2.1k citations · 2.8k across the 24 of their papers we have counts for
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2 papers · 1 filter
cs.LG2017★ 14 cited
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML
Xuezhe Ma, Pengcheng Yin, Jingzhou Liu +2
Reward augmented maximum likelihood (RAML), a simple and effective learning framework to directly optimize towards the reward function in structured prediction tasks, has led to a…
stat.ML2017★ 343 cited
DyNet: The Dynamic Neural Network Toolkit
Graham Neubig, Chris Dyer, Yoav Goldberg +22
We describe DyNet, a toolkit for implementing neural network models based on dynamic declaration of network structure. In the static declaration strategy that is used in toolkits l…