Text Generation on WebNLG Full

Metric: BLEU (higher is better)

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#	Model↕	BLEU▼	Extra Data	Paper	Date↕	Code
1	Control Prefixes (A1, A2, T5-large)	62.27	Yes	Control Prefixes for Parameter-Efficient Text Ge...	2021-10-15	Code
2	Control Prefixes (A1, T5-large)	61.94	No	Control Prefixes for Parameter-Efficient Text Ge...	2021-10-15	Code
3	T5-large + Wiki + Position	60.56	Yes	Stage-wise Fine-tuning for Graph-to-Text Generat...	2021-05-17	Code
4	T5-large	59.7	No	Investigating Pretrained Language Models for Gra...	2020-07-16	Code
5	T5-Large	57.1	No	Text-to-Text Pre-Training for Data-to-Text Tasks	2020-05-21	Code
6	HTLM (prefix 0.1%)	56.3	Yes	HTLM: Hyper-Text Pre-Training and Prompting of L...	2021-07-14	-
7	DATATUNER_NO_FC	52.9	No	Have Your Text and Use It Too! End-to-End Neural...	2020-04-08	Code
8	Transformer (Pipeline)	51.68	No	Neural data-to-text generation: A comparison bet...	2019-08-23	Code

#1Control Prefixes (A1, A2, T5-large)SOTA
62.27
BLEU· Extra Data· 2021-10-15
Control Prefixes for Parameter-Efficient Text Generation Code
#2Control Prefixes (A1, T5-large)
61.94
BLEU· 2021-10-15
Control Prefixes for Parameter-Efficient Text Generation Code
#3T5-large + Wiki + PositionSOTA
60.56
BLEU· Extra Data· 2021-05-17
Stage-wise Fine-tuning for Graph-to-Text Generation Code
#4T5-largeSOTA
59.7
BLEU· 2020-07-16
Investigating Pretrained Language Models for Graph-to-Text Generation Code
#5T5-LargeSOTA
57.1
BLEU· 2020-05-21
Text-to-Text Pre-Training for Data-to-Text Tasks Code
#6HTLM (prefix 0.1%)
56.3
BLEU· Extra Data· 2021-07-14
HTLM: Hyper-Text Pre-Training and Prompting of Language Models
#7DATATUNER_NO_FCSOTA
52.9
BLEU· 2020-04-08
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity Code
#8Transformer (Pipeline)SOTA
51.68
BLEU· 2019-08-23
Neural data-to-text generation: A comparison between pipeline and end-to-end architectures Code