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I'm trying to build a model which separates positive and negative classes and assigns the label.

I have a multi-label review dataset for example:

No Review Label
1 Phone is good but charger is not working [Phone, Charger]
2 Phone is not working but earphone is working fine [Phone, Earphone]

How do I classify the opinion on this like below

Expected:

No Review Label Positive Negative
1 Phone is good but charger is not working [Phone, charger] [Phone] [charger]
2 Both Phone and earphone are not working [Phone, Earphone] [] [Phone, Earphone]

Please direct me on how to approach

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