17 January 2019

NLP Games with Purpose

Games with a purpose are essentially types of games applied to annotations in NLP to make the process fun for the oracle (annotator), often in a crowdsourced manner. A few examples in context are listed below:

  • Phrase Detective
  • Sentiment Quiz
  • Guess What
  • ESP Game

Active Learning

Active Learning Approaches:
  • Pool-based Sampling
  • Member Query Synthesis
  • Stream-based Selective Sampling
  • Uncertainty Sampling
  • Query-by-Committee
  • Expected Model Change
  • Expected Error Reduction
  • Variance Reduction
  • Density-Weighted Methods
  • Query from Diverse Subspaces
  • Exponential Gradient Exploration
  • Balance Exploration and Exploitation

The Language Grid

The Language Grid