Outcome reward vs process reward models. The second is obviously better.. like getting partial credit on a physics test for wrong answers but correct method. Research is gradually hybridizing them but historically we avoided doing it the right way because of practical difficulties (labels required, more expensive and difficult) and more ideological ones (believers in magical machine intuition think it sounds too classical / logic based to be useful, pin their hopes on unproven faith in grokking at scale).