TASK DEFINITION: In this task, you are given Yelp reviews. The task is to classify a review as "POSITIVE" if the overall sentiment of the review is positive or as "NEGATIVE" if the overall sentiment of the review is negative.
PROBLEM: Well the one good thing that I can say about Jimmy's is that the older lady who works the front is very kind.

I ordered a standard Gyro. After a few tasteless bites, I noticed that the meat was almost a shade of grey. The sauce was weak and flavorless. The side of fried were like crinkle-cut, obviously frozen, mushy, and undercooked.

Our antipasto salad had sliced generic deli meat, wilted lettuce, and was plain awful. How can you mess up a salad so badly?

My wife ordered the pan seared trout. The trout was obviously previously frozen, overdone, and with an exterior of greasy flour. The vegetables (carrots/peas) had obviously been kept at a appropriate serving temperature for so long that they had become soggy and flavorless-the consistency of canned peas.

The decor needs a Restaurant Impossible makeover. It is dated and tacky. We did like the family historical photos but they were overshadowed by the horrible decor. The plastic covered menus were sticky and dirty.

We will not be back. Seems like a place which lost its mojo.

SOLUTION: NEGATIVE

PROBLEM: My friend and I decided to eat here tonight for dinner after work, to grub on some hot carrots from their salsa bar. I haven't been here before and thought it was an authentic Mexican restaurant, but once I got in, I realized it was more like a dive Mexican fast food joint, like Roberto's. Their salsa bar was exactly like Roberto's as well.

Please be advised, there's a lot stuff on their menu and nothing's worse than holding up the line because you're still deciding, so maybe getting hold of a take out menu or asking a friend prior to going so you know what you want. This place fills up fast!

I got the Carnitas (pork) burrito for $4.75. WELL WORTH THE PRICE. Their burritos are HUGE! This burrito is filled with guacamole, onions and cilantro. The pork is crispy and soooo flavorful! I was a huge fan. I even told my friend that although the flavor is just like Roberto's, the one thing I've noticed is that as I bite into the burrito, I noticed that there is no dripping oil from the bottom, like Roberto's. I was stoked!

The fact that the place filled up fast really proved how good the food was. I know that there are more Roberto's restaurants out there, but quality always prevails over quantity. Mexican food is probably the last thing I would choose to eat, but when I do, I know I will be choosing Fausto's again!!

SOLUTION: POSITIVE

PROBLEM: What a disappointment. I ordered a shake and fries as a snack. The shake had far to much milk, it was more chocolate milk than chocolate shake. The fries didn't arrive for 10 minutes, and I wish they'd never shown up. They were greasy, tired, and deeply disappointing. We receives a $5 certificate as an apology, but gave it to another patron since we will not be returning. HOWEVER, the staff was friendly and the manager was very responsive. Hopefully we just arrived on a bad day.

SOLUTION:
NEGATIVE