TASK DEFINITION: In this task, you are given music product reviews in English language. The goal is to classify the review as "POS" if the overall sentiment of the review is positive or as "NEG" if the overall sentiment of the review is negative.
PROBLEM: Patchy at best and nothing to be so proud . except for Ray of Light, which is one of the best pop songs of 90s, the Power of Goodbye, Beautiful Stranger and Deeper and Deeper. Where are the remixes of Don't Cry for me Argentina, or You Must Love Me or the remake of American Pie? The half of the album is full of silly ballads and R&B-scented numbers like the rubbish It's Human Nature, the sleep-inducing (but mean to be a good ballad) Take A Bow which is the same with all Babyface songs, Bedtime Story which is the same as ever with anything Bjork has done in the past and so-so Secret. Frozen seems to be a nice standout but it doesn't feel sincere, and more or less sounds like Power of Goodbye... and the Music album was one of the worst albums Madonna crapped out so singles should not be different. All in all, Madonna is not a slow number singer; her voice terribly sounds weaker than her dance numbers and that's why this greatest hits album was not successful as Immaculate Collection because the singles were already bad. This album reflects the spiral-down of Madonna through 90s to 2000s (except Ray of Light where she struck gold) where she hit the bottom with American Life and has not recovered herself. Go buy Immaculate Collection, Ray of Light album, down load one or two other songs at your disposal and you will have the good things Madonna has produced among the heap of redundant mass called pop music.

SOLUTION: NEG

PROBLEM: Just get this CD and you will be happy . Ralph Stanley is a God of bluegrass and this CD shows us why. The man's voice has such character and presence and power. The music is as good as bluegrass gets and the harmonies are great. There is a good variety of music on this CD. From barn burners to slow mournful dirges, its all here. You wouldnt think that an album full of songs about death would be uplifting, but it is. Highly Recommended

SOLUTION: POS

PROBLEM: Do Not Die Without First Hearing This Album . Holy Toledo! What a mix of unbelievable sounds. From the most haunting melodies to the rockinest guitars ever heard with sounds inbetween you've never imagined. It's unnerving and riveting and shocking and there's a crazy edge to it that kind of stuns the senses because they can't be sure they're really hearing what they've just heard. Highly addictive. Highly unusual but an absolute must have listening experience. "Baby's on Fire" and "Cindy tells me" are worth the price by themselves. I can't live without cranking this thing up two or three times a month and listening to it 2-3 times straight. I'm going to shut up now because I have to go listen to it again. All the cudos from other reviewers here are dead on. This is one amazing album that I will be drawn to 30 years from now and I've had the vinyl since '74. The CD is perfection. This is an underground classic

SOLUTION:
POS