# Triple Extraction on WebNLG+ 2020 (test) Source: [Triple Extraction on WebNLG+ 2020 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:11.820Z Evaluation of Triple Extraction performance on the test split of the WebNLG+ 2020 dataset, measured using Precision, Recall, and F1 scores. 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 | Triple Extraction | | Dataset (including any stated split) | WebNLG+ 2020 (test) | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | ReGen | 76.7 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 75 | Not recorded | 68fa6df81e209131cea3d09d | | ReGen | 72.3 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 72.2 | Not recorded | 68fa6df81e209131cea3d09d | | ReGen | 72 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 71.9 | Not recorded | 68fa6df81e209131cea3d09d | | BT5 | 71.3 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 71.3 | Not recorded | 68fa6df81e209131cea3d09d | | Amazon AI | 69.6 | Not recorded | 68fa6df81e209131cea3d09d | | Amazon AI | 68.9 | Not recorded | 68fa6df81e209131cea3d09d | | Amazon AI | 68.6 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 68.3 | Not recorded | 68fa6df81e209131cea3d09d | | BT5 | 68.2 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 68.1 | Not recorded | 68fa6df81e209131cea3d09d | | BT5 | 67.5 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 46.6 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 39.5 | Not recorded | 68fa6df81e209131cea3d09d | | CycleGT | 36 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 36 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 34.7 | Not recorded | 68fa6df81e209131cea3d09d | | CycleGT | 34.2 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 32.5 | Not recorded | 68fa6df81e209131cea3d09d | | CycleGT | 30.9 | Not recorded | 68fa6df81e209131cea3d09d | | Grapher | 28.9 | Not recorded | 68fa6df81e209131cea3d09d | | Stanford OIE | 20 | Not recorded | 68fa6df81e209131cea3d09d | | Stanford OIE | 15.8 | Not recorded | 68fa6df81e209131cea3d09d | | Stanford OIE | 12.7 | Not recorded | 68fa6df81e209131cea3d09d | ### ReGen F1 Score: 76.7. Result ID: 698ffc823a6c314849fd4568. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### Grapher F1 Score: 75. Result ID: 698ffc823a6c314849fd4574. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Text Nodes","Edge Approach":"Class Edges","Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### ReGen F1 Score: 72.3. Result ID: 698ffc823a6c314849fd4567. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### Grapher F1 Score: 72.2. Result ID: 698ffc823a6c314849fd4573. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Text Nodes","Edge Approach":"Class Edges","Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### ReGen F1 Score: 72. Result ID: 698ffc823a6c314849fd4569. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### Grapher F1 Score: 71.9. Result ID: 698ffc823a6c314849fd4575. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Text Nodes","Edge Approach":"Class Edges","Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### BT5 F1 Score: 71.3. Result ID: 698ffc823a6c314849fd455f. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### Grapher F1 Score: 71.3. Result ID: 698ffc823a6c314849fd4571. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Text Nodes","Edge Approach":"Gen Edges","Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### Amazon AI F1 Score: 69.6. Result ID: 698ffc823a6c314849fd455c. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### Amazon AI F1 Score: 68.9. Result ID: 698ffc823a6c314849fd455b. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### Amazon AI F1 Score: 68.6. Result ID: 698ffc823a6c314849fd455d. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### Grapher F1 Score: 68.3. Result ID: 698ffc823a6c314849fd4570. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Text Nodes","Edge Approach":"Gen Edges","Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### BT5 F1 Score: 68.2. Result ID: 698ffc823a6c314849fd455e. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### Grapher F1 Score: 68.1. Result ID: 698ffc823a6c314849fd4572. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Text Nodes","Edge Approach":"Gen Edges","Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### BT5 F1 Score: 67.5. Result ID: 698ffc823a6c314849fd4560. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### Grapher F1 Score: 46.6. Result ID: 698ffc823a6c314849fd456d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Query Nodes","Edge Approach":"Class Edges","Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### Grapher F1 Score: 39.5. Result ID: 698ffc823a6c314849fd456a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Query Nodes","Edge Approach":"Gen Edges","Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### CycleGT F1 Score: 36. Result ID: 698ffc823a6c314849fd4562. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### Grapher F1 Score: 36. Result ID: 698ffc823a6c314849fd456e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Query Nodes","Edge Approach":"Class Edges","Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### Grapher F1 Score: 34.7. Result ID: 698ffc823a6c314849fd456f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Query Nodes","Edge Approach":"Class Edges","Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### CycleGT F1 Score: 34.2. Result ID: 698ffc823a6c314849fd4561. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### Grapher F1 Score: 32.5. Result ID: 698ffc823a6c314849fd456b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Query Nodes","Edge Approach":"Gen Edges","Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### CycleGT F1 Score: 30.9. Result ID: 698ffc823a6c314849fd4563. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### Grapher F1 Score: 28.9. Result ID: 698ffc823a6c314849fd456c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Node Approach":"Query Nodes","Edge Approach":"Gen Edges","Matching Criterion":"Strict"}. This record does not assert independent reproduction. ### Stanford OIE F1 Score: 20. Result ID: 698ffc823a6c314849fd4565. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Partial"}. This record does not assert independent reproduction. ### Stanford OIE F1 Score: 15.8. Result ID: 698ffc823a6c314849fd4564. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Exact"}. This record does not assert independent reproduction. ### Stanford OIE F1 Score: 12.7. Result ID: 698ffc823a6c314849fd4566. [Reporting paper]() Recorded evaluation configuration: {"Matching Criterion":"Strict"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.