sentence1: we address this issue , and investigate whether alignment models for qa can be trained from artificial question-answer pairs generated from discourse structures imposed on free text .
sentence2: we propose two inexpensive methods for training alignment models solely using free text , by generating artificial question-answer pairs from discourse structures .