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Reading Comprehension on LAMBADA (test)

66.51AccuracyMegatron-LM
18.212430.751243.2955.8288Apr 16, 2018Jul 11, 2018Oct 6, 2018Dec 31, 2018Mar 28, 2019Jun 22, 2019Sep 17, 2019

Evaluation results

MethodLinks
Megatron-LMParameter Count=8.3B, Zero-shot=true2019.0966.51
GPT-2Zero-shot=true2019.0963.24
Megatron-LMParameter Count=2.5B, Zero-shot=true2019.0961.73
Universal Transformerhalting=dynamic2018.0756.25
GA w/ C-GRUArchitecture=GA, Recurrent Layer=C-GRU2018.0455.69
Dhingra et al.2018.0755.69
GA w/ GRUArchitecture=GA, Recurrent Layer=GRU2018.0453.98
GA w/ GRU + 1-hotArchitecture=GA, Recurrent Layer=GRU, Position Feature=1-hot2018.0453.38
Universal Transformersteps=6, halting=fixed2018.0752.16
Chu et al. (2017)Architecture=GA2018.0449
Megatron-LMParameter Count=355M, Zero-shot=true2019.0945.18
Transformer2018.0739.88
LSTM2018.0720.07