It has been found that both the shallow processing techniques of IR, as well as the more linguistic-oriented natural language processing techniques are needed to perform well on the TREC-8 QA track.
for our current QA work on reading comprehension, because the answer for each question comes from the associated story, no sophisticated IR indexing and retrieval techniques are used.