# Graph-to-text generation on WebNLG all v1.0 (test) Source: [Graph-to-text generation on WebNLG all v1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:49.731Z Evaluation of Graph-to-text generation performance on the test split of the WebNLG all v1.0 dataset, assessed using standard sequence generation metrics like BLEU, METEOR, and chrF++. 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 | Graph-to-text generation | | Dataset (including any stated split) | WebNLG all v1.0 (test) | | Metric | BLEU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [BLEU](): Higher is better; unit: PERCENT. - [METEOR](): Higher is better; unit: PERCENT. - [chrF++](): Higher is better; unit: PERCENT. ## Recorded results | Method | BLEU | Result date | Report paper | | --- | --- | --- | --- | | T5 | 59.7 | Not recorded | 68fa6add1e209131cea2ae83 | | T5 | 59.17 | Not recorded | 68fa6add1e209131cea2ae83 | | Kale | 57.1 | Not recorded | 68fa6add1e209131cea2ae83 | | T5 | 56.34 | Not recorded | 68fa6add1e209131cea2ae83 | | BART | 54.72 | Not recorded | 68fa6add1e209131cea2ae83 | | BART | 53.11 | Not recorded | 68fa6add1e209131cea2ae83 | | Harkous et al. | 52.9 | Not recorded | 68fa6add1e209131cea2ae83 | | Zhao et al. | 52.78 | Not recorded | 68fa6add1e209131cea2ae83 | | Castro Ferreira et al. | 51.68 | Not recorded | 68fa6add1e209131cea2ae83 | | Moryossef et al. | 47.24 | Not recorded | 68fa6add1e209131cea2ae83 | | Radev et al. | 45.89 | Not recorded | 68fa6add1e209131cea2ae83 | ### T5 BLEU: 59.7. Result ID: 698e4010ffc3901de09c032a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"large"}. This record does not assert independent reproduction. ### T5 BLEU: 59.17. Result ID: 698e4010ffc3901de09c0329. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### Kale BLEU: 57.1. Result ID: 698e4010ffc3901de09c0324. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"based on PLMs":"true"}. This record does not assert independent reproduction. ### T5 BLEU: 56.34. Result ID: 698e4010ffc3901de09c0328. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"small"}. This record does not assert independent reproduction. ### BART BLEU: 54.72. Result ID: 698e4010ffc3901de09c0327. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"large"}. This record does not assert independent reproduction. ### BART BLEU: 53.11. Result ID: 698e4010ffc3901de09c0326. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### Harkous et al. BLEU: 52.9. Result ID: 698e4010ffc3901de09c0323. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"based on PLMs":"true"}. This record does not assert independent reproduction. ### Zhao et al. BLEU: 52.78. Result ID: 698e4010ffc3901de09c0322. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Castro Ferreira et al. BLEU: 51.68. Result ID: 698e4010ffc3901de09c0320. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Moryossef et al. BLEU: 47.24. Result ID: 698e4010ffc3901de09c0321. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Radev et al. BLEU: 45.89. Result ID: 698e4010ffc3901de09c0325. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"based on PLMs":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.