A leader-follower multi-agent debate protocol improves ambiguity detection for two of three tested LLMs, but the reported results lack error bars, a clear success metric, and contain internal numerical inconsistencies.
Ambiguities in Spatial Language Understanding in Situated Human Robot Dialogue
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Beyond Single Models: Enhancing LLM Detection of Ambiguity in Requests through Debate
A leader-follower multi-agent debate protocol improves ambiguity detection for two of three tested LLMs, but the reported results lack error bars, a clear success metric, and contain internal numerical inconsistencies.