Furthermore, strategic evaluations like NegotiationToM show that without structured reasoning aids, like Social World Models [101], Hypothesis-driven Inference [102], or explicitly injecting ToM inferences into agents [103], agents often fail to determine whether and how to invoke ToM [104] and default to suboptimal strategies [105]. At the same time, agents equipped with enhanced ToM inferences can exhibit more sophisticated strategic social behavior [106], [103], and higher-order emergent behavior in multi-agent systems [15] which may raise the likelihood of previously unspecified behaviors emerging during human–agent and agent-agent interaction once such agents operate autonomously in real-world systems.
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