If the host of the Zoom meeting is set up to save in-meeting chats automatically then all public chat messages are saved. Also saved are the private messages with the host (this is accurate at time of writing this, 9th April 2020). Private messages between other participants in the meeting are not saved.
It is recommended that saved in-meeting chats are reviewed before sharing with anyone else.