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WP4:  TV  Data  Text  Enrichment  

   Pavel	
  Mihaylov	
  (OT)	
  and	
  partners	
  
Contents	
  
                               Ontotext	
  and	
  its	
  role	
  in	
  the	
  project	
  

                                     WP4:	
  text,	
  audio	
  and	
  video	
  

                                       Goals	
  and	
  achievements	
  

                                                           Demo	
  

                                                  Conclusions	
  

26-­‐27	
  March	
  2012	
                      NoTube	
  3rd	
  review	
           2	
  
•  Seman5c  technology  developer  est.	
  in	
  2000	
  
    –  Staff:  65  employees	
  and	
  mulMple	
  contractors	
  
•  Global  leader  in	
  semanMc	
  technologies	
  
    –  Seman5c  Databases:	
  high	
  performance	
  RDF	
  DBMS,	
  scalable	
  reasoning	
  
    –  Seman5c  Search:	
  text-­‐mining	
  (IE),	
  InformaMon	
  Retrieval	
  (IR)	
  
    –  Web  Mining:	
  focused	
  crawling,	
  screen	
  scraping,	
  data	
  fusion	
  	
  
•  Role	
  in	
  NoTube  
    –  WP4  leader  
    –  Seman5c  Enrichment	
  
    –  Experience	
  from	
  mulMple	
  European	
  projects	
  

   26-­‐27	
  March	
  2012	
               NoTube	
  3rd	
  review	
              3	
  
WP4:	
  Content	
  Enrichment	
  


      Content	
                                             Enrichment	
  
      •  Text:	
  EPGs,	
  programme	
                      •  Adding	
  metadata	
  
         descripMons	
                                      •  Content	
  about	
  content	
  
      •  Audio	
  
      •  Video	
  




26-­‐27	
  March	
  2012	
             NoTube	
  3rd	
  review	
                    4	
  
Goal:	
  Text	
  enrichment	
  
                               SemanMc	
                                  • Analyses	
  short	
  or	
  free-­‐text	
  
                                                                            text	
  segments	
  
                               annotaMon	
                                • Extends	
  them	
  with	
  further	
  
                               component	
                                  world	
  knowledge	
  


                               Recognising	
  items  
                               of  interest	
  in	
  text	
  

                               Assigning	
  links	
  to	
  
                               Linked	
  Open	
  Data	
  


26-­‐27	
  March	
  2012	
                  NoTube	
  3rd	
  review	
                      5	
  
Goal:	
  Text	
  enrichment	
  (2)	
  
                                                      Live  at  the  Apollo  2/6  
                                                      Not  Going  Out	
  star	
  Lee  Mack  presents	
  
                                                      sets	
  from	
  American	
  comic	
  Rich  Hall  
                                                      and	
  Scotland’s	
  very	
  own	
  Danny  Bhoy.  




26-­‐27	
  March	
  2012	
     NoTube	
  3rd	
  review	
                        6	
  
Goal:	
  MulMlingual	
  
                                                                           English	
  


                                             Turkish	
                                                German	
  




                               Korean	
                                                                             Italian	
  
                                                                        TV	
  
                                                                       world	
  

                                    French	
                                                                   Dutch	
  




                                                           Bulgarian	
                   Arabic	
  




26-­‐27	
  March	
  2012	
                                        NoTube	
  3rd	
  review	
                                       7	
  
Goal:	
  Graph	
  enrichment	
  


                                              Exploit	
  relaMons	
  in	
  
                                             SemanMc	
  Repository	
  
• EnMMes	
                                                                    • A	
  richer	
  set	
  
  extracted	
                          • Follow	
  a	
                          of	
  enMMes	
  
  from	
  text	
                         chain	
  of	
  LOD	
  
                                         predicates	
  
          Build	
  upon	
  basic	
                                                       Enrich	
  the	
  basic	
  
            enrichment	
                                                                   enrichment	
  




    26-­‐27	
  March	
  2012	
               NoTube	
  3rd	
  review	
                8	
  
Goal:	
  Graph	
  enrichment	
  (2)	
  




26-­‐27	
  March	
  2012	
     NoTube	
  3rd	
  review	
     9	
  
Goal:	
  Graph	
  enrichment	
  (3)	
  

    Classes	
  to	
  enrich	
  

   • Film	
  
   • TelevisionShow	
  
   • Work	
  
   • Band/MusicalArMst	
  
   • Actor	
  
   • Place	
  

26-­‐27	
  March	
  2012	
        NoTube	
  3rd	
  review	
     10	
  
Film	
  enrichment	
  
•   Film  class  
• 	
  At	
  least	
  one	
  common	
  indirect  relaMon	
  




     26-­‐27	
  March	
  2012	
                      NoTube	
  3rd	
  review	
     11	
  
TelevisionShow	
  enrichment	
  
•   TelevisionShow  class	
  
• 	
  At	
  least	
  two	
  common	
  indirect  relaMons	
  




     26-­‐27	
  March	
  2012	
                      NoTube	
  3rd	
  review	
     12	
  
Work	
  enrichment	
  
•   Work  except	
  Film  and	
  TelevisionShow  
• 	
  At	
  least	
  one  common  indirect  rela?on  




