(2016. 3) Copynet

  • Submitted on 2016. 3

  • Jiatao Gu, Zhengdong Lu, Hang Li and Victor O.K. Li

Simple Summary

address an important problem in sequence-to-sequence (Seq2Seq) learning referred to as copying, in which certain segments in the input sequence are selectively replicated in the output sequence. A similar phenomenon is observable in human language communication.

  • cognitive perspective, the copying mechanism is related to rote memorization, requiring less understanding but ensuring high literal fidelity.

  • Encoder - Same as in (Bahdanau et al., 2014)

  • Decoder

    • Prediction: generate-mode and copy-mode

    • Statue update: location-specific hidden state

    • Reading M: selective read

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