Conclusions
• Proposed a novel fuzzy relation matching
method for factoid QA passage retrieval
– Brings dramatic 70%+ improvement over the state-of-
the-art systems
– Brings further 50% improvement over query
expansion
– Future QA systems should bring in relations between
words for better performance
• Query expansion should be integrated to relation
matching seamlessly