它说得笃定，所以可信Confident Tone Means Correct

微型指南 · 约 4 分钟Guide · about 4 min · 引用核验 2026-11-03（仅引用链接与日期） · refs checked 2026-11-03 (reference links and dates only)

流畅与正确是两件事，笃定的语气不增加可靠性。Fluency and correctness are separate; a confident tone adds no reliability.

语气肯定、结构完整，说明内容可靠。A confident tone and a tidy structure mean the content is trustworthy.

语气是否肯定，不能单独证明事实正确。核对原始出处是否支持具体句子，尤其是数字、日期、姓名和引用；无法确认的部分保留为未知。Confident wording alone does not establish correctness. Check support for each claim, especially numbers, dates, names and citations; leave unverified parts unknown.

例子与判断Example and interpretation

以下是教学情境，不是本站运行或实测记录。A teaching scenario, not a measured or executed site test.

比较“活动周日举行”和“活动可能周日举行”：如果资料只写了“本周末”，两句都没有给出足够依据。先查事实是否受支持，再讨论应该使用什么语气。Compare “The event is Sunday” with “It may be Sunday.” If the source only says “this weekend,” neither establishes Sunday. Check support before adjusting confidence in the wording.

先懂这几个词Terms behind this

幻觉Hallucination 能力边界Capability Boundary

出处Sources

幻觉综述（NLG）Survey of Hallucination in Natural Language Generation ↗
Anthropic 减少幻觉指南Reduce hallucinations – Claude Docs ↗

围绕这些概念继续读More on these concepts

怎么向 AI 提问How to Ask AI · 怎么判断 AI 新闻是不是炒作How to Tell if AI News Is Hype · 什么时候不该用 RAGWhen Not to Use RAG · 怎么验证 AI 的输出How to Verify AI Output