A framework for auditing grounding claims

This research introduced a rigorous framework to audit whether artificial agents truly ground their symbols in reality rather than just pattern-matching. It assesses grounding across five criteria: authenticity, preservation, faithfulness, robustness, and compositionality. The goal is to diagnose agent quality by classifying them as grounded, parrot, or brittle based on how they build meaning.

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