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ResearchFormerly WizWand

RDF-to-text generation on WebNLG+ 2020 3.0 (testB)

0.563BLEUReGen
0.515160.527580.540.55242Aug 27, 2021
Updated 8mo ago

Evaluation results

MethodLinks
ReGenBackbone=t5-large, Training Protocol=Reinforcement Learning (RL)2021.080.5630.5590.4250.706
ReGenBackbone=t5-large, Training Protocol=Cross-Entropy (CE)2021.080.5530.5490.4180.694
Amazon AI (Shanghai)2021.080.540.5350.4170.69
OSU Neural NLG2021.080.5350.5320.4140.688
ReGenBackbone=t5-base, Training Protocol=Reinforcement Learning (RL), Selection Strategy=early CE (Early Stopping)2021.080.5310.5270.410.686
FBConvAI2021.080.5270.5230.4130.686
ReGenBackbone=t5-base, Training Protocol=Reinforcement Learning (RL), Selection Strategy=best CE2021.080.5270.5230.4080.681
ReGenBackbone=t5-base, Training Protocol=Cross-Entropy (CE), Selection Strategy=best CE2021.080.5240.520.4040.677
ReGenBackbone=t5-base, Training Protocol=Cross-Entropy (CE), Selection Strategy=early CE (Early Stopping)2021.080.5220.5180.4040.675
bt52021.080.5170.5170.4110.679