Claude is unreliable. I’ll do it myself. For training, I split all texts into sentences using Chinese punctuation, cleaned non-Chinese/English characters, then used scikit-learn’s TF-IDF → LinearSVC. After cleaning up some noise, sentence-level classification still hit 85% accuracy!
uchars = sorted(set(''.join(docs)))
，这一点在同城约会中也有详细论述
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好新闻扎根大地，好故事源于群众。一次次走近、一次次倾听，让我读懂最真实的民生温度。，更多细节参见体育直播
此外，HSD系统还融合了视觉语言大模型（VLM）作为“通识外挂”，以增强系统对复杂交通场景标识（如潮汐车道、施工警示等）的理解能力，并引入了强化学习算法，让系统通过数据驱动不断优化。
All-in-one tool (grammar checker + spell checker + punctuation checker)，推荐阅读safew官方下载获取更多信息