In the recent twenty or thirty years, a great interest in computational linguistics is paid to the application of statistical methods. Starting with the domain of speech recognition, this trend has become quite obvious also in the analysis of other linguistic domains.
In the invited paper, the authors analyze the pros and cons for these methods, in relation to rule-based approaches and argue for a hybrid methodology.