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Ze-Nan Xu

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#artificial intelligence Preprint Sep 2026

EvolveScaler: Synthesizing Information-Evolution Contexts via Executable State Machines and Natural-Language Rendering

This work introduces EvolveScaler, a code-driven framework that defines information evolution before rendering it as natural language, and shows that code-driven IE synthesis provides both challenging evaluation and transferable training supervision.

Ziliang Zhao, Ze-Nan Xu, Shuting Wang et al. · 0 citations