2018

BabyAI: A Platform to Study the Sample Efficiency of Grounded Language Learning

Chevalier-Boisvert, Maxime, Bahdanau, Dzmitry, Lahlou, Salem et al.

Understand

Allowing humans to interactively train artificial agents to understand language instructions is desirable for both practical and scientific reasons, but given the poor data efficiency of the current learning methods, this goal may require substantial research efforts.

  • Here, we introduce the BabyAI research platform to support investigations towards including humans in the loop for grounded language learning.
  • The BabyAI platform comprises an extensible suite of 19 levels of increasing difficulty.
  • The levels gradually lead the agent towards acquiring a combinatorially rich synthetic language which is a proper subset of English.

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