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NAVER AI Hackathon 2018 - Movie review prediction

Authors

Leaderboard

My team placed first place in the movie review prediction (MSE: 2.57611). leaderboard

Architecture

  • Syllable embedding
  • 2-layer bi-directional LSTM
  • Variational dropout, Weight dropout
  • Self-attention

Regularizations

  • Learning rate decay
  • output clamping
  • dropout: weight, variational
  • data flip
  • weight moving average

Hyperparameters

Name Value
Learning rate 1e-3
number of character 4500
number of embedding 256
number of hidden 256
dropout rate 0.2
gradient clip True

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Languages

  • Python 100.0%