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In this paper, we study generating series enumerating polygonal angulations of closed oriented surfaces of fixed genus, focusing on -angulations with or , . Based on Toda integrability, we establish new structural results in the cases and . Furthermore, via the Hodge–GUE correspondence, we derive a fine structure in the case, which implies a conjectural statement of Gharakhloo–Latimer.

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