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Machine Translation on IWSLT14 en-fr (test)

40.9BLEUTransformer w/ LABO
38.09238.82139.5540.279Jun 23, 2021Oct 15, 2021Feb 6, 2022May 31, 2022Sep 22, 2022Jan 14, 2023May 8, 2023

Evaluation results

MethodLinks
Transformer w/ LABObeam size=5, Backbone=6-layer encoder-decoder transformer2023.0540.9
Standard enc + PRF decComplexity (encoder/decoder)=O(n²)/O(n), Encoder Attention=softmax, Decoder Attention=PRF2021.0640.6
Transformer w/ LSbeam size=5, Backbone=6-layer encoder-decoder transformer2023.0540.5
Transformer w/ AFLbeam size=5, Backbone=6-layer encoder-decoder transformer2023.0540.5
NPRF enc-dec w/ RPEComplexity (encoder/decoder)=O(nlogn)/O(nlogn), Relative Positional Encoding=true2021.0640.4
Transformer w/ CPbeam size=5, Backbone=6-layer encoder-decoder transformer2023.0540.4
Standard enc-decComplexity (encoder/decoder)=O(n²)/O(n²), Encoder Attention=softmax, Decoder Attention=softmax2021.0640.2
Transformerbeam size=5, Backbone=6-layer encoder-decoder transformer2023.0540
Transformer w/ FLbeam size=5, Backbone=6-layer encoder-decoder transformer2023.0539.2
PRF enc-decComplexity (encoder/decoder)=O(n)/O(n), Encoder Attention=PRF, Decoder Attention=PRF2021.0638.2