Merge updates of Multi-Talker Parakeet PR 01

[weiqingw4ng]

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Additional Information

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[github-advanced-security]

CodeQL found more than 20 potential problems in the proposed changes. Check the Files changed tab for more details.

[tango4j]

LGTM. Approving.