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Introducing RecToM, an inference-time framework that models nested beliefs via recursive perspective construction for Theory of Mind reasoning in LLMs, achieving state-of-the-art performance on multiple benchmarks.
This paper presents OSCToM, an RL-guided method for generating adversarial data to test nested belief conflicts in LLMs, improving Theory of Mind reasoning on benchmarks like FANToM.