The Bengali speech corpus that we have on kay is Shruti. It includes the transcriptions and the phonetic dictionary. More information about it can be found here: http://cse.iitkgp.ac.in/~pabitra/shruti_corpus.html
UPDATE: We have another Bengali corpus now: IARPA Babel Bengali