Modularity Improves Out-of-Domain Instruction Following

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Other Links: arxiv.org

Abstract:

We propose a modular architecture for following natural language instructions that describe sequences of diverse subgoals, such as navigating to landmarks or picking up objects. Standard, non-modular, architectures used in instruction following do not exploit subgoal compositionality and often struggle on out-of-distribution tasks and e...More

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