Wenzhe Zhao

1 Introduction The intensifying climate crisis and the dependence on fossil fuel resources are accelerating the transition toward renewable energy systems based on hydrogen, wind, and solar power. Water electrolysis provides an effective route to convert intermittent renewable electricity into storable chemical energy in the form of hydrogen [1, 2].

You are already at the latest version Chinese spelling correction (CSC) remains challenging due to heterogeneous error types and domain-dependent variations. We propose HCR, a hierarchical collaborative reasoning framework that integrates interactive knowledge distillation, swarm reinforcement collaboration, and debate-enhanced arbitration into a unified multi-agent architecture.

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