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Digital Enterprise Research Institute                                                                                  www.deri.ie




                              Argumentative Discussions on the Web
                                                                              Jodi Schneider
                                            Digital Enterprise Research Institute, NUI Galway



                               Social Networking Semantics and Collective Intelligence working group,
                                                  International Federation for Information Processing.
                            Galway, Ireland                                                      Saturday 13th October 2012
 Copyright 2011 Digital Enterprise Research Institute. All rights reserved.




                                                                                               Enabling Networked Knowledge
                                                                                                                       1
Argumentation is everywhere!
Digital Enterprise Research Institute                                     www.deri.ie




                                                   Enabling Networked Knowledge
Argumentation is everywhere!
Digital Enterprise Research Institute                                     www.deri.ie




                                                   Enabling Networked Knowledge
Argumentation is everywhere!
Digital Enterprise Research Institute                                     www.deri.ie




                                                   Enabling Networked Knowledge
Argumentation is everywhere!
Digital Enterprise Research Institute                                     www.deri.ie




                                                   Enabling Networked Knowledge
Argumentation is everywhere!
Digital Enterprise Research Institute                                                       www.deri.ie




                                        London Argumentation ForumEnabling
                                                April 20,
                                                                             Networked Knowledge
                                                2012
Identifying arguments is hard.
Digital Enterprise Research Institute                                        www.deri.ie




                                                      Enabling Networked Knowledge
7,000 hours
[Metzinger 1999]
Approaches
Digital Enterprise Research Institute                                       www.deri.ie




           User support
           Logical formalisms
           Theoretical approaches




                                                     Enabling Networked Knowledge
                                                9
User Support
Digital Enterprise Research Institute                                         www.deri.ie




                                                       Enabling Networked Knowledge
Example problems
Digital Enterprise Research Institute                                             www.deri.ie




           Issue a press release responding to Tweet complaints
           Decide whether to delete a Wikipedia article
           Based on reviews, determine controversial product features that
            customers both like & dislike.




                                                           Enabling Networked Knowledge
                                                 11
Represent Twitter complaints.
Digital Enterprise Research Institute                                         www.deri.ie




                                                                     Jodi Schneider



                                                    Enabling Networked Knowledge
                                            12
Make sense of deletion discussions




        Deletion Discussions in Wikipedia: Decision Factors and Outcomes
                Jodi Schneider, Alexandre Passant & Stefan Decker
                                   WikiSym 2012
Decision Factors for Deleting Articles in Wikipedia
           Factor             Example (used to justify `keep')
           Notability         Anyone covered by another encyclopedic
                              reference is considered notable enough for
                              inclusion in Wikipedia.
           Sources            Basic information about this album at a
                              minimum is certainly verifiable, it's a major
                              label release, and a highly notable band.
           Maintenance        …this article is savable but at its current
                              state, needs a lot of improvement.

           Bias               It is by no means spam (it does not promote
                              the products).
           Other              I'm advocating a blanket "hangon" for all
                              articles on newly- drafted players


                        Deletion Discussions in Wikipedia: Decision Factors and Outcomes
                                Jodi Schneider, Alexandre Passant & Stefan Decker
                                                   WikiSym 2012
Alternative Interfaces for Deletion Discussions in Wikipedia: Some Proposals Using Decision Factors. [Demo]”
Jodi Schneider and Krystian Samp
WikiSym2012
Find argumentation in reviews
Digital Enterprise Research Institute                                      www.deri.ie




                                                    Enabling Networked Knowledge
Annotate possible arguments

                  Highlight terms:
                               ,




    Semi-Automated Argumentative Analysis of Online Product Reviews
   Adam Wyner, Jodi Schneider, Katie Atkinson and Trevor Bench-Capon
                            COMMA 2012
Find arguments by searching annotations




            Identifying Consumers' Arguments in Text
                 Jodi Schneider & Adam Wyner,
                       SWAIE at EKAW 2012
Don’t need flash




  Identifying Consumers' Arguments in Text
       Jodi Schneider & Adam Wyner,          19
             SWAIE at EKAW 2012
Flash badly placed




   Identifying Consumers' Arguments in Text
         Jodi Schneider & Adam Wyner
                                              20
              SWAIE at EKAW 2012
Simple Reasoning Pattern
Digital Enterprise Research Institute                                                                 www.deri.ie




        Premises:
         The Canon SX220 has good video quality.
         Good video quality promotes image quality for
          casual photographers.

