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arxiv:2511.17562

ChineseErrorCorrector3-4B: State-of-the-Art Chinese Spelling and Grammar Corrector

Published on Nov 13, 2025
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Abstract

ChineseErrorCorrector3-4B achieves state-of-the-art performance in Chinese spelling and grammatical error correction across multiple benchmark datasets.

This paper introduces ChineseErrorCorrector3-4B, a unified model for Chinese spelling and grammatical error correction based on Qwen3-4B. The model demonstrates outstanding performance in general text correction tasks and achieves state-of-the-art results in both spelling correction (CSC) and grammatical correction (CGC). On several authoritative benchmark datasets -- including SIGHAN-2015, EC-LAW, MCSC, and NaCGEC -- the model's F1 and F0.5 scores significantly surpass existing publicly available models, ranking first in both spelling and grammatical error correction tasks.

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