We partitioned the TIMIT data into training, development, and (core) test sets according to standard practice (Lee and Hon, 1989;Gunawardana et al., 2005;Sha and Saul, 2006).
we excluded all sa sentences and mapped the 61 phonetic labels in TIMIT down to 48 classes before training our HMMs.