Adding the CRF layer further improves the performance of the paragraphlevel model on long paragraphs (with 10 or more clauses), while the influences to the performance are mixed on short paragraphs.
it is beneficial to model wider paragraph-level contexts and inter-dependencies between clauses for situation entity type classification, especially when processing long paragraphs.