    26-­‐27	
  March	
  2012	
                 NoTube	
  3rd	
  review	
     13	
  
Band/MusicalArMst	
  enrichment	
  
•   Band  and	
  MusicalAr5st  
• 	
  At	
  least	
  one  direct  rela?on  




     26-­‐27	
  March	
  2012	
               NoTube	
  3rd	
  review	
     14	
  
Actor	
  enrichment	
  
•   Actor  class  
• 	
  Starring	
  relaMon	
  from	
  at	
  least	
  two  common  Works  




     26-­‐27	
  March	
  2012	
                   NoTube	
  3rd	
  review	
     15	
  
Place	
  enrichment	
  
•   Place  class  
• 	
  At	
  least	
  one  direct  rela?on  




     26-­‐27	
  March	
  2012	
               NoTube	
  3rd	
  review	
     16	
  
Lupedia	
  
Text	
  enrichment	
  service	
  

                               •  Input:	
  plain	
  text,	
  e.g.	
  programme	
  descripMons	
  
                               •  Output:	
  Linked	
  Open	
  Data	
  enrichment	
  
                                  •  XML,	
  json,	
  RDFa	
  
                               •  Features:	
  
                                  •  MulMlingual	
  
                                  •  Graph	
  enrichment	
  
                                  •  MulMple	
  vocabularies	
  
                                  •  Configurable	
  
                                  •  Fast	
  


    26-­‐27	
  March	
  2012	
                       NoTube	
  3rd	
  review	
          17	
  
Lupedia	
  over	
  Mme	
  
                                                                     DisambiguaMon	
  
                                             Predicate,	
  
                                                                                                 Most	
  specific	
  
                                           heurisMcs	
  and	
  
                                                                                                class	
  in	
  output	
  
                                           class	
  weights	
  


                                                                                                                              MulMple	
  
                           HeurisMcs	
  
                                                                                                                            vocabularies	
  




     New	
  matching	
  
                                                                                                                                               Selectable	
  
      opMons	
  and	
  
                                                                                                                                               vocabulary	
  
        filters	
  




MulMlingualism	
  
                                                                    Becer	
                                                                           Graph	
  

                                                                    service	
  
                                                                                                                                                    enrichment	
  




    26-­‐27	
  March	
  2012	
                                    NoTube	
  3rd	
  review	
                                     18	
  
EvaluaMon	
  summary	
  

   Lupedia	
  compared	
  to	
  OpenCalais	
  and	
  AlchemyAPI	
  


   Lupedia	
  is	
  a	
  unique	
  service	
  

   •  Only	
  two	
  other	
  similar	
  services	
  
      •  Much	
  becer	
  coverage	
  than	
  either	
  of	
  them	
  
      •  Comparable	
  precision	
  
   •  Custom	
  vocabularies	
  &	
  filters	
  
   •  Tuned	
  to	
  TV	
  domain	
  




26-­‐27	
  March	
  2012	
                       NoTube	
  3rd	
  review	
     19	
  
Links	
  to	
  other	
  WPs	
  
            •  EnMty	
  URIs	
  point	
        •  Lupedia	
  in	
  NLP	
            •  Lupedia	
  in	
  
               to	
  WP1	
  models	
              based	
  profiling	
                  SmartLink	
  and	
  
                                                  and	
  enrichment	
                  Watch’n’Buy	
  




               WP1	
                             WP3	
                                WP5	
  
                               •  IntegraMon,	
                      •  7a	
  news	
  
                                  enrichment	
  in	
                    enrichment	
  
                                  demo	
  apps	
                     •  7c	
  programme	
  
                                                                        descripMon	
  
                                                                        enrichment	
  

                                WP6	
                                  WP7	
  
26-­‐27	
  March	
  2012	
                           NoTube	
  3rd	
  review	
                      20	
  
Lupedia	
  demo	
  

                                http://lupedia.ontotext.com/




26-­‐27	
  March	
  2012	
                    NoTube	
  3rd	
  review	
     21	
  
Emerging	
  compeMMon	
  
                              Lupedia                   Yahoo                                   WikiMachine                     En5tyPedia  
LOD	
  output	
               DBpedia	
  &	
                                                    DBpedia	
                       ?	
  
