Next, we collect counts over aligned phrase sequences and use the relative frequencies to estimate the probability distribution in Table 2(2).
for smaller training corpora, unseen foreignlanguage phrase sequences are a problem, so we implemented a simple backoff method which assigns probability to translations of unseen foreign-language phrase sequences.