OpenCodePapers

data-to-text-generation-on-webnlg

Data-to-Text Generation
Dataset Link
Results over time
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Leaderboard
PaperCodeBLEUMETEORNumber of parameters (M)FactSpotterBLEU-4ROUGE-LModelNameReleaseDate
Control Prefixes for Parameter-Efficient Text Generation✓ Link67.32Control Prefixes (A1, T5-large)2021-10-15
Control Prefixes for Parameter-Efficient Text Generation✓ Link67.15Control Prefixes (A1, A2, T5-large)2021-10-15
FactSpotter: Evaluating the Factual Faithfulness of Graph-to-Text Generation✓ Link67.0848.3499.09JointGT Baseline2023-10-25
FactSpotter: Evaluating the Factual Faithfulness of Graph-to-Text Generation✓ Link67.0448.3599.44T5B Baseline2023-10-25
FactSpotter: Evaluating the Factual Faithfulness of Graph-to-Text Generation✓ Link67.0448.2299.71FactT5B2023-10-25
FactSpotter: Evaluating the Factual Faithfulness of Graph-to-Text Generation✓ Link66.8948.1999.67FactJointGT2023-10-25
Stage-wise Fine-tuning for Graph-to-Text Generation✓ Link66.07T5-large + Wiki + Position2021-05-17
HTLM: Hyper-Text Pre-Training and Prompting of Language Models65.4HTML (fine-tuning)2021-07-14
Investigating Pretrained Language Models for Graph-to-Text Generation✓ Link65.05T5-small2020-07-16
TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy64.7345.536.2TrICy (trK = trk* = 0.24)2024-01-25
Text-to-Text Pre-Training for Data-to-Text Tasks✓ Link64.7T5-Base2020-05-21
TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy64.0845.236.2TrICy (trK = 0)2024-01-25
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs✓ Link63.69CGE-LW (Levi Graph)2020-01-29
Structural Information Preserving for Graph-to-Text Generation✓ Link62.89Multiview-G2S2021-02-12
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs61.15Graformer2020-06-16
GTR-LSTM: A Triple Encoder for Sentence Generation from RDF Data58.6GTR-LSTM (entity masking)2018-07-01
Neural data-to-text generation: A comparison between pipeline and end-to-end architectures✓ Link57.20E2E GRU2019-08-23
Deep Graph Convolutional Encoders for Structured Data to Text Generation✓ Link55.9GCN EC2018-10-23
Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Generation✓ Link47.4BestPlan2019-04-06
TextBox 2.0: A Text Generation Library with Pre-trained Language Models✓ Link47.7867.3376.83BART (TextBox 2.0)2022-12-26