ELF (Executable and Linkable Format) is a binary file format used in Linux and other Unix-like operating systems. In the context of PS2MAME, ELF refers to a specific type of executable file used by the emulator. ELF files contain machine code that can be executed directly by the emulator, allowing for efficient and fast emulation.