QUESTION AND ANSWERING - PowerPoint PPT Presentation

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QUESTION AND ANSWERING

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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 ... – PowerPoint PPT presentation

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Title: QUESTION AND ANSWERING


1
QUESTION AND ANSWERING
2
Overview
  • What is Question Answering?
  • Why use it?
  • How does it work?
  • Problems
  • Examples
  • Future

3
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.

4
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
  • DocumentAnswer?

5
How does it work?
  • Natural Language Processing
  • Semantic Processing
  • Syntactic Processing
  • Parsing
  • Knowledge Base
  • Answer Processing

6
Natural Language Processing (NLP)
  • Engines have unique processes
  • START-Natural Language System
  • Parsing
  • Natural Language Annotation
  • Processing Component

7
Answer Processing
QA System Output
AnswerBus Sentences
AskJeeves Documents
IONAUT Passages
LCC Sentences
Mulder Extracted answers
QuASM Document blocks
START Mixture
Webclopedia Sentences
8
AskJeeves
  • Has own knowledge base and uses partners to
    answer questions
  • Catalogues previous questions
  • Answer processing engine
  • Question template response

9
AnswerBus
10
Problems
  • How and Why questions
  • What questions
  • What happened?
  • What did we do?
  • Answer Quality
  • Correct??
  • Answer Presentation

11
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

12
(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.
  • Qs are open domain, closed class
  • As are less than 50 chars and entities or noun
    phrases

13
(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?

14
Example Questions and Results
  • What river in the US is known as the Big Muddy?
  • AskJeeves
  • AnswerBus
  • Google

15
Example Questions and Results
  • What persons head is on a dime?
  • AskJeeves
  • AnswerBus
  • AltaVista

16
Example Questions and Results
  • Show some paintings by Claude Monet
  • START

17
Looking Ahead
  • User Demand
  • Enormous Interest in Problem
  • Successes

18
Conclusion
  • Question and Answering and Search Engines
  • Why its used
  • Future
  • Moores Law for QA???

19
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-etal-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-Q
    A-Submit-Conf.pdf

20
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/webcl
    opedia/
  • Start
  • http//www.ai.mit.edu/projects/infolab/ailab.html
  •  Text Retrieval Conference
  • http//trec.nist.gov/presentations/TREC10/qa/

21
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