Make a backup file and then try this on the backup:
Find What: ^(.+) \| (.+) \| (.+) \| Replace with: \3
The parens "()" are capture groups, the "\|" escapes the pipe symbol so it is not interpreted as a command, the "^" means start of line.
The "\3" means replace what is found with the 3rd capture group.