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Learning Action Conditions from Instructional Manuals for Instruction Understanding
The ability to infer pre- and postconditions of an action is vital for comprehending complex instructions, and is essential for applications such as autonomous instruction-guided agents and assistive AI that supports humans to perform physical tasks.
Understanding Multimodal Procedural Knowledge by Sequencing Multimodal Instructional Manuals
The ability to sequence unordered events is an essential skill to comprehend and reason about real world task procedures, which often requires thorough understanding of temporal common sense and multimodal information, as these procedures are often communicated through a combination of texts and images.
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