thats not memory (RAM) , but SSD or hard disk storage.
See here for answer about the OTHER which is taking up space:
http://pondini.org/TM/30.html
and here:
http://pondini.org/OSX/DiskSpace.html
See Kappys excellent note on the rest of “other” files taking up your space:
What is "Other" and What Can I Do About It?
Its not applications, its being reported incorrectly.
You need to reindex your system.
http://support.apple.com/kb/ht2409
also SMC reset your system.
SMC reset
- Shut down the computer.
- Plug in the MagSafe power adapter to a power source, connecting it to the Mac if its not already connected.
- On the built-in keyboard, press the (left side) Shift-Control-Option keys and the power button at the same time.
- Release all the keys and the power button at the same time.
- Press the power button to turn on the computer.
Note: The LED on the MagSafe power adapter may change states or temporarily turn off when you reset the SMC.