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Questions Online:
What, Where, and
Why Should we Care?
Pavel Braslavski
09/04/2015
2
QUESTION ANSWERING
3
Question Answering
• A long tradition of research
• Text document collection + natural language
questions  concise answer
• TREC QA 1999-2007
– text search, some parsing and textual entailment
• Mostly factoids
– How much folic acid should an expectant mother
get daily?
– What is the population of the Bahamas?
4
QUESTION IN WEB SEARCH
5
Question Queries (QQ)
• About 2-3% of all queries
• The share is growing (!)
• Somewhat longer
• More unique queries
• Worse results compared to keyword queries
(at least until recently)
• how is the leader (i.e. not factoids)
6
7
Question types
как сделать
что такое
как правильно
можно ли
сколько стоит
о чем
что делать
как узнать
как установить
где купить
from 1B Yandex QQ
8
Why more questions?
• Natural UX
• Low search proficiency
• Users switch to questions when fail to
formulate a good keyword query
• Question + answer online (more later)
• Voice search (!)
9
10
11
12
13
Modern Search
• Information need as questions
– More context, relations
• From terms to concepts, from text search to
inference
– Google Knowledge Graph, Facebook Graph Search
(i.e. more knowledge-rich approach)
• Concise answer
14
QUESTION IN SOCIAL MEDIA
15
16
Community QA
17
CQA-related tasks
• Quality estimation
• Questions & answers recycling
• Expert finding
• Etc.
18
Real World vs. CQA data
0
0,02
0,04
0,06
0,08
200
400
600
800
1000
1200
ARI rate vs. 'flu' topic
0
0,1
0,2
0,3
0,4
0,5
-2
-1
0
1
2
3
4
5
rain vs. 'runny nose' topic
20
Asking Friends
Questions on Twitter & FB
• ~3% of tweets convey an information need
• Correlate with search queries
• Recommendations, opinions
21
Facebook
References
• Children ask Yandex,
https://company.yandex.ru/researches/figures/2013/ya_kids_questions.xml
• Google 2014 Trends: top questions,
https://www.google.com/trends/2014/story/top-questions.html
• Ch. Manning, P. Nayak. Web Question Answering (lecture slides),
http://web.stanford.edu/class/cs276/handouts/lecture19-Web-QA.pptx
• D. Ferrucci et al. Building Watson: An Overview of the DeepQA Project. AI
Magazine, 31(3), 2010.
• A. Shtok et al. Learning from the Past: Answering New Questions with Past
Answers. WWW’2012.
• B. Pang and K. Kumar. Search in the Lost Sense of “Query”: Question Formulation
in Web Search Queries and its Temporal Changes. HLT '2011.
• Z. Zhao and Q. Mei. Questions about questions: An empirical analysis of
information needs on Twitter. WWW 2013.
• Q. Liu et al. When web search fails, searchers become askers: Understanding the
transition. SIGIR’2012.
• M. Ringel Morris, J. Teevan, and K. Panovich. What do people ask their social
networks, and why?: A survey study of status message Q&A behavior. CHI’2010.
22
• Put RuSSIR pic here
• Annual event
• 100+ participants
• 4th RuSSIR: Voronezh 13-18 September
• http://romip.ru/russir2010/
23
RuSSIR 2015
Saint-Petersburg, 24--28 August 2015
Application deadline: 20 April, 2015
http://russir.org
24
Pavel Braslavski
pbras@yandex.ru

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Pavel Braslavsky - Questions Online: What, Where, and Why Should we Care?

  • 1. Questions Online: What, Where, and Why Should we Care? Pavel Braslavski 09/04/2015
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  • 4. Question Answering • A long tradition of research • Text document collection + natural language questions  concise answer • TREC QA 1999-2007 – text search, some parsing and textual entailment • Mostly factoids – How much folic acid should an expectant mother get daily? – What is the population of the Bahamas? 4
  • 5. QUESTION IN WEB SEARCH 5
  • 6. Question Queries (QQ) • About 2-3% of all queries • The share is growing (!) • Somewhat longer • More unique queries • Worse results compared to keyword queries (at least until recently) • how is the leader (i.e. not factoids) 6
  • 7. 7
  • 8. Question types как сделать что такое как правильно можно ли сколько стоит о чем что делать как узнать как установить где купить from 1B Yandex QQ 8
  • 9. Why more questions? • Natural UX • Low search proficiency • Users switch to questions when fail to formulate a good keyword query • Question + answer online (more later) • Voice search (!) 9
  • 10. 10
  • 11. 11
  • 12. 12
  • 13. 13
  • 14. Modern Search • Information need as questions – More context, relations • From terms to concepts, from text search to inference – Google Knowledge Graph, Facebook Graph Search (i.e. more knowledge-rich approach) • Concise answer 14
  • 15. QUESTION IN SOCIAL MEDIA 15
  • 16. 16
  • 18. CQA-related tasks • Quality estimation • Questions & answers recycling • Expert finding • Etc. 18
  • 19. Real World vs. CQA data 0 0,02 0,04 0,06 0,08 200 400 600 800 1000 1200 ARI rate vs. 'flu' topic 0 0,1 0,2 0,3 0,4 0,5 -2 -1 0 1 2 3 4 5 rain vs. 'runny nose' topic
  • 21. Questions on Twitter & FB • ~3% of tweets convey an information need • Correlate with search queries • Recommendations, opinions 21 Facebook
  • 22. References • Children ask Yandex, https://company.yandex.ru/researches/figures/2013/ya_kids_questions.xml • Google 2014 Trends: top questions, https://www.google.com/trends/2014/story/top-questions.html • Ch. Manning, P. Nayak. Web Question Answering (lecture slides), http://web.stanford.edu/class/cs276/handouts/lecture19-Web-QA.pptx • D. Ferrucci et al. Building Watson: An Overview of the DeepQA Project. AI Magazine, 31(3), 2010. • A. Shtok et al. Learning from the Past: Answering New Questions with Past Answers. WWW’2012. • B. Pang and K. Kumar. Search in the Lost Sense of “Query”: Question Formulation in Web Search Queries and its Temporal Changes. HLT '2011. • Z. Zhao and Q. Mei. Questions about questions: An empirical analysis of information needs on Twitter. WWW 2013. • Q. Liu et al. When web search fails, searchers become askers: Understanding the transition. SIGIR’2012. • M. Ringel Morris, J. Teevan, and K. Panovich. What do people ask their social networks, and why?: A survey study of status message Q&A behavior. CHI’2010. 22
  • 23. • Put RuSSIR pic here • Annual event • 100+ participants • 4th RuSSIR: Voronezh 13-18 September • http://romip.ru/russir2010/ 23 RuSSIR 2015 Saint-Petersburg, 24--28 August 2015 Application deadline: 20 April, 2015 http://russir.org