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ResearchFormerly WizWand

Machine Translation on Multi30k Task1 (en-de)

41.96BLEU ScoreGated Fusion
3.927213.801123.67533.5489Oct 31, 2017Jun 5, 2018Jan 9, 2019Aug 15, 2019Mar 20, 2020Oct 24, 2020May 30, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Gated Fusion#Params=2.9M, Backbone=Transformer-Tiny2021.0541.96
Doubly-ATT#Params=3.2M, Backbone=Transformer-Tiny2021.0541.45
RMMT#Params=2.9M, Backbone=Transformer-Tiny2021.0541.45
Imagination#Params=7.0M, Backbone=Transformer-Tiny2021.0541.31
Transformer-Tiny#Params=2.6M2021.0541.02
UVR-NMT#Params=2.9M, Backbone=Transformer-Tiny2021.0540.79
GMNMT#Params=4.0M2021.0539.8
DCCN#Params=17.1M2021.0539.7
Transformer-Small#Params=36.5M2021.0539.68
Transformer-Base#Params=49.1M2021.0538.33
SupervisedDecoding=greedy, Supervision=supervised2017.1035.16
RMMT#Params=2.9M, Backbone=Transformer-Tiny2021.0530.01
Imagination#Params=7.0M, Backbone=Transformer-Tiny2021.0529.9
Transformer-Tiny#Params=2.6M2021.0529.88
Doubly-ATT#Params=3.2M, Backbone=Transformer-Tiny2021.0529.63
Gated Fusion#Params=2.9M, Backbone=Transformer-Tiny2021.0529.04
UVR-NMT#Params=2.9M, Backbone=Transformer-Tiny2021.0529.02
GMNMT#Params=4.0M2021.0528.7
Transformer-Small#Params=36.5M2021.0528.5
Transformer-Base#Params=49.1M2021.0527.54
DCCN#Params=17.1M2021.0526.7
Our modelDecoding=greedy, Iteration=3rd, Supervision=unsupervised2017.1022.74
Our modelDecoding=greedy, Iteration=2nd, Supervision=unsupervised2017.1021.16
Our modelDecoding=greedy, Iteration=1st, Supervision=unsupervised2017.1019.32
oracle word reorderingDecoding=greedy, Supervision=unsupervised2017.106.79
word-by-wordDecoding=greedy, Supervision=unsupervised2017.105.39