conditional probability for the next word: $P(w_n|w_{1:n-1}) \approx P(w_n|w_{n-N+1:n-1})$ probability of a complete word sequence: $P(w_{1:n}) \approx \Pi^n_{k=1}P(w_k|w_{k-N+1:k-1})$