Version 12.3.1-2.1 is a maintenance release of the xPack GNU AArch64 Embedded GCC package; it fixes the GNU/Linux GDB issues with loading ELF files.
Note: According to the versioning scheme, this should have been 12.3.1-1.2. Sorry for the possible confusion.