Please use "file:///" before giving the path of the directory. Also, use "/" & "\" properly.
Here is the working solution in my system,
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<a href="file:///C:\Users\105800\Downloads\Systems - Casinolink - Slot.pdf" download>Download</a>
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Please revert back for any issues.