2020

Blank Language Models

Shen, Tianxiao, Quach, Victor, Barzilay, Regina et al.

Understand

We propose Blank Language Model (BLM), a model that generates sequences by dynamically creating and filling in blanks.

  • The blanks control which part of the sequence to expand, making BLM ideal for a variety of text editing and rewriting tasks.
  • The model can start from a single blank or partially completed text with blanks at specified locations.
  • It iteratively determines which word to place in a blank and whether to insert new blanks, and stops generating when no blanks are left to fill.

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