Data-to-Text Generation on WebNLG 2.0 (Unconstrained)

Metric: ROUGE (higher is better)

LeaderboardDataset

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Results

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#	Model↕	ROUGE▼	Extra Data	Paper	Date↕	Code
1	GAP - Me,r+γ	76.36	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
2	GAP - Me,re	76.22	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
3	JointGT (BART)	76.1	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
4	JointGT (BART) - w/ JointGTPretrain	76.1	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
5	JointGT (T5)	75.91	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
6	JointGT (BART) - w/ BARTPretrain	75.74	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
7	BART	75.13	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
8	T5	74.77	No	JointGT: Graph-Text Joint Representation Learnin...	2021-06-19	Code
9	KGPT	74.57	No	KGPT: Knowledge-Grounded Pre-Training for Data-t...	2020-10-05	Code
10	KGPT w/o pretrain	73	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
11	KGPT w/o pretrain	73	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
12	GCN	71.13	No	GAP: A Graph-aware Language Model Framework for ...	2022-04-13	Code
13	SOTA-NPT	71	No	-	-	Code

#1GAP - Me,r+γSOTA
76.36
ROUGE· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#2GAP - Me,re
76.22
ROUGE· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#3JointGT (BART)SOTA
76.1
ROUGE· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#4JointGT (BART) - w/ JointGTPretrain
76.1
ROUGE· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#5JointGT (T5)
75.91
ROUGE· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#6JointGT (BART) - w/ BARTPretrain
75.74
ROUGE· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#7BART
75.13
ROUGE· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#8T5
74.77
ROUGE· 2021-06-19
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs Code
#9KGPTSOTA
74.57
ROUGE· 2020-10-05
KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation Code
#10KGPT w/o pretrain
73
ROUGE· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#11KGPT w/o pretrain
73
ROUGE· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#12GCN
71.13
ROUGE· 2022-04-13
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation Code
#13SOTA-NPT
71
ROUGE
No paperCode