2012 · 77 citations · 35 references
ComputingComputer ScienceNatural Language ProcessingNatural Language Understanding
Supervised learning applied to answer re-ranking can highly improve on the overall accuracy of question answering (QA) systems. The key aspect is that the relationships and properties of the question/answer pair composed of a question and the supporting passage of an answer candidate, can be efficiently compared with those captured by the learnt model.
35
Making Large-Scale SVM Learning Practical
Thorsten Joachims · Technical reports · 2006 · 4.3K citations · Full text
Query expansion using lexical-semantic relations
1994 · 873 citations
New ranking algorithms for parsing and tagging
Michael Collins, Nigel Duffy · 2001 · 509 citations · Full text
Filip Radlinski, Thorsten Joachims · 2005 · 478 citations
Ellen M. Voorhees · 2001 · 469 citations