Insertion-based Decoding with Automatically Inferred Generation Order

Conventional neural autoregressive decoding commonly assumes a fixed left-to-right generation order, which may be sub-optimal. In this work, we propose a novel decoding algorithm— InDIGO—which supports flexible sequence generation in arbitrary orders through insertion operation...

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Bibliographic Details
Main Authors: Gu, Jiatao, Liu, Qi, Cho, Kyunghyun
Format: Article
Language:English
Published: The MIT Press 2019-11-01
Series:Transactions of the Association for Computational Linguistics
Online Access:https://www.mitpressjournals.org/doi/abs/10.1162/tacl_a_00292