If you are using a Unix-based system (e.g. Linux or Mac OSX) you could try removing the debugging information included in the executable by building it with the -w flag:
go build -ldflags "-w" prog.go
The file sizes are reduced dramatically.
For more details visit the GDB’s page: http://golang.org/doc/gdb