# Graph-to-text generation on WebNLG seen v1.0 (test) Source: [Graph-to-text generation on WebNLG seen v1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:49.746Z Evaluation of Graph-to-text generation performance on the test split of the WebNLG seen v1.0 dataset, assessed using 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 seen v1.0 (test) | | Metric | BLEU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | 65.05 | Not recorded | 68fa6add1e209131cea2ae83 | | T5 | 64.71 | Not recorded | 68fa6add1e209131cea2ae83 | | T5 | 64.64 | Not recorded | 68fa6add1e209131cea2ae83 | | Zhao et al. | 64.42 | Not recorded | 68fa6add1e209131cea2ae83 | | Kale | 63.9 | Not recorded | 68fa6add1e209131cea2ae83 | | Ribeiro et al. | 63.69 | Not recorded | 68fa6add1e209131cea2ae83 | | BART | 63.45 | Not recorded | 68fa6add1e209131cea2ae83 | | BART | 62.74 | Not recorded | 68fa6add1e209131cea2ae83 | | Schmitt et al. | 59.39 | Not recorded | 68fa6add1e209131cea2ae83 | | Castro Ferreira et al. | 56.35 | Not recorded | 68fa6add1e209131cea2ae83 | | Moryossef et al. | 53.3 | Not recorded | 68fa6add1e209131cea2ae83 | | Radev et al. | 52.86 | Not recorded | 68fa6add1e209131cea2ae83 | ### T5 BLEU: 65.05. Result ID: 698e4010ffc3901de09c0334. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"small"}. This record does not assert independent reproduction. ### T5 BLEU: 64.71. Result ID: 698e4010ffc3901de09c0336. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"large"}. This record does not assert independent reproduction. ### T5 BLEU: 64.64. Result ID: 698e4010ffc3901de09c0335. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### Zhao et al. BLEU: 64.42. Result ID: 698e4010ffc3901de09c032f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Kale BLEU: 63.9. Result ID: 698e4010ffc3901de09c0330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"based on PLMs":"true"}. This record does not assert independent reproduction. ### Ribeiro et al. BLEU: 63.69. Result ID: 698e4010ffc3901de09c032e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BART BLEU: 63.45. Result ID: 698e4010ffc3901de09c0333. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"large"}. This record does not assert independent reproduction. ### BART BLEU: 62.74. Result ID: 698e4010ffc3901de09c0332. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"base"}. This record does not assert independent reproduction. ### Schmitt et al. BLEU: 59.39. Result ID: 698e4010ffc3901de09c032d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Castro Ferreira et al. BLEU: 56.35. Result ID: 698e4010ffc3901de09c032b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Moryossef et al. BLEU: 53.3. Result ID: 698e4010ffc3901de09c032c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Radev et al. BLEU: 52.86. Result ID: 698e4010ffc3901de09c0331. [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.