        Conclusion:
         Casual photographers should buy the Canon
          SX220.
                                           Identifying Consumers' Arguments in Text
                                                Jodi Schneider & Adam Wyner,
                                                     SWAIE at EKAW 2012


                                                                               Enabling Networked Knowledge
                                                           21
Argumentation Scheme
Digital Enterprise Research Institute                                                                  www.deri.ie




        Premises:
         The <camera> has <feature>.
         <feature> promotes <user value> for <user class>.


        Conclusion:
         <user class> should <e-commerce action> the
          <camera>.
              <e-commerce action>: buy, not buy, sell, return, …


                                           Identifying Consumers' Arguments in Text
                                                Jodi Schneider & Adam Wyner,
                                                     SWAIE at EKAW 2012

                                                                                Enabling Networked Knowledge
                                                            22
Variables as Targets for
Digital Enterprise Research Institute
                                        Information Extraction                                   www.deri.ie




        <camera>
        <property>
        <user value>
        <user type>
        <e-commerce action>



                                         Identifying Consumers' Arguments in Text
                                         Jodi Schneider & Adam Wyner,
                                         SWAIE at EKAW 2012

                                                                          Enabling Networked Knowledge
                                                           23
Logical formalisms
Digital Enterprise Research Institute                                               www.deri.ie




             Argumentation Schemes
             Argument Frameworks
             Assumption-based, Admissible Argumentation (ABBA)




                                                             Enabling Networked Knowledge
Formal Representations
Digital Enterprise Research Institute                                         www.deri.ie




             Argumentation Schemes
                    Appeal to Expert Opinion
                    Appeal to Popular Opinion
                    From Analogy
                    Slippery Slope
                    ....
             Indicate Relevant “Critical Questions” for a discussion
             Patterns for Information Extraction
              (Amazon examples - SWAIE 2012)




                                                       Enabling Networked Knowledge
John Danaher, http://philosophicaldisquisitions.blogspot.ie/2010/03/argumentation-schemes-part-1.html
Search annotations to fill slots in argumentation
                  scheme




                 Identifying Consumers' Arguments in Text
                      Jodi Schneider & Adam Wyner,
                            SWAIE at EKAW 2012
Argumentation Frameworks
Digital Enterprise Research Institute                                          www.deri.ie




             Example




             Variety of Semantics – can be used to choose best options
                                            Dung 1995

                                                        Enabling Networked Knowledge
Transform Debates into
Digital Enterprise Research Institute
                                        Argument Frameworks                                          www.deri.ie



                           (1) Households should pay tax for their
                              garbage.



                           (4) (1)
                              Paying tax for garbage increases
                              recycling, so households should pay.                     Arrow: premise


                           (3) (1)
                           Recycling more is good, so people should
                                                            Wyner, van Engers, & Bahreini
                             pay tax for their garbage.     From Policy-making Statements to First-order Logic.
                                                                          EGOV 2010



                                                       29               Enabling Networked Knowledge
Calculate best options
Digital Enterprise Research Institute
                                        (non-contradictory opinions)                                   www.deri.ie




                                                            Wyner, van Engers, & Bahreini.
                                                            From Policy-making Statements to First-order Logic.
                                                            EGOV 2010



                                                              Enabling Networked Knowledge
                                                    30
Assumption-based,
Digital Enterprise Research Institute
                                        Admissible Argumentation                                        www.deri.ie




             Deductive system with inference rules
             Assumptions
             “Backward argument” – Argument Tree




