Learning to execute instructions in a Minecraft dialogue

The Minecraft Collaborative Building Task is a two-player game in which an Architect (A) instructs a Builder (B) to construct a target structure in a simulated Blocks World Environment. We define the subtask of predicting correct action sequences (block placements and removals) in a given game context, and show that capturing B{'}s past actions as well as B{'}s perspective leads to a significant improvement in performance on this challenging language understanding problem.

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