.5. Result ID: 698e0bedffc3901de09a5e99. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-ATT F1 Score: 46.5. Result ID: 698e0bedffc3901de09a5e98. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LR F1 Score: 46.5. Result ID: 698e0bedffc3901de09a5ea0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-ALONE F1 Score: 45.6. Result ID: 698e0bedffc3901de09a5ea3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-WBOW F1 Score: 43.2. Result ID: 698e0bedffc3901de09a5ea1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DM-RNN F1 Score: 42.3. Result ID: 698e0bedffc3901de09a5e97. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+LN F1 Score: 41.6. Result ID: 698e0bedffc3901de09a5e9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF+KATXGB F1 Score: 41.5. Result ID: 698e0bedffc3901de09a5e9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HierMatcher F1 Score: 37.8. Result ID: 698e0bedffc3901de09a5e9a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HIF-EMB F1 Score: 30.8. Result ID: 698e0bedffc3901de09a5ea2. [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.