# Entity Matching on D-A1 1% labeled train (test) Source: [Entity Matching on D-A1 1% labeled train (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:06.090Z Evaluation of Entity Matching performance on the D-A1 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) | D-A1 1% 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+KATID3 | 96.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+DT | 96.4 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-ALONE | 96.1 | Not recorded | 68fa6a1c1e209131cea25f28 | | Magellan | 93.7 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+KATXGB | 93.3 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-WBOW | 92.7 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF-EMB | 90.9 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LR | 87.1 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-HYB | 86.6 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-RNN | 85.4 | Not recorded | 68fa6a1c1e209131cea25f28 | | DM-ATT | 82.5 | Not recorded | 68fa6a1c1e209131cea25f28 | | HierMatcher | 37.5 | Not recorded | 68fa6a1c1e209131cea25f28 | | HIF+LN | 21 | Not recorded | 68fa6a1c1e209131cea25f28 | ### HIF+KATID3 F1 Score: 96.6. Result ID: 698e0bedffc3901de09a5e83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HIF+DT F1 Score: 96.4. Result ID: 698e0bedffc3901de09a5e82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HIF-ALONE F1 Score: 96.1. Result ID: 698e0bedffc3901de09a5e89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### Magellan F1 Score: 93.7. Result ID: 698e0bedffc3901de09a5e81. [Reporting paper]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HIF+KATXGB F1 Score: 93.3. Result ID: 698e0bedffc3901de09a5e84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HIF-WBOW F1 Score: 92.7. Result ID: 698e0bedffc3901de09a5e87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HIF-EMB F1 Score: 90.9. Result ID: 698e0bedffc3901de09a5e88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HIF+LR F1 Score: 87.1. Result ID: 698e0bedffc3901de09a5e86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### DM-HYB F1 Score: 86.6. Result ID: 698e0bedffc3901de09a5e7f. [Reporting paper]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### DM-RNN F1 Score: 85.4. Result ID: 698e0bedffc3901de09a5e7d. [Reporting paper]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### DM-ATT F1 Score: 82.5. Result ID: 698e0bedffc3901de09a5e7e. [Reporting paper]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HierMatcher F1 Score: 37.5. Result ID: 698e0bedffc3901de09a5e80. [Reporting paper]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. ### HIF+LN F1 Score: 21. Result ID: 698e0bedffc3901de09a5e85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"low resource setting":"true","training\_data\_percentage":"1%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.