A new benchmark, RUMS, shows multimodal LLMs frequently fail to flag missing, ambiguous, contradictory, or infeasible instructions, but simple prompts to ask clarifying questions recover much of the gap.
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Hidden in Plain Sight: Reasoning in Underspecified and Misspecified Scenarios for Multimodal LLMs
A new benchmark, RUMS, shows multimodal LLMs frequently fail to flag missing, ambiguous, contradictory, or infeasible instructions, but simple prompts to ask clarifying questions recover much of the gap.