                      Reasoning on the Web with Assumption-Based Argumentation
                      Francesca Toni
                      Reasoning Web Summer School




                                                                                 Enabling Networked Knowledge
From a Facebook thread to logic
Digital Enterprise Research Institute                                        www.deri.ie




                      Toni & Torroni
                      Bottom-Up Argumentation
                      TAFFA 2011



                                                      Enabling Networked Knowledge
   Comment
       “This is what my kitchen tap used to look like…”



   Opinion
       “Separate taps are common in GB”



   Links
       “This is what my kitchen tap used to look like…”
        supports “Separate taps are common in GB”




                                                           Toni & Torroni
                                                           Bottom-Up Argumentation
                                                           TAFFA 2011
Map the conversation
Digital Enterprise Research Institute                                                        www.deri.ie




                                            Toni & Torroni
                                            Bottom-Up Argumentation
                                            TAFFA 2011


                                                                      Enabling Networked Knowledge
objectsTo link
Digital Enterprise Research Institute                                                www.deri.ie


            Links
                     “Separate taps are inconvenient because they freeze/ burn hands”
                    objectsTo “Separate taps are not inconvenient as basin solves temperature
                    problem”




            Toni & Torroni
            Bottom-Up Argumentation
            TAFFA 2011



                                                             Enabling Networked Knowledge
Logical framework
Digital Enterprise Research Institute                                                         www.deri.ie




             Assumption-Based Argumentation
                    basedOn(o3) ← c2, l_3_2




                                        Toni & Torroni
                                        Bottom-Up Argumentation
                                        TAFFA 2011




                                                                       Enabling Networked Knowledge
                                                                  36
Logical framework
Digital Enterprise Research Institute                                              www.deri.ie




             Assumption-Based Argumentation
                    alink(l_4_17,o4,o17)




                                          T
                                          o
                                          n
                                          i

                                          &

                                          T
                                          o
                                          r                 Enabling Networked Knowledge
                                          r      37
                                          o
Theories
Digital Enterprise Research Institute                                     www.deri.ie




             Popularity isn’t everything
             Walton & Krabbe’s Dialogue Types
             Dimensions of Argumentative Expression




                                                   Enabling Networked Knowledge
Numbers aren’t everything
Digital Enterprise Research Institute                                                                                 www.deri.ie




        overwhelming numbers of people may not matter




                                                                                     Dimensions of Argumentation in Social Media
                                                                                     Jodi Schneider, Brian Davis, and Adam Wyner
                                                                                     EKAW 2012



               Photograph DAVID GILES/PA NEWS WIRE/AP PHOTO - February 7, 2011 New Yorker via
               http://www.vincentskeltis.com/blog/2011/2/7/crowd-crush.html


                                                                                Enabling Networked Knowledge
What’s the Support?
Digital Enterprise Research Institute                                                                                  www.deri.ie




        The overall popularity of an opinion is not as important as the
        reasons supporting it




                                            Dimensions of Argumentation in Social Media
                                            Jodi Schneider, Brian Davis, and Adam Wyner
                                            EKAW 2012


                                              Image: http://www.nickmilton.com/2012/03/when-people-trust-crowds.html



                                                                                   Enabling Networked Knowledge
Discussion purpose:
Digital Enterprise Research Institute
                                        Walton & Krabbe’s dialogue types                                         www.deri.ie




                      Commitment in Dialogue: Basic Concepts of Interpersonal Reasoning
                      Walton & Krabbe
                      1995




                                                                                          Enabling Networked Knowledge
                                                                41
Dimensions of (Argumentative)
Digital Enterprise Research Institute
                                        Expression                                 www.deri.ie



         Genre
         Metadata
         Properties of users
         Goals of a particular dialogue
         Context
         Informal language
         Implicit info
         Sentiment techniques
         Subjectivity and objectivity
          Dimensions of Argumentation in Social Media
          Jodi Schneider, Brian Davis, and Adam Wyner
          EKAW 2012



