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About this paper
Yifan Zhu, Kyeongmin Rim, James Pustejovsky
The authors model coordination in MapTask by representing each participant’s referent, first-order interpretation, and second-order beliefs about the other’s interpretation. GPT-5 infers higher-order labels, which feed an offline friction signal and intervention policies. Removing the second-order channel lowers misunderstanding recall from 65.2% to 26.1%; FAR reaches 0.416 intervention F1 versus DPO’s 0.344, in this controlled offline task.
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