Some MAME versions require CHD files (Compressed Hard Disks) for CPS3. If the emulator says "Missing CHD," you have downloaded an incomplete ROM set. Look for "MAME 0.139 ROMset" specifically.
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CPS3 games do not work like standard ROMs. They require: Some MAME versions require CHD files (Compressed Hard