I just want to give an update. After our system administrator ran ./OPLupdate again, the "Open Library Problem" and "Advanced Search" buttons work now. Everything seems to work now. But I still don't know why it worked.
Looking back, maybe after I changed the the library links as Michael suggested, I should run ./OPLupdate?
Thank you guys for all your help. I really appreciate it.