Are the models using logistic regression? I’ve seen logistic regression models end up in 60-70% accuracy band while deep neural network models end up in 80-90%

Are the models using logistic regression? I’ve seen logistic regression models end up in 60-70% accuracy band while deep neural network models end up in 80-90% with such data sets