HyperAI超神经

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HyperAI超神经

Machine Translation On Iwslt2015 German

评估指标

BLEU score

评测结果

各个模型在此基准测试上的表现结果

模型名称	BLEU score	Paper Title	Repository
Word-level CNN w/attn, input feeding	24.0	Sequence-to-Sequence Learning as Beam-Search Optimization	-
Conv-LSTM (deep+pos)	30.4	A Convolutional Encoder Model for Neural Machine Translation	-
QRNN	19.41	Quasi-Recurrent Neural Networks	-
FlowSeq-base	24.75	FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow	-
Denoising autoencoders (non-autoregressive)	32.43	Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement	-
Word-level LSTM w/attn	20.2	Sequence Level Training with Recurrent Neural Networks	-
ConvS2S	32.31	Convolutional Sequence to Sequence Learning	-
Transformer with FRAGE	33.97	FRAGE: Frequency-Agnostic Word Representation	-
ConvS2S+Risk	32.93	Classical Structured Prediction Losses for Sequence to Sequence Learning	-
RNNsearch	29.98	An Actor-Critic Algorithm for Sequence Prediction	-
Bi-GRU (MLE+SLE)	28.53	Neural Machine Translation by Jointly Learning to Align and Translate	-
Pervasive Attention	34.18	Pervasive Attention: 2D Convolutional Neural Networks for Sequence-to-Sequence Prediction	-
NPMT + language model	30.08	Towards Neural Phrase-based Machine Translation	-
PS-KD	36.20	Self-Knowledge Distillation with Progressive Refinement of Targets	-
DCCL	29.56	Compressing Word Embeddings via Deep Compositional Code Learning	-

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