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TAC 2012 Cold Start Knowledge Base Population

TAC 2012 Cold Start Knowledge Base Population. James Mayfield Javier Artiles Hoa Trang Dang Special thanks to: Brendan Callahan Bonnie Dorr Joe Ellis Tim Finin Kira Griffitt Ralph Grishman Heng Ji Xuansong Li Boyan Onyshkevych Stephanie M. Strassel Jonathan Wright. James Mayfield

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TAC 2012 Cold Start Knowledge Base Population

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  1. TAC 2012Cold StartKnowledge Base Population • James Mayfield • Javier Artiles • Hoa Trang Dang • Special thanks to: • Brendan Callahan • Bonnie Dorr • Joe Ellis • Tim Finin • Kira Griffitt • Ralph Grishman • Heng Ji • Xuansong Li • Boyan Onyshkevych • Stephanie M. Strassel • Jonathan Wright

  2. James Mayfield Javier Artiles Hoa Trang Dang Special thanks to: Brendan Callahan Bonnie Dorr Joe Ellis Tim Finin Kira Griffitt Ralph Grishman Heng Ji Xuansong Li Boyan Onyshkevych Stephanie M. Strassel Jonathan Wright TAC 2012Cold StartKnowledge Base Population

  3. James Mayfield Javier Artiles Hoa Trang Dang Special thanks to: Brendan Callahan Bonnie Dorr Joe Ellis Tim Finin Kira Griffitt Ralph Grishman Heng Ji Xuansong Li Boyan Onyshkevych Stephanie M. Strassel Jonathan Wright TAC 2012Cold StartKnowledge Base Population

  4. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. After two years in the academic quagmire of Springfield Elementary, Lisa finally has a teacher that she connects with. But she soon learns that the problem with being middle-class is that

  5. Springfield Lisa Simpson Bart Simpson Homer Simpson Springfield Elementary Marge Simpson After two years in the academic quagmire of Springfield Elementary, Lisa finally has a teacher that she connects with. But she soon learns that the problem with being middle-class is that When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels.

  6. Springfield Lisa Simpson Bart Simpson Homer Simpson Springfield Elementary Bottomless Pete, Nature’s Cruelest Mistake Marge Simpson per:alternate_names per:cities_of_residence per:children per:children per:spouse per:schools_attended After two years in the academic quagmire of Springfield Elementary, Lisa finally has a teacher that she connects with. But she soon learns that the problem with being middle-class is that When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels.

  7. James Mayfield Javier Artiles Hoa Trang Dang Special thanks to: Brendan Callahan Bonnie Dorr Joe Ellis Tim Finin Kira Griffitt Ralph Grishman Heng Ji Xuansong Li Boyan Onyshkevych Stephanie M. Strassel Jonathan Wright TAC 2012Cold StartKnowledge Base Population

  8. James Mayfield Javier Artiles Hoa Trang Dang Special thanks to: Brendan Callahan Bonnie Dorr Joe Ellis Tim Finin Kira Griffitt Ralph Grishman Heng Ji Xuansong Li Boyan Onyshkevych Stephanie M. Strassel Jonathan Wright TAC 2012Cold StartKnowledge Base Population

  9. Cold Start Schema

  10. Cold Start Schema per:children per:other_family per:parents per:siblings per:spouse per:employee_of per:member_of per:schools_attended per:city_of_birth per:stateorprovince_of_birth per:country_of_birth per:cities_of_residence per:statesorprovinces_of_residence per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_by

  11. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. The Task You are given: But wait, there’s more!! Schema per:children per:other_family per:parents per:siblings per:spouse per:employee_of per:member_of per:schools_attended per:city_of_birth per:stateorprovince_of_birth per:country_of_birth per:cities_of_residence per:statesorprovinces_of_residence per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_by

  12. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. Lisa Marge Simpson Rancho Relaxo Fuzzy Snuggleduck When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. The Task You are given: Schema per:children per:other_family per:parents per:siblings per:spouse per:employee_of per:member_of per:schools_attended per:city_of_birth per:stateorprovince_of_birth per:country_of_birth per:cities_of_residence per:statesorprovinces_of_residence per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_by

  13. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. Springfield When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. Lisa Simpson Bart Simpson When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. Homer Simpson When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. Springfield Elementary When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels. Marge Simpson Bottomless Pete, Nature’s Cruelest Mistake per:alternate_names per:cities_of_residence per:children per:children per:spouse per:schools_attended Schema per:children per:other_family per:parents per:siblings per:spouse per:employee_of per:member_of per:schools_attended per:city_of_birth per:stateorprovince_of_birth per:country_of_birth per:cities_of_residence per:statesorprovinces_of_residence per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_by You Must Produce:

  14. Springfield Lisa Simpson Bart Simpson Homer Simpson Springfield Elementary Marge Simpson Bottomless Pete, Nature’s Cruelest Mistake per:alternate_names per:cities_of_residence per:children per:children per:spouse per:schools_attended How do you know that your KB is any good?

  15. ☞ Align it to a ground truth KB Springfield Lisa Simpson Bart Simpson Homer Simpson Springfield Elementary Marge Simpson Bottomless Pete, Nature’s Cruelest Mistake per:alternate_names per:cities_of_residence per:children per:children per:spouse per:schools_attended How do you know that your KB is any good?

  16. ☞ Align it to a ground truth KB How do you know that your KB is any good? But how are you going to produce ground truth? And wouldn’t the alignment be intractable anyway if the KB were of any reasonable size?

  17. Springfield Lisa Simpson Bart Simpson Homer Simpson Springfield Elementary Marge Simpson Bottomless Pete, Nature’s Cruelest Mistake per:alternate_names per:cities_of_residence per:children per:children per:spouse per:schools_attended per:children per:schools_attended Where did the children of Marge Simpson go to school?

