If you are interested in finding out more about speech recognition with Weighted Finite-State Transducers, take a look at the following resources,

Speech Recognition with Weighted Finite-State Transducers (.pdf) by Mohri et. al. (the canonical reference)

Introduction to the Use of Weighted Finite State Transducers (WFSTs) in Speech and Language Processing (.pdf) by Paul R. Dixon