Introduces NCP-ExploreToM framework to evaluate LLMs on inducing belief states via planning and action, with GPT-5 succeeding on ~80% of tasks and outperforming humans.
arXiv preprint arXiv:2412.12175 , year=
3 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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UNVERDICTED 3representative citing papers
MindZero is a self-supervised RL framework that trains MLLMs for online Theory of Mind reasoning by rewarding mental-state hypotheses that best explain observed actions via a planner, then distills this into fast inference.
LLMs display political plasticity via prompt-driven ideological adaptation that is more reliable in larger newer models, but inverted questions produce counterintuitive shifts suggesting data leakage.
citing papers explorer
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Theory of Mind and Persuasion Beyond Conversation: Assessing the Capacity of LLMs to Induce Belief States via Planning and Action
Introduces NCP-ExploreToM framework to evaluate LLMs on inducing belief states via planning and action, with GPT-5 succeeding on ~80% of tasks and outperforming humans.
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MindZero: Learning Online Mental Reasoning With Zero Annotations
MindZero is a self-supervised RL framework that trains MLLMs for online Theory of Mind reasoning by rewarding mental-state hypotheses that best explain observed actions via a planner, then distills this into fast inference.
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Political Plasticity: An Analysis of Ideological Adaptability in Large Language Models
LLMs display political plasticity via prompt-driven ideological adaptation that is more reliable in larger newer models, but inverted questions produce counterintuitive shifts suggesting data leakage.