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QUESTION AND ANSWERING
Overview
What is Question Answering? Why use it? How does it work? Problems Examples Future
What is it?
Definition of Question Answering Examples
AskJeeves is probably most well known example
AnswerBus is an open-domain question answering system
Ionaut, EasyAsk, AnswerLogic, AnswerFriend, Start, LCC, Quasm, Mulder, Webclopedia, etc.
Why use it?
From AskJeeves “Search engines do not speak your language. They make you speak their language; a language that's strange, confusing, and includes words that no one is entirely sure of their meaning.”
QA engines attempt to let you ask your question the way you'd normally ask it .
Inexperienced users Document=Answer?
How does it work?
Natural Language Processing Semantic Processing Syntactic Processing Parsing
Knowledge Base Answer Processing
Natural Language Processing (NLP) Engines have unique processes
START-Natural Language System Parsing Natural Language Annotation Processing Component
QA System Output
AnswerBus Sentences
AskJeeves Documents
IONAUT Passages
LCC Sentences
Mulder Extracted answers
QuASM Document blocks
START Mixture
Webclopedia Sentences
Answer Processing
AskJeeves
Has own knowledge base and uses partners to answer questions
Catalogues previous questions Answer processing engine
Question template response
AnswerBus
Problems
How and Why questions What questions
What happened? What did we do?
Answer Quality Correct?? Answer Presentation
Correct? (From Webclopedia) Question: Where do lobsters like to live?
Answer: on a Canadian airline Question: Where do hyenas live?
Answer: in Saudi ArabiaAnswer: in the back of pick-up trucks
Question: Where are zebras most likely found?Answer: near dumpsAnswer: in the dictionary
Question: Why can't ostriches fly?Answer: Because of American economic sanctions Collected by Ulf Hermjakob --November 29, 2001
(TREC) -- Text Retrieval Conference Yearly information retrieval competition Began in 1992: QA in 1999 In order to encourage research into systems
that return answers rather than document lists.
Q’s are open domain, closed class A’s are less than 50 chars and entities or
noun phrases
(TREC) -- Text Retrieval Conference 500 Questions in 2001
Some answers = nil; large difficulty Lots of definition questions
QA list tasks Name 4 cities that have a “Shubert” theater.
QA context tasks How many species of spiders are there? How many are poisonous to humans? What percentage of spider bites in the US are fatal?
Example Questions and Results What river in the US is known as the Big
Muddy?
AskJeeves AnswerBus Google
Example Questions and Results What person’s head is on a dime?
AskJeeves AnswerBus AltaVista
Example Questions and Results Show some paintings by Claude Monet
START
Looking Ahead
User Demand Enormous Interest in Problem Successes
Conclusion
Question and Answering and Search Engines Why its used Future
Moore’s Law for QA???
Sources
AskMSR: Question Answering Using the Worldwide Web Michele Banko, Eric Brill, Susan Dumais, Jimmy Lin http://www.ai.mit.edu/people/jimmylin/publications/Banko-et
al-AAAI02.pdf
In Proceedings of 2002 AAAI SYMPOSIUM on Mining Answers from Text and Knowledge Bases, March 2002
Web Question Answering: Is More Always Better? Susan Dumais, Michele Banko, Eric Brill, Jimmy Lin,
Andrew Ng http://research.microsoft.com/~sdumais
/SIGIR2002-QA-Submit-Conf.pdf
Sources AnswerBus
www.answerbus.com http://misshoover.si.umich.edu/~zzheng/qa-new/ http://www2002.org/CDROM/poster/203/
AskJeeves http://www.ask.co.uk/docs/about/what_is.asp
Webclopedia http://trec.nist.gov/pubs/trec9/papers/webclopedia.pdf http://www.isi.edu/natural-language/projects/webclopedia/
Start http://www.ai.mit.edu/projects/infolab/ailab.html
Text Retrieval Conference http://trec.nist.gov/presentations/TREC10/qa/