Second, we use an agglomerative inference procedure, which greedily merges cognate groups that result in the greatest gain in likelihood.
for all pairs of cognate groups g a with words w a and g b with words w b , we compute the score: This score is the difference between the log probability of generating two cognate groups jointly and generating them separately.