                              LinkedMDB	
  
MulMlingual	
   ar,	
  bg,	
  nl,	
  en,	
              en,	
  zh	
                             en,	
  pt,	
  it	
              ?	
  
                fr,	
  de,	
  it,	
  ko,	
  tr	
  
Confidence	
                   yes	
                     yes	
                                   yes	
                           ?	
  
Graph	
                       yes	
                     yes*	
                                  no	
                            ?	
  
enrichment	
  
Remark	
                      Tuned	
  to	
  TV	
      No	
  direct	
  access	
  to	
           Too	
  generic,	
               Not	
  yet	
  
                              domain,	
  one	
  of	
   LOD,	
  graph	
                          precision	
  seems	
            released	
  
                              the	
  pioneers	
        enrichment	
  too	
                      lower	
  
                                                       abstract	
  




       26-­‐27	
  March	
  2012	
                                 NoTube	
  3rd	
  review	
                            22	
  
Lessons	
  &	
  Impact	
  


Lessons	
  learnt:	
                  Lupedia	
  recognised	
  
•  Emerging	
  similar	
              as	
  one	
  of	
  the	
  major	
  
   services	
  clearly	
  show	
      players	
  and	
                      Various	
  partners	
  
   the	
  need	
  for	
  such	
       included	
  in	
  NERD:	
  
   services	
                                                                willing	
  to	
  use	
  
•  Coverage	
  and	
  language	
      •  AggregaMng	
  named	
              Lupedia	
  in	
  other	
  
   support	
  are	
  important	
         enMty	
  services	
  and	
             projects	
  
                                         comparing	
  their	
  
                                         performance	
  
                                      •  hcp://nerd.eurecom.fr	
  




     26-­‐27	
  March	
  2012	
               NoTube	
  3rd	
  review	
          23	
  
Life	
  aker	
  NoTube	
  
                                                                          Possibly	
  an	
  
 Will	
  be	
  kept	
                                                    OpenCalais-­‐
  alive	
  as	
  a	
                                                    like	
  service	
  in	
  
demo	
  service	
                                                            future	
  



                                   Closed	
  source	
  




  26-­‐27	
  March	
  2012	
              NoTube	
  3rd	
  review	
                   24	
  
QuesMons?	
  




