Before revision:  Besides, to better understand relations, we employ a relation discrimination task which distinguishes whether two entity pairs are close or not in relational semantics . Experimental results demonstrate that our proposed ERICA framework achieves consistent improvements on several document-level language understanding tasks, including relation extraction and reading comprehension , especially under low resource setting.
After revision:  Besides, to better understand relations, we employ a relation discrimination task which distinguishes whether two entity pairs are close or not semantically, which involves complex relational reasoning . Experimental results demonstrate that our proposed ERICA framework achieves consistent improvements on several document-level language understanding tasks, including relation extraction and reading comprehension , especially under low resource setting.