Active Learning (4/5/2022)

Lecture: (by Graham Neubig)

  • Active Learning: Uncertainty and Representativeness
  • Sequence-level Active Learning

Slides: Active Learning Slides

Given the task and language(s) you are tackling in your project, how could you use active learning improve? Discussion:

  • How would you calculate uncertainty?
  • How would you calculate representativeness?
  • How would you ensure annotator productivity?

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