# Joint Entity and Relation Extraction on WebNLG Source: [Joint Entity and Relation Extraction on WebNLG]() Collection index: [llms.txt]() Data updated: 2026-05-25T08:37:33.019Z Evaluation of Joint Entity and Relation Extraction performance on the WebNLG dataset, measured using Precision, F1, and IoU. 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 | Joint Entity and Relation Extraction | | Dataset (including any stated split) | WebNLG | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [IoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | SSDAU | 92.8 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | NI | 92.41 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | SSN | 91.89 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | GM | 91.84 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | BT | 91.77 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | SSDAU | 91.58 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | WS | 91.47 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | Mixup | 91.29 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | GM | 90.82 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | Original | 90.66 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | Original | 90.62 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | Mixup | 90.35 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | WS | 89.66 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | BT | 89.46 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | NI | 88.41 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | SSDAU | 88.1 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | SSN | 84.77 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | SSDAU | 84.5 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | Mixup | 77.3 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | WS | 77.1 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | GM | 76.5 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | Mixup | 76.4 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | WS | 75.8 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | NI | 73.5 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | NI | 72.6 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | GM | 72.6 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | BT | 72.4 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | SSN | 72.4 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | SSN | 70.8 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | ChatIE | 69.2 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | ChatIE | 67.75 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | ChatIE | 66.7 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | BT | 66.6 | Not recorded | 6a13d7646f71c5ae7dc9e763 | | ChatIE | 63.4 | Not recorded | 6a13d7646f71c5ae7dc9e763 | ### SSDAU Precision: 92.8. Result ID: 6a14098dfbc373592c0b3799. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### NI Precision: 92.41. Result ID: 6a14098dfbc373592c0b378f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### SSN Precision: 91.89. Result ID: 6a14098dfbc373592c0b3791. [Reporting paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### GM Precision: 91.84. Result ID: 6a14098dfbc373592c0b3793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### BT Precision: 91.77. Result ID: 6a14098dfbc373592c0b378d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### SSDAU Precision: 91.58. Result ID: 6a14098dfbc373592c0b37bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### WS Precision: 91.47. Result ID: 6a14098dfbc373592c0b378b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### Mixup Precision: 91.29. Result ID: 6a14098dfbc373592c0b3795. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### GM Precision: 90.82. Result ID: 6a14098dfbc373592c0b37b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### Original Precision: 90.66. Result ID: 6a14098dfbc373592c0b37ac. [Reporting paper]() Recorded evaluation configuration: {"Quality":"-"}. This record does not assert independent reproduction. ### Original Precision: 90.62. Result ID: 6a14098dfbc373592c0b378a. [Reporting paper]() Recorded evaluation configuration: {"Quality":"-"}. This record does not assert independent reproduction. ### Mixup Precision: 90.35. Result ID: 6a14098dfbc373592c0b37b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### WS Precision: 89.66. Result ID: 6a14098dfbc373592c0b37ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### BT Precision: 89.46. Result ID: 6a14098dfbc373592c0b37af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### NI Precision: 88.41. Result ID: 6a14098dfbc373592c0b37b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### SSDAU Precision: 88.1. Result ID: 6a14098dfbc373592c0b379a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### SSN Precision: 84.77. Result ID: 6a14098dfbc373592c0b37b3. [Reporting paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### SSDAU Precision: 84.5. Result ID: 6a14098dfbc373592c0b37bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### Mixup Precision: 77.3. Result ID: 6a14098dfbc373592c0b3796. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### WS Precision: 77.1. Result ID: 6a14098dfbc373592c0b378c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### GM Precision: 76.5. Result ID: 6a14098dfbc373592c0b3794. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### Mixup Precision: 76.4. Result ID: 6a14098dfbc373592c0b37b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### WS Precision: 75.8. Result ID: 6a14098dfbc373592c0b37ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### NI Precision: 73.5. Result ID: 6a14098dfbc373592c0b37b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### NI Precision: 72.6. Result ID: 6a14098dfbc373592c0b3790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### GM Precision: 72.6. Result ID: 6a14098dfbc373592c0b37b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### BT Precision: 72.4. Result ID: 6a14098dfbc373592c0b378e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### SSN Precision: 72.4. Result ID: 6a14098dfbc373592c0b37b4. [Reporting paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### SSN Precision: 70.8. Result ID: 6a14098dfbc373592c0b3792. [Reporting paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### ChatIE Precision: 69.2. Result ID: 6a14098dfbc373592c0b37ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### ChatIE Precision: 67.75. Result ID: 6a14098dfbc373592c0b3797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### ChatIE Precision: 66.7. Result ID: 6a14098dfbc373592c0b37b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"Clean"}. This record does not assert independent reproduction. ### BT Precision: 66.6. Result ID: 6a14098dfbc373592c0b37b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. ### ChatIE Precision: 63.4. Result ID: 6a14098dfbc373592c0b3798. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quality":"With Error"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.