SlideShare une entreprise Scribd logo
1  sur  19
Improving a Question Answering System for Romanian Using Textual Entailment Adrian Iftene, Alexandra Balahur-Dobrescu {adiftene, abalahur}@info.uaic.ro „ Al. I. Cuza“ University, Iasi, Romania Faculty of Computer Science
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Textual Entailment ,[object Object],[object Object],[object Object],[object Object],[object Object]
System presentation Resources Initial   data DIRT Minipar module Dependency trees for  (T, H) pairs LingPipe module Named entities for  (T, H) pairs Final result Core   Module3 Core Module2 Core Module1 Acronyms Background knowledge Wordnet P2P  Computers Wikipedia
GATE for Romanian ,[object Object],[object Object]
Acronyms database ,[object Object],[object Object],[object Object]
The Background Knowledge ,[object Object],[object Object],Chinese [in] China II [is] February America [is] United States of America American [in] America Bucharest [in] Romania
Fitness calculation ,[object Object],[object Object],[object Object]
Fitness calculation (cont…) ,[object Object]
Fitness calculation (cont…) 7 1961 11 4 1899 10 - an 9 - trăi, exista, vieţui 8 32 American, America, US, USA 7 12 povestire, mit, parabolă, naraţiune 6 11, 31 realizator, producător, creator, participant, autor 5 10 novelist 4 9 romancier, scriitor 3 8, 30 faimos, celebru, excelent 2 1 Ernest Hemingway 1 Positions in Text Word No
Fitness calculation (cont…)
QA System
Using the TE system in the QA system ,[object Object],[object Object],[object Object]
Example ,[object Object],[object Object],[object Object],[object Object]
Example (cont…) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Results ,[object Object],[object Object],[object Object]
Conclusions & Future Work ,[object Object],[object Object],[object Object]
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object]

Contenu connexe

Plus de Faculty of Computer Science

Using opinion mining techniques for early crisis detection
Using opinion mining techniques for early crisis detectionUsing opinion mining techniques for early crisis detection
Using opinion mining techniques for early crisis detectionFaculty of Computer Science
 
I See You, You Can't See Me: On People's Perception About Surveillance In Po...
I See You, You Can't See Me: On People's Perception About Surveillance In Po...I See You, You Can't See Me: On People's Perception About Surveillance In Po...
I See You, You Can't See Me: On People's Perception About Surveillance In Po...Faculty of Computer Science
 
Question Answering for Machine Reading Evaluation on Romanian and English
Question Answering for Machine Reading Evaluation on Romanian and EnglishQuestion Answering for Machine Reading Evaluation on Romanian and English
Question Answering for Machine Reading Evaluation on Romanian and EnglishFaculty of Computer Science
 
Question Answering on Romanian, English and French Languages
Question Answering on Romanian, English and French LanguagesQuestion Answering on Romanian, English and French Languages
Question Answering on Romanian, English and French LanguagesFaculty of Computer Science
 
Recovering Diacritics using Wikipedia and Google
Recovering Diacritics using Wikipedia and GoogleRecovering Diacritics using Wikipedia and Google
Recovering Diacritics using Wikipedia and GoogleFaculty of Computer Science
 
Hypothesis Transformation and Semantic Variability Rules Used in RTE
Hypothesis Transformation and Semantic Variability Rules Used in RTEHypothesis Transformation and Semantic Variability Rules Used in RTE
Hypothesis Transformation and Semantic Variability Rules Used in RTEFaculty of Computer Science
 
A Distributed Architecture System for Recognizing Textual Entailment
A Distributed Architecture System for Recognizing Textual EntailmentA Distributed Architecture System for Recognizing Textual Entailment
A Distributed Architecture System for Recognizing Textual EntailmentFaculty of Computer Science
 
Formalizing Peer-to-Peer Systems based on Content Addressable Network
Formalizing Peer-to-Peer Systems based on Content Addressable NetworkFormalizing Peer-to-Peer Systems based on Content Addressable Network
Formalizing Peer-to-Peer Systems based on Content Addressable NetworkFaculty of Computer Science
 

Plus de Faculty of Computer Science (13)

Using opinion mining techniques for early crisis detection
Using opinion mining techniques for early crisis detectionUsing opinion mining techniques for early crisis detection
Using opinion mining techniques for early crisis detection
 
Augmented reality
Augmented realityAugmented reality
Augmented reality
 
I See You, You Can't See Me: On People's Perception About Surveillance In Po...
I See You, You Can't See Me: On People's Perception About Surveillance In Po...I See You, You Can't See Me: On People's Perception About Surveillance In Po...
I See You, You Can't See Me: On People's Perception About Surveillance In Po...
 
