EnactToM benchmark reveals frontier AI models achieve 0% on functional Theory of Mind task completion in embodied multi-agent settings despite 45% average on literal belief probes.
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The Generalized Turing Test defines relative intelligence as the inability of one agent to distinguish an imitator from the original through interaction.
CivBench trains models on turn-level states in Civilization V to predict victory probabilities, providing a progress-based evaluation of LLM strategic capabilities across 307 games with 7 models.
citing papers explorer
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EnactToM: An Evolving Benchmark for Functional Theory of Mind in Embodied Agents
EnactToM benchmark reveals frontier AI models achieve 0% on functional Theory of Mind task completion in embodied multi-agent settings despite 45% average on literal belief probes.
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The Generalized Turing Test: A Foundation for Comparing Intelligence
The Generalized Turing Test defines relative intelligence as the inability of one agent to distinguish an imitator from the original through interaction.
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CivBench: Progress-Based Evaluation for LLMs' Strategic Decision-Making in Civilization V
CivBench trains models on turn-level states in Civilization V to predict victory probabilities, providing a progress-based evaluation of LLM strategic capabilities across 307 games with 7 models.