                                                            Enabling Networked Knowledge
Acknowledgments
Digital Enterprise Research Institute                                                www.deri.ie




             Thanks to our collaborators!
                    Katie Atkinson, Trevor Bench-Capon, Adam Wyner (Liverpool)
                    DERI Social Software Unit & others
                    Rhetorical Structure Taskforce, W3C Health Care/Life Sciences


             My Funding
                    Science Foundation Ireland Grant No. SFI/08/CE/I1380 (Líon-2)
                    Short-term scientific mission (STSM 1868) from the COST Action ICO801
                     on Agreement Technologies
                    SFI Short Term Travel Fellowship




                                                             Enabling Networked Knowledge
                                                43
Thanks!
Digital Enterprise Research Institute                                    www.deri.ie




        Questions?



        Jodi Schneider
        jodi.schneider@deri.org
        @jschneider




                                                  Enabling Networked Knowledge
45
     http://en.wikipedia.org/wiki/Wikipedia:Articles_for_deletion/Heath_Totten
Arguments
Digital Enterprise Research Institute                                                 www.deri.ie




                                                     Claim: does not merit an article
                                                     Justification: hasn’t played since
                                                       2008, mediocre record




                                                               Enabling Networked Knowledge
                                                46

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Argumentative discussions on the web IFIP 2012-10-13