Named Entity Recognition for Romanian
Named Entity Recognition for RomanianNamed Entity Recognition for Romanian
Named Entity Recognition for Romanian
 
Question Answering for Machine Reading Evaluation on Romanian and English
Question Answering for Machine Reading Evaluation on Romanian and EnglishQuestion Answering for Machine Reading Evaluation on Romanian and English
Question Answering for Machine Reading Evaluation on Romanian and English
 
Identify Experts from a Domain of Interest
Identify Experts from a Domain of Interest Identify Experts from a Domain of Interest
Identify Experts from a Domain of Interest
 
Question Answering on Romanian, English and French Languages
Question Answering on Romanian, English and French LanguagesQuestion Answering on Romanian, English and French Languages
Question Answering on Romanian, English and French Languages
 
Recovering Diacritics using Wikipedia and Google
Recovering Diacritics using Wikipedia and GoogleRecovering Diacritics using Wikipedia and Google
Recovering Diacritics using Wikipedia and Google
 
UAIC Participation at RTE4
UAIC Participation at RTE4UAIC Participation at RTE4
UAIC Participation at RTE4
 
Hypothesis Transformation and Semantic Variability Rules Used in RTE
Hypothesis Transformation and Semantic Variability Rules Used in RTEHypothesis Transformation and Semantic Variability Rules Used in RTE
Hypothesis Transformation and Semantic Variability Rules Used in RTE
 
A Distributed Architecture System for Recognizing Textual Entailment
A Distributed Architecture System for Recognizing Textual EntailmentA Distributed Architecture System for Recognizing Textual Entailment
A Distributed Architecture System for Recognizing Textual Entailment
 
Graph Coloring using Peer-to-Peer Networks
Graph Coloring using Peer-to-Peer NetworksGraph Coloring using Peer-to-Peer Networks
Graph Coloring using Peer-to-Peer Networks
 
Formalizing Peer-to-Peer Systems based on Content Addressable Network
Formalizing Peer-to-Peer Systems based on Content Addressable NetworkFormalizing Peer-to-Peer Systems based on Content Addressable Network
Formalizing Peer-to-Peer Systems based on Content Addressable Network
 

Dernier

Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesKeppelCorporation
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfJos Voskuil
 
Investment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy CheruiyotInvestment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy Cheruiyotictsugar
 
Kenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby AfricaKenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby Africaictsugar
 
8447779800, Low rate Call girls in Rohini Delhi NCR
8447779800, Low rate Call girls in Rohini Delhi NCR8447779800, Low rate Call girls in Rohini Delhi NCR
8447779800, Low rate Call girls in Rohini Delhi NCRashishs7044
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...ictsugar
 
8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCRashishs7044
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis UsageNeil Kimberley
 
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607dollysharma2066
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Kirill Klimov
 
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdfNewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdfKhaled Al Awadi
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMintel Group
 
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menzaictsugar
 
Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.Anamaria Contreras
 
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / NcrCall Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncrdollysharma2066
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Riya Pathan
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy Verified Accounts
 
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City GurgaonCall Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaoncallgirls2057
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCRashishs7044
 

Dernier (20)

Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation Slides
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdf
 
Investment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy CheruiyotInvestment in The Coconut Industry by Nancy Cheruiyot
Investment in The Coconut Industry by Nancy Cheruiyot
 
Kenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby AfricaKenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby Africa
 
8447779800, Low rate Call girls in Rohini Delhi NCR
8447779800, Low rate Call girls in Rohini Delhi NCR8447779800, Low rate Call girls in Rohini Delhi NCR
8447779800, Low rate Call girls in Rohini Delhi NCR
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
 
8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage
 
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024
 
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdfNewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdf
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 Edition
 
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
 
Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.Traction part 2 - EOS Model JAX Bridges.
Traction part 2 - EOS Model JAX Bridges.
 
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / NcrCall Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
 
Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail Accounts
 
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City GurgaonCall Us 📲8800102216📞 Call Girls In DLF City Gurgaon
Call Us 📲8800102216📞 Call Girls In DLF City Gurgaon
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
 

Improving Romanian Question Answering Using Textual Entailment

  • 1. Improving a Question Answering System for Romanian Using Textual Entailment Adrian Iftene, Alexandra Balahur-Dobrescu {adiftene, abalahur}@info.uaic.ro „ Al. I. Cuza“ University, Iasi, Romania Faculty of Computer Science
  • 2.
  • 3.
  • 4. System presentation Resources Initial data DIRT Minipar module Dependency trees for (T, H) pairs LingPipe module Named entities for (T, H) pairs Final result Core Module3 Core Module2 Core Module1 Acronyms Background knowledge Wordnet P2P Computers Wikipedia
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10. Fitness calculation (cont…) 7 1961 11 4 1899 10 - an 9 - trăi, exista, vieţui 8 32 American, America, US, USA 7 12 povestire, mit, parabolă, naraţiune 6 11, 31 realizator, producător, creator, participant, autor 5 10 novelist 4 9 romancier, scriitor 3 8, 30 faimos, celebru, excelent 2 1 Ernest Hemingway 1 Positions in Text Word No
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.