Paper shet is the Poor Conductor of electricity. So it does not allow the flow of electric current. Paper sheet is dielectric material and increase the capacitance. C=ε0εr
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εr↑⇒C↑ For constant charge [q = CV] capacitance value increase then potential difference between the plate will Reduce.