26-­‐27	
  March	
  2012	
           NoTube	
  3rd	
  review	
     25	
  

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NoTube: Metadata Enrichment

  • 1. WP4:  TV  Data  Text  Enrichment   Pavel  Mihaylov  (OT)  and  partners  
  • 2. Contents   Ontotext  and  its  role  in  the  project   WP4:  text,  audio  and  video   Goals  and  achievements   Demo   Conclusions   26-­‐27  March  2012   NoTube  3rd  review   2  
  • 3. •  Seman5c  technology  developer  est.  in  2000   –  Staff:  65  employees  and  mulMple  contractors   •  Global  leader  in  semanMc  technologies   –  Seman5c  Databases:  high  performance  RDF  DBMS,  scalable  reasoning   –  Seman5c  Search:  text-­‐mining  (IE),  InformaMon  Retrieval  (IR)   –  Web  Mining:  focused  crawling,  screen  scraping,  data  fusion     •  Role  in  NoTube   –  WP4  leader   –  Seman5c  Enrichment   –  Experience  from  mulMple  European  projects   26-­‐27  March  2012   NoTube  3rd  review   3  
  • 4. WP4:  Content  Enrichment   Content   Enrichment   •  Text:  EPGs,  programme   •  Adding  metadata   descripMons   •  Content  about  content   •  Audio   •  Video   26-­‐27  March  2012   NoTube  3rd  review   4  
  • 5. Goal:  Text  enrichment   SemanMc   • Analyses  short  or  free-­‐text   text  segments   annotaMon   • Extends  them  with  further   component   world  knowledge   Recognising  items   of  interest  in  text   Assigning  links  to   Linked  Open  Data   26-­‐27  March  2012   NoTube  3rd  review   5  
  • 6. Goal:  Text  enrichment  (2)   Live  at  the  Apollo  2/6   Not  Going  Out  star  Lee  Mack  presents   sets  from  American  comic  Rich  Hall   and  Scotland’s  very  own  Danny  Bhoy.   26-­‐27  March  2012   NoTube  3rd  review   6  
  • 7. Goal:  MulMlingual   English   Turkish   German   Korean   Italian   TV   world   French   Dutch   Bulgarian   Arabic   26-­‐27  March  2012   NoTube  3rd  review   7  
  • 8. Goal:  Graph  enrichment   Exploit  relaMons  in   SemanMc  Repository   • EnMMes   • A  richer  set   extracted   • Follow  a   of  enMMes   from  text   chain  of  LOD   predicates   Build  upon  basic   Enrich  the  basic   enrichment   enrichment   26-­‐27  March  2012   NoTube  3rd  review   8  
  • 9. Goal:  Graph  enrichment  (2)   26-­‐27  March  2012   NoTube  3rd  review   9  
  • 10. Goal:  Graph  enrichment  (3)   Classes  to  enrich   • Film   • TelevisionShow   • Work   • Band/MusicalArMst   • Actor   • Place   26-­‐27  March  2012   NoTube  3rd  review   10  
  • 11. Film  enrichment   •   Film  class   •   At  least  one  common  indirect  relaMon   26-­‐27  March  2012   NoTube  3rd  review   11  
  • 12. TelevisionShow  enrichment   •   TelevisionShow  class   •   At  least  two  common  indirect  relaMons   26-­‐27  March  2012   NoTube  3rd  review   12  
  • 13. Work  enrichment   •   Work  except  Film  and  TelevisionShow   •   At  least  one  common  indirect  rela?on   26-­‐27  March  2012   NoTube  3rd  review   13  
  • 14. Band/MusicalArMst  enrichment   •   Band  and  MusicalAr5st   •   At  least  one  direct  rela?on   26-­‐27  March  2012   NoTube  3rd  review   14  
  • 15. Actor  enrichment   •   Actor  class   •   Starring  relaMon  from  at  least  two  common  Works   26-­‐27  March  2012   NoTube  3rd  review   15  
  • 16. Place  enrichment   •   Place  class   •   At  least  one  direct  rela?on   26-­‐27  March  2012   NoTube  3rd  review   16  
  • 17. Lupedia   Text  enrichment  service   •  Input:  plain  text,  e.g.  programme  descripMons   •  Output:  Linked  Open  Data  enrichment   •  XML,  json,  RDFa   •  Features:   •  MulMlingual   •  Graph  enrichment   •  MulMple  vocabularies   •  Configurable   •  Fast   26-­‐27  March  2012   NoTube  3rd  review   17  
  • 18. Lupedia  over  Mme   DisambiguaMon   Predicate,   Most  specific   heurisMcs  and   class  in  output   class  weights   MulMple   HeurisMcs   vocabularies   New  matching   Selectable   opMons  and   vocabulary   filters   MulMlingualism   Becer   Graph   service   enrichment   26-­‐27  March  2012   NoTube  3rd  review   18  
  • 19. EvaluaMon  summary   Lupedia  compared  to  OpenCalais  and  AlchemyAPI   Lupedia  is  a  unique  service   •  Only  two  other  similar  services   •  Much  becer  coverage  than  either  of  them   •  Comparable  precision   •  Custom  vocabularies  &  filters   •  Tuned  to  TV  domain   26-­‐27  March  2012   NoTube  3rd  review   19  
  • 20. Links  to  other  WPs   •  EnMty  URIs  point   •  Lupedia  in  NLP   •  Lupedia  in   to  WP1  models   based  profiling   SmartLink  and   and  enrichment   Watch’n’Buy   WP1   WP3   WP5   •  IntegraMon,   •  7a  news   enrichment  in   enrichment   demo  apps   •  7c  programme   descripMon   enrichment   WP6   WP7   26-­‐27  March  2012   NoTube  3rd  review   20  
  • 21. Lupedia  demo   http://lupedia.ontotext.com/ 26-­‐27  March  2012   NoTube  3rd  review   21  
  • 22. Emerging  compeMMon   Lupedia   Yahoo   WikiMachine   En5tyPedia   LOD  output   DBpedia  &   DBpedia   ?   LinkedMDB   MulMlingual   ar,  bg,  nl,  en,   en,  zh   en,  pt,  it   ?   fr,  de,  it,  ko,  tr   Confidence   yes   yes   yes   ?   Graph   yes   yes*   no   ?   enrichment   Remark   Tuned  to  TV   No  direct  access  to   Too  generic,   Not  yet   domain,  one  of   LOD,  graph   precision  seems   released   the  pioneers   enrichment  too   lower   abstract   26-­‐27  March  2012   NoTube  3rd  review   22  
  • 23. Lessons  &  Impact   Lessons  learnt:   Lupedia  recognised   •  Emerging  similar   as  one  of  the  major   services  clearly  show   players  and   Various  partners   the  need  for  such   included  in  NERD:   services   willing  to  use   •  Coverage  and  language   •  AggregaMng  named   Lupedia  in  other   support  are  important   enMty  services  and   projects   comparing  their   performance   •  hcp://nerd.eurecom.fr   26-­‐27  March  2012   NoTube  3rd  review   23  
  • 24. Life  aker  NoTube   Possibly  an   Will  be  kept   OpenCalais-­‐ alive  as  a   like  service  in   demo  service   future   Closed  source   26-­‐27  March  2012   NoTube  3rd  review   24  
  • 25. QuesMons?   26-­‐27  March  2012   NoTube  3rd  review   25