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ResearchFormerly WizWand

AMR-to-text on LDC2017T10 (test)

74.79chrF++T5-large + STA (2M)
56.600461.322766.04570.7673Jul 16, 2020
Updated 8mo ago

Evaluation results

MethodLinks
T5-large + STA (2M)Backbone=T5-large, Task-adaptive pretraining=STA, Pretraining samples=2M2020.0774.7996.5969.53
T5-large + STA (200K)Backbone=T5-large, Task-adaptive pretraining=STA, Pretraining samples=200K2020.0774.0996.5168.86
BART-large + STA (2M)Backbone=BART-large, Task-adaptive pretraining=STA, Pretraining samples=2M2020.0773.5896.4368.14
T5-large + LMABackbone=T5-large, Task-adaptive pretraining=LMA2020.0772.8396.3267.44
T5-largeBackbone=T5-large2020.0772.5796.2767.37
BART-large + STA (200K)Backbone=BART-large, Task-adaptive pretraining=STA, Pretraining samples=200K2020.0772.2696.2166.75
BART-large + LMABackbone=BART-large, Task-adaptive pretraining=LMA2020.0771.1495.9464.75
BART-largeBackbone=BART-large2020.0771.0696.0865.74
T5-baseBackbone=T5-base2020.0770.8195.9965.63
T5-smallBackbone=T5-small2020.0768.7895.6263.7
BART-baseBackbone=BART-base2020.0766.6595.2260.78
Wang et al.2020.0765.8——
Yao et al.2020.0765.6——
Zhu et al.2020.0764.05——
Mager et al.type=based on PLMs2020.0763.89——
Cai and Lam2020.0759.4——
Guo et al.2020.0757.3——