English

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

Computation and Language 2025-11-25 v1 Artificial Intelligence

Abstract

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.

Keywords

Cite

@article{arxiv.2511.17562,
  title  = {ChineseErrorCorrector3-4B: State-of-the-Art Chinese Spelling and Grammar Corrector},
  author = {Wei Tian and YuhaoZhou},
  journal= {arXiv preprint arXiv:2511.17562},
  year   = {2025}
}