  • 1. Digital Enterprise Research Institute www.deri.ie Argumentative Discussions on the Web Jodi Schneider Digital Enterprise Research Institute, NUI Galway Social Networking Semantics and Collective Intelligence working group, International Federation for Information Processing. Galway, Ireland Saturday 13th October 2012 Copyright 2011 Digital Enterprise Research Institute. All rights reserved. Enabling Networked Knowledge 1
  • 2. Argumentation is everywhere! Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge
  • 3. Argumentation is everywhere! Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge
  • 4. Argumentation is everywhere! Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge
  • 5. Argumentation is everywhere! Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge
  • 6. Argumentation is everywhere! Digital Enterprise Research Institute www.deri.ie London Argumentation ForumEnabling April 20, Networked Knowledge 2012
  • 7. Identifying arguments is hard. Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge
  • 9. Approaches Digital Enterprise Research Institute www.deri.ie  User support  Logical formalisms  Theoretical approaches Enabling Networked Knowledge 9
  • 10. User Support Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge
  • 11. Example problems Digital Enterprise Research Institute www.deri.ie  Issue a press release responding to Tweet complaints  Decide whether to delete a Wikipedia article  Based on reviews, determine controversial product features that customers both like & dislike. Enabling Networked Knowledge 11
  • 12. Represent Twitter complaints. Digital Enterprise Research Institute www.deri.ie Jodi Schneider Enabling Networked Knowledge 12
  • 13. Make sense of deletion discussions Deletion Discussions in Wikipedia: Decision Factors and Outcomes Jodi Schneider, Alexandre Passant & Stefan Decker WikiSym 2012
  • 14. Decision Factors for Deleting Articles in Wikipedia Factor Example (used to justify `keep') Notability Anyone covered by another encyclopedic reference is considered notable enough for inclusion in Wikipedia. Sources Basic information about this album at a minimum is certainly verifiable, it's a major label release, and a highly notable band. Maintenance …this article is savable but at its current state, needs a lot of improvement. Bias It is by no means spam (it does not promote the products). Other I'm advocating a blanket "hangon" for all articles on newly- drafted players Deletion Discussions in Wikipedia: Decision Factors and Outcomes Jodi Schneider, Alexandre Passant & Stefan Decker WikiSym 2012
  • 15. Alternative Interfaces for Deletion Discussions in Wikipedia: Some Proposals Using Decision Factors. [Demo]” Jodi Schneider and Krystian Samp WikiSym2012
  • 16. Find argumentation in reviews Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge
  • 17. Annotate possible arguments Highlight terms: , Semi-Automated Argumentative Analysis of Online Product Reviews Adam Wyner, Jodi Schneider, Katie Atkinson and Trevor Bench-Capon COMMA 2012
  • 18. Find arguments by searching annotations Identifying Consumers' Arguments in Text Jodi Schneider & Adam Wyner, SWAIE at EKAW 2012
  • 19. Don’t need flash Identifying Consumers' Arguments in Text Jodi Schneider & Adam Wyner, 19 SWAIE at EKAW 2012
  • 20. Flash badly placed Identifying Consumers' Arguments in Text Jodi Schneider & Adam Wyner 20 SWAIE at EKAW 2012
  • 21. Simple Reasoning Pattern Digital Enterprise Research Institute www.deri.ie Premises:  The Canon SX220 has good video quality.  Good video quality promotes image quality for casual photographers. Conclusion:  Casual photographers should buy the Canon SX220. Identifying Consumers' Arguments in Text Jodi Schneider & Adam Wyner, SWAIE at EKAW 2012 Enabling Networked Knowledge 21
  • 22. Argumentation Scheme Digital Enterprise Research Institute www.deri.ie Premises:  The <camera> has <feature>.  <feature> promotes <user value> for <user class>. Conclusion:  <user class> should <e-commerce action> the <camera>. <e-commerce action>: buy, not buy, sell, return, … Identifying Consumers' Arguments in Text Jodi Schneider & Adam Wyner, SWAIE at EKAW 2012 Enabling Networked Knowledge 22
  • 23. Variables as Targets for Digital Enterprise Research Institute Information Extraction www.deri.ie <camera> <property> <user value> <user type> <e-commerce action> Identifying Consumers' Arguments in Text Jodi Schneider & Adam Wyner, SWAIE at EKAW 2012 Enabling Networked Knowledge 23
  • 24. Logical formalisms Digital Enterprise Research Institute www.deri.ie  Argumentation Schemes  Argument Frameworks  Assumption-based, Admissible Argumentation (ABBA) Enabling Networked Knowledge
  • 25. Formal Representations Digital Enterprise Research Institute www.deri.ie  Argumentation Schemes  Appeal to Expert Opinion  Appeal to Popular Opinion  From Analogy  Slippery Slope  ....  Indicate Relevant “Critical Questions” for a discussion  Patterns for Information Extraction (Amazon examples - SWAIE 2012) Enabling Networked Knowledge
