ML Research Wiki / Benchmarks / Data-to-Text Generation / WebNLG

WebNLG

Data-to-Text Generation Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: BLEU

Top Performing Models

Rank Model Paper BLEU Date Code
1 BART (TextBox 2.0) TextBox 2.0: A Text Generation Library with Pre-trained Language Models 67.33 2022-12-26 📦 RUCAIBox/TextBox
2 Control Prefixes (A1, T5-large) Control Prefixes for Parameter-Efficient Text Generation 67.32 2021-10-15 📦 Yale-LILY/dart 📦 jordiclive/ControlPrefixes
3 Control Prefixes (A1, A2, T5-large) 📚 Control Prefixes for Parameter-Efficient Text Generation 67.15 2021-10-15 📦 Yale-LILY/dart 📦 jordiclive/ControlPrefixes
4 T5-large + Wiki + Position 📚 Stage-wise Fine-tuning for Graph-to-Text Generation 66.07 2021-05-17 📦 EagleW/Stage-wise-Fine-tuning
5 HTML (fine-tuning) 📚 HTLM: Hyper-Text Pre-Training and Prompting of Language Models 65.40 2021-07-14 -
6 T5-small Investigating Pretrained Language Models for Graph-to-Text Generation 65.05 2020-07-16 📦 bjascob/amrlib 📦 UKPLab/plms-graph2text 📦 ukplab/m-amr2text
7 TrICy (trK = trk* = 0.24) TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy 64.73 2024-01-25 -
8 T5-Base Text-to-Text Pre-Training for Data-to-Text Tasks 64.70 2020-05-21 📦 google-research-datasets/ToTTo 📦 shark-nlp/cont
9 TrICy (trK = 0) TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy 64.08 2024-01-25 -
10 CGE-LW (Levi Graph) Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs 63.69 2020-01-29 📦 UKPLab/kg2text

All Papers (15)

RUCAIBox/TextBox
Yale-LILY/dart jordiclive/ControlPrefixes

Control Prefixes for Parameter-Efficient Text Generation

2021
Control Prefixes (A1, A2, T5-large)
Yale-LILY/dart jordiclive/ControlPrefixes
EagleW/Stage-wise-Fine-tuning
bjascob/amrlib UKPLab/plms-graph2text ukplab/m-amr2text
google-research-datasets/ToTTo shark-nlp/cont
UKPLab/kg2text
Soistesimmer/AMR-multiview
ThiagoCF05/webnlg
diegma/graph-2-text dice-group/NABU
AmitMY/chimera