In the script, the charity they were raising money for was the Luthor Center For the Blind. But it seems to me, if I recall correctly, that the episode doesn't say what the charity is.
On the other hand, there may be a sign or something in the background that tells the charity. Although I'm not entirely sure about that.
(I watched and read that episode alot when I was writing my story for the fundraiser
)
ML