Wenzhe Zhao

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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All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.