sentence1: to test whether a better set of initial parameter estimates can improve model 1 alignment accuracy , we use a heuristic model based on the loglikelihood-ratio statistic recommended by dunning .
sentence2: to identify these terms , we use the log-likelihood statistic suggested by dunning and first used in summarization by lin and hovy .