  • 27. Search annotations to fill slots in argumentation scheme Identifying Consumers' Arguments in Text Jodi Schneider & Adam Wyner, SWAIE at EKAW 2012
  • 28. Argumentation Frameworks Digital Enterprise Research Institute www.deri.ie  Example  Variety of Semantics – can be used to choose best options Dung 1995 Enabling Networked Knowledge
  • 29. Transform Debates into Digital Enterprise Research Institute Argument Frameworks www.deri.ie (1) Households should pay tax for their garbage. (4) (1) Paying tax for garbage increases recycling, so households should pay. Arrow: premise (3) (1) Recycling more is good, so people should Wyner, van Engers, & Bahreini pay tax for their garbage. From Policy-making Statements to First-order Logic. EGOV 2010 29 Enabling Networked Knowledge
  • 30. Calculate best options Digital Enterprise Research Institute (non-contradictory opinions) www.deri.ie Wyner, van Engers, & Bahreini. From Policy-making Statements to First-order Logic. EGOV 2010 Enabling Networked Knowledge 30
  • 31. Assumption-based, Digital Enterprise Research Institute Admissible Argumentation www.deri.ie  Deductive system with inference rules  Assumptions  “Backward argument” – Argument Tree Reasoning on the Web with Assumption-Based Argumentation Francesca Toni Reasoning Web Summer School Enabling Networked Knowledge
  • 32. From a Facebook thread to logic Digital Enterprise Research Institute www.deri.ie Toni & Torroni Bottom-Up Argumentation TAFFA 2011 Enabling Networked Knowledge
  • 33. Comment  “This is what my kitchen tap used to look like…”  Opinion  “Separate taps are common in GB”  Links  “This is what my kitchen tap used to look like…” supports “Separate taps are common in GB” Toni & Torroni Bottom-Up Argumentation TAFFA 2011
  • 34. Map the conversation Digital Enterprise Research Institute www.deri.ie Toni & Torroni Bottom-Up Argumentation TAFFA 2011 Enabling Networked Knowledge
  • 35. objectsTo link Digital Enterprise Research Institute www.deri.ie Links  “Separate taps are inconvenient because they freeze/ burn hands” objectsTo “Separate taps are not inconvenient as basin solves temperature problem” Toni & Torroni Bottom-Up Argumentation TAFFA 2011 Enabling Networked Knowledge
  • 36. Logical framework Digital Enterprise Research Institute www.deri.ie  Assumption-Based Argumentation  basedOn(o3) ← c2, l_3_2 Toni & Torroni Bottom-Up Argumentation TAFFA 2011 Enabling Networked Knowledge 36
  • 37. Logical framework Digital Enterprise Research Institute www.deri.ie  Assumption-Based Argumentation  alink(l_4_17,o4,o17) T o n i & T o r Enabling Networked Knowledge r 37 o
  • 38. Theories Digital Enterprise Research Institute www.deri.ie  Popularity isn’t everything  Walton & Krabbe’s Dialogue Types  Dimensions of Argumentative Expression Enabling Networked Knowledge
  • 39. Numbers aren’t everything Digital Enterprise Research Institute www.deri.ie overwhelming numbers of people may not matter Dimensions of Argumentation in Social Media Jodi Schneider, Brian Davis, and Adam Wyner EKAW 2012 Photograph DAVID GILES/PA NEWS WIRE/AP PHOTO - February 7, 2011 New Yorker via http://www.vincentskeltis.com/blog/2011/2/7/crowd-crush.html Enabling Networked Knowledge
  • 40. What’s the Support? Digital Enterprise Research Institute www.deri.ie The overall popularity of an opinion is not as important as the reasons supporting it Dimensions of Argumentation in Social Media Jodi Schneider, Brian Davis, and Adam Wyner EKAW 2012 Image: http://www.nickmilton.com/2012/03/when-people-trust-crowds.html Enabling Networked Knowledge
  • 41. Discussion purpose: Digital Enterprise Research Institute Walton & Krabbe’s dialogue types www.deri.ie Commitment in Dialogue: Basic Concepts of Interpersonal Reasoning Walton & Krabbe 1995 Enabling Networked Knowledge 41
  • 42. Dimensions of (Argumentative) Digital Enterprise Research Institute Expression www.deri.ie  Genre  Metadata  Properties of users  Goals of a particular dialogue  Context  Informal language  Implicit info  Sentiment techniques  Subjectivity and objectivity Dimensions of Argumentation in Social Media Jodi Schneider, Brian Davis, and Adam Wyner EKAW 2012 Enabling Networked Knowledge
  • 43. Acknowledgments Digital Enterprise Research Institute www.deri.ie  Thanks to our collaborators!  Katie Atkinson, Trevor Bench-Capon, Adam Wyner (Liverpool)  DERI Social Software Unit & others  Rhetorical Structure Taskforce, W3C Health Care/Life Sciences  My Funding  Science Foundation Ireland Grant No. SFI/08/CE/I1380 (Líon-2)  Short-term scientific mission (STSM 1868) from the COST Action ICO801 on Agreement Technologies  SFI Short Term Travel Fellowship Enabling Networked Knowledge 43
  • 44. Thanks! Digital Enterprise Research Institute www.deri.ie Questions? Jodi Schneider jodi.schneider@deri.org @jschneider Enabling Networked Knowledge
  • 45. 45 http://en.wikipedia.org/wiki/Wikipedia:Articles_for_deletion/Heath_Totten
  • 46. Arguments Digital Enterprise Research Institute www.deri.ie Claim: does not merit an article Justification: hasn’t played since 2008, mediocre record Enabling Networked Knowledge 46

