UMD is faulty. I know this is the case coz Resistance and Chains of Olympus are running perfectly. CoO had a few hiccups when I ran it for a test run earlier, but I can play just fine.
GoS for some reason, initially, would start up then keep showing me the prompt to quit the game at random and now, it's as if the PSP doesn't read the disc at all :S