Language Models Stochastic Language Models Models probability of generating strings in the language(commonly all strings over alphabet 2) Model m 0.2 the the man likes the woman 0.1 0.01 man 0.20.010.020.20.01 0.01 woman 0.03 said multiply 0.02 likes P(S|M)=0.0000008Language Models 7 Stochastic Language Models ▪ Models probability of generating strings in the language (commonly all strings over alphabet ∑) 0.2 the 0.1 a 0.01 man 0.01 woman 0.03 said 0.02 likes … the man likes the woman 0.2 0.01 0.02 0.2 0.01 multiply Model M P(s | M) = 0.00000008