As the probabilities p, p 1 , and p 2 are determined by maximum-likelihood estimation (MLE) and the null hypothesis includes fewer parameters than the alternative hypothesis, the ratio log λ is asymptotically χ 2 -distributed and can thus be used as a test statistic.
we have decided to employ different hypotheses for abbreviation detection.