Use MAME 0.242 or newer with a Universe BIOS v4.0 for the best balance of compatibility, features, and convenience.
This is the most common mistake users make. mame neogeo bios
The home console version.
The most common mistake is putting the BIOS in the wrong folder. For MAME to recognize it: Use MAME 0