@Muye I'm glad to see you were able to resolve your issue. Thanks for posting your solution so that others experiencing the same thing can easily reference this. Since the Microsoft Q&A community has a policy that the question author cannot accept their own answer, they can only accept answers by others, I'll repost your solution in case you'd like to Accept the answer.
Issue:
You wanted to improve PersonalVoice' Chinese speech synthesization result. You could see that the text was pronounced incorrectly and also it was missing the text.
Resolution:
You didn't set the "speak-lang" correctly in SSML. After you changed lang from en-US
to zh-CN
, the result are much better.