# Relation Integration on ReVerb + Freebase Source: [Relation Integration on ReVerb + Freebase]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:27.578Z Evaluation of Relation Integration performance on the ReVerb and Freebase combined dataset, typically measured using AUC, F1, and Recall curves derived from precision thresholds (P=0.8, 0.9, 0.95). 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 | Relation Integration | | Dataset (including any stated split) | ReVerb + Freebase | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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: SCALAR. - [Recall @ P=0.8](): Higher is better; unit: SCALAR. - [F1 @ P=0.8](): Higher is better; unit: SCALAR. - [Recall @ P=0.9](): Higher is better; unit: SCALAR. - [F1 @ P=0.9](): Higher is better; unit: SCALAR. - [Recall @ P=0.95](): Higher is better; unit: SCALAR. - [F1 @ P=0.95](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | CoRI + DA (retrieval) | 0.748 | Not recorded | 68fa6a101e209131cea25efe | | CoRI + DA (random) | 0.734 | Not recorded | 68fa6a101e209131cea25efe | | CoRI + KGE | 0.711 | Not recorded | 68fa6a101e209131cea25efe | | CoRI | 0.708 | Not recorded | 68fa6a101e209131cea25efe | | OpenKI | 0.677 | Not recorded | 68fa6a101e209131cea25efe | | Rowless | 0.593 | Not recorded | 68fa6a101e209131cea25efe | | Translation | 0.571 | Not recorded | 68fa6a101e209131cea25efe | | E-model | 0.205 | Not recorded | 68fa6a101e209131cea25efe | ### CoRI + DA (retrieval) AUC: 0.748. Result ID: 698e0afbffc3901de09a5ac9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation":"retrieval"}. This record does not assert independent reproduction. ### CoRI + DA (random) AUC: 0.734. Result ID: 698e0afbffc3901de09a5ac8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation":"random"}. This record does not assert independent reproduction. ### CoRI + KGE AUC: 0.711. Result ID: 698e0afbffc3901de09a5ac7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Graph Embeddings":true}. This record does not assert independent reproduction. ### CoRI AUC: 0.708. Result ID: 698e0afbffc3901de09a5ac6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenKI AUC: 0.677. Result ID: 698e0afbffc3901de09a5ac5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rowless AUC: 0.593. Result ID: 698e0afbffc3901de09a5ac4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Translation AUC: 0.571. Result ID: 698e0afbffc3901de09a5ac2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E-model AUC: 0.205. Result ID: 698e0afbffc3901de09a5ac3. [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.