Editor's Notes

  1. http://www.sciencemag.org/content/336/6078/245.full.pdf
  2. http://news.bbc.co.uk/2/shared/bsp/hi/pdfs/04_04_12_ukconsultation.pdf
  3. argument map describing the debate on whether computers think took 7,000 hours to complete&quot; (Metzinger, 1999).Metzinger, T. (1999). Teaching philosophy with argumentation maps review of can computers think? the debate by Robert E. Horn. PSYCHE, 5.(as quoted by Clare Llewellyn’s thesis proposal)Map source:http://www.macrovu.com/CCTWeb/CCT1/CCTMap1Emotions.html====Other Examples:FlorisBex, 3 weeks to construct argument map from 1 hour conversationChris Reed’s group, Argument mapping, 8 people for real-time mapping of 45 minute radio broadcastOverview: http://www.arg.dundee.ac.uk/?page_id=645Argument map: http://www.arg.dundee.ac.uk/AIFdb/argview/789BBC Radio 4 Moral Maze 2012-07-18 http://www.bbc.co.uk/programmes/b01ks9zlAnalysis Wall,YouTube video: http://www.youtube.com/watch?v=KVDgH-g8_gU
  4. From http://www.sendareview.com/The Web is full of opinions &amp; commentary.A lot of it disagrees.How do we learn from other people, when they disagree?
  5. Collaborative, distributed decision-makingIndividual sense-making informed by many opinionsIndividual decision-making informed by many opinions
  6. Mainly bright colours in good daylight; flash badly placed
  7. Isn’t it funny that people tweet about this
  8. For context, see my longer slidedeck from a reading group presentation about their paper:http://www.slideshare.net/jodischneider/using-controlled-natural-language-and-first-order-logic-to-improve-e-consultation-discussion-forumsreadinggrouptalkThey don’t say how they extracted these – but they say Someone makes statement (1)Someone else gives (4) as a reason/premise for (1)Someone else gives (3) as an additional reason for (1)(2) Is a counterproposal with a range of supporting reasons===Icons:http://findicons.com/icon/27954/girl_5?id=27964#http://findicons.com/icon/27930/boy_8?id=27939#http://findicons.com/icon/27955/girl_4?id=27965#
  9. For context, see my longer slidedeck from a reading group presentation about their paper:http://www.slideshare.net/jodischneider/using-controlled-natural-language-and-first-order-logic-to-improve-e-consultation-discussion-forumsreadinggrouptalkMaximal consistent sets
  10. Via http://www.springerlink.com/content/v7030p6l23l12xl4/fulltext.pdfSeeBondarenko, A., Toni, F., Kowalski, R.A.: An assumption-based framework fornon-monotonic reasoning. In: Pereira, L.M., Nerode, A. (eds.) Proceedings of the2nd International Workshop on Logic Programming and Non-monotonic Reasoning(LPNMR 1993), pp. 171–189. MIT Press, Lisbon (1993)
  11. For more context, see their paper or my reading group slideshttp://www.slideshare.net/jodischneider/turning-social-disputes-into-knowledge-representations-deri-reading-group-2012-0328
  12. For more context, see their paper or my reading group slideshttp://www.slideshare.net/jodischneider/turning-social-disputes-into-knowledge-representations-deri-reading-group-2012-0328
  13. For more context, see their paper or my reading group slideshttp://www.slideshare.net/jodischneider/turning-social-disputes-into-knowledge-representations-deri-reading-group-2012-0328
  14. For more context, see their paper or my reading group slideshttp://www.slideshare.net/jodischneider/turning-social-disputes-into-knowledge-representations-deri-reading-group-2012-0328
  15. For more context, see their paper or my reading group slideshttp://www.slideshare.net/jodischneider/turning-social-disputes-into-knowledge-representations-deri-reading-group-2012-0328
  16. For more context, see their paper or my reading group slideshttp://www.slideshare.net/jodischneider/turning-social-disputes-into-knowledge-representations-deri-reading-group-2012-0328
  17. . The issue is whether it is the right product for the buyer, which is a matter not only of the pros and cons, but also of the explanations and counterarguments given. In our view, current approaches detect problems, but obscure the chains of reasoning about them.
  18. . The issue is whether it is the right product for the buyer, which is a matter not only of the pros and cons, but also of the explanations and counterarguments given. In our view, current approaches detect problems, but obscure the chains of reasoning about them.
