Right option is (a) True
To elaborate: It can be observed from the expression SNR=6.02*B+1.76+10log\((\frac{f_s}{2f_{max}})\), as the sampling frequency increases, SNR increases. This is the principle behind Sigma-Delta ADC. The amount of oversampling is given by the ratio of sampling frequency to Nyquist frequency.