It stands for "Tape Archive." What, you don't have a tape drive? Guess you're fucked, then.
No, seriously, it's a UNIX-based file archiving format. I'm pretty Stuffit Expander can handle it, if you're on Windows. On a Mac, it shouldn't be a problem since all that UNIX-y stuff is already in the OS.