# RDF-to-text generation on WebNLG+ 2020 3.0 (testB) Source: [RDF-to-text generation on WebNLG+ 2020 3.0 (testB)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:04.126Z Evaluation of RDF-to-Text Generation performance on the testB split of the WebNLG+ 2020 3.0 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 | RDF-to-text generation | | Dataset (including any stated split) | WebNLG+ 2020 3.0 (testB) | | Metric | BLEU | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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: SCALAR. - [BLEU (NLTK)](): Higher is better; unit: SCALAR. - [METEOR](): Higher is better; unit: SCALAR. - [chrF++](): Higher is better; unit: SCALAR. ## Recorded results | Method | BLEU | Result date | Report paper | | --- | --- | --- | --- | | ReGen | 0.563 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen | 0.553 | Not recorded | 68fa6aac1e209131cea29a8c | | Amazon AI (Shanghai) | 0.54 | Not recorded | 68fa6aac1e209131cea29a8c | | OSU Neural NLG | 0.535 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen | 0.531 | Not recorded | 68fa6aac1e209131cea29a8c | | FBConvAI | 0.527 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen | 0.527 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen | 0.524 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen | 0.522 | Not recorded | 68fa6aac1e209131cea29a8c | | bt5 | 0.517 | Not recorded | 68fa6aac1e209131cea29a8c | ### ReGen BLEU: 0.563. Result ID: 699acb105698665ec459a759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"t5-large","Training Protocol":"Reinforcement Learning (RL)"}. This record does not assert independent reproduction. ### ReGen BLEU: 0.553. Result ID: 699acb105698665ec459a758. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"t5-large","Training Protocol":"Cross-Entropy (CE)"}. This record does not assert independent reproduction. ### Amazon AI (Shanghai) BLEU: 0.54. Result ID: 699acb105698665ec459a754. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSU Neural NLG BLEU: 0.535. Result ID: 699acb105698665ec459a755. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReGen BLEU: 0.531. Result ID: 699acb105698665ec459a75b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"t5-base","Training Protocol":"Reinforcement Learning (RL)","Selection Strategy":"early CE (Early Stopping)"}. This record does not assert independent reproduction. ### FBConvAI BLEU: 0.527. Result ID: 699acb105698665ec459a756. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReGen BLEU: 0.527. Result ID: 699acb105698665ec459a75d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"t5-base","Training Protocol":"Reinforcement Learning (RL)","Selection Strategy":"best CE"}. This record does not assert independent reproduction. ### ReGen BLEU: 0.524. Result ID: 699acb105698665ec459a75c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"t5-base","Training Protocol":"Cross-Entropy (CE)","Selection Strategy":"best CE"}. This record does not assert independent reproduction. ### ReGen BLEU: 0.522. Result ID: 699acb105698665ec459a75a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"t5-base","Training Protocol":"Cross-Entropy (CE)","Selection Strategy":"early CE (Early Stopping)"}. This record does not assert independent reproduction. ### bt5 BLEU: 0.517. Result ID: 699acb105698665ec459a757. [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.