For each b 1 ∈ Σ , we define: We then have, for every b ∈ Σ : Furthermore, we have: , and: The rest of the parameter updates can easily be derived using the above updates because of the sumto-1 constraints in Eq.
in standard practice for natural language parsing, transitions are always specified by some finite mean.