2020

MEGATRON-CNTRL: Controllable Story Generation with External Knowledge Using Large-Scale Language Models

Xu, Peng, Patwary, Mostofa, Shoeybi, Mohammad et al.

Understand

Existing pre-trained large language models have shown unparalleled generative capabilities.

  • However, they are not controllable.
  • In this paper, we propose MEGATRON-CNTRL, a novel framework that uses large-scale language models and adds control to text generation by incorporating an external knowledge base.
  • Our framework consists of a keyword predictor, a knowledge retriever, a contextual knowledge ranker, and a conditional text generator.

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