They advertise food until 2am which is probably the best thing about The Graduate. There are four or five in town and they're all low key watering holes with menu items like wings and sammiches.
If you're walking around Plaza Midwood and can absolutely not recognize anything in the neighborhood as food, if you make it to the corner of Central Ave & The Plaza (right next door to the Subway and the used book store) you will feel at home.
Just be careful you don't get trapped into coming here every day or you'll end up like Bluto in Animal House instead of Benjamin Braddock.