Draft TL;DR CLFEC proposes a benchmark for correcting both linguistic errors (spelling/grammar/punctuation) and factual errors (wrong entities, dates, numbers) in paragraph-level Chinese professional writing. The paper argues unified correction in shared context works better than a sequential pipeline—and that agentic workflows help strong models but can destabilize weaker ones. What this is about Most Chinese…