Language Models Stochastic Language Models Model probability of generating any string Model mi Model m2 0.2 the 0.2th 0.0001cass the class pleaseth yon maiden 0.01 class 0.0001 sayst 0.03 sayst 0.2 0.010.00010.00010.0005 0.001 oleasethll0.02 pleaseth)0200100201001 0.0001yon yon 0.0005 m aiden 0.01 m aiden (SM2)> P(SM1) 0.01 wom an 0.0001 woman 8Language Models 8 Stochastic Language Models ▪ Model probability of generating any string 0.2 the 0.01 class 0.0001 sayst 0.0001 pleaseth 0.0001 yon 0.0005 maiden 0.01 woman Model M1 Model M2 the class pleaseth yon maiden 0.2 0.01 0.0001 0.0001 0.0005 0.2 0.0001 0.02 0.1 0.01 P(s|M2) > P(s|M1) 0.2 the 0.0001 class 0.03 sayst 0.02 pleaseth 0.1 yon 0.01 maiden 0.0001 woman