The Russian started but was substituted during the Gunners' Champions League win in Marseille on Tuesday, and has been inconsistent so far this season.
"Arshavin's been a poor buy. His enthusiasm doesn't seem to be there," said Graham.
"Against Marseille, and in the past, he's looked like he doesn't want to be there. He's not been good enough, for me."