itholic commented on PR #44881:

   Oh, wait.
   I just remembered that we just follow the Pandas behavior and separately 
mention the breaking changes into [release 
   So maybe we should add a release note instead of reverting the breaking 
changes here? @dongjoon-hyun @HyukjinKwon 

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