  19. 4 Dimensions of ExpressionTo extract well-formed knowledge bases of argument, we must first chart out the various dimensions of social media, to point the way towards the aspects that argumentation reconstruction will need to consider, so that we later can isolate these aspects.Social media encompasses numerous genres, each with their own conversational styles, which affect what sort of rhetoric and arguments may be made. One key feature is the extent to which a medium is used for broadcasts (e.g. monologues) versus conversations (e.g. dialogues), and in each genre, a prototypical message or messages could be described, but these vary across genres due to social conventions and technical constraints. De Moor and Efimova compared rhetorical and argumentative aspects[4] of listservs and blogs, identifying features such as the likelihood that messages receive responses, and whether spaces are owned communities or by a single individual, and the timeline for replies [5]. Important message characteristics include the typical and allowable message length (e.g. space limitations on microblogs) and whether messages may be continually refined by a group (such as in StackOverflow).Metadata associated with a post (such as poster, timestamp, and subject line for listservs) and additional structure (such as pingbacks and links for blogs) can also be used for argumentation. For example, a user’s most recent post is generally taken to identify their current view, while relationships between messages can indicate a shared topic, and may be associated with agreement or disagreement.Users are different, and properties of users are factors that contribute not only to substance of the user’s comment, but as well to how they react to the comments of others. These include demographic information such as the user’s age, gender, location, education, and so on. In a specific domain, additional user expectations or constraints could also be added. Different users are persuaded by different kinds of information. Therefore, to solve peoples’ problems, based on knowledge bases, when dealing with inconsistency, understanding the purposes and goals that people have would be useful.Therefore, the goals of a particular dialogue also matter. These have been considered in argumentation theory: Walton &amp; Krabbe have categorized dialogue types based on the initial situation, participant’s goal, and the goal of the dialogue [11]. The types they distinguish are inquiry, discovery, information seeking, deliberation, persuasion, negotiation and eristic. These are abstractions–any single conversation moves through various dialogue types. For example, a deliberation may be paused in order to delve into information seeking, then resumed once the needed information has been obtained.Higher level context would also be useful: different amounts of certainty are needed for different purposes. Some of that is inherent in a task: Reasoning about what kind of medical treatment to seek for a long-term illness, based on PatientsLikeMe, requires more certainty than deciding what to buy based on product reviews.Informal language is very typically found in social media. Generic language processing issues, with misspellings and abbreviations, slang, language mixing emoticons, and unusual use of punctuation, must be resolved in order to enable text mining (and subsequently argumentation mining) on informal language. Indirect forms of speech, such as sarcasm, irony, and innuendo, are also common. A step-by-step approach, focusing first on what can be handled, is necessary.Another aspect of the informality is that much information is left implicit. Therefore, inferring from context is essential. Elliptical statements require us to infer common world knowledge, and connecting to existing knowledge bases will be needed.We apply sentiment techniques to provide candidates for argumentation mining and especially to identify textual markers of subjectivity and objectivity. The arguments that are made about or against purported facts have a different form from the arguments that are made about opinions. Arguments about objective statements provide the reasons for believing a purported fact or how certain it is. Subjective arguments might indicate, for instance, which users would benefit from a service or product (those similar to the poster). Another area where subjective arguments may appear is discussions of the trust and credibility about the people making the arguments.
  20. Adding funding/collaborators slide.
  21. Delete the article]...hasn&apos;t played since 2008. His 66-73 record is far from stellar and, in my opinion, does not merit an article.