The general formula for absolute discounting for calculating language model probabilities subtracts a discounting parameter d from the count of the ngram before calculating the probabilities.
The perplexity of the model first decreases as d increases, and then later starts increasing again.
What is the reason behind this change? Why does the perplexity decrease first and then start increasing again?