Text Generation on WebNLG 2.0 (Unconstrained)

Metric: BLEU (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	BLEU▼	Extra Data	Paper	Date↕	Code
1	GAP - Me,r+γ	66.2	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
2	JointGT (T5)	66.14	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
3	JointGT (BART)	65.92	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
4	JointGT (BART) - w/ JointGTPretrain	65.92	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
5	JointGT (BART) - w/ BARTPretrain	64.6	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
6	BART	64.55	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
7	T5	64.42	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
8	KGPT	64.11	No	KGPT: Knowledge-Grounded Pre-Training for Data-t...	2020-10-05	Code
9	KGPT w/o pretrain	62.3	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
10	KGPT w/o pretrain	62.3	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
11	SOTA-NPT	61	No	-	-	Code
12	GCN	60.8	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code

#1GAP - Me,r+γSOTA
66.2
BLEU· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#2JointGT (T5)SOTA
66.14
BLEU· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#3JointGT (BART)
65.92
BLEU· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#4JointGT (BART) - w/ JointGTPretrain
65.92
BLEU· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#5JointGT (BART) - w/ BARTPretrain
64.6
BLEU· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#6BART
64.55
BLEU· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#7T5
64.42
BLEU· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#8KGPTSOTA
64.11
BLEU· 2020-10-05
KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation Code
#9KGPT w/o pretrain
62.3
BLEU· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#10KGPT w/o pretrain
62.3
BLEU· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#11SOTA-NPT
61
BLEU
No paperCode
#12GCN
60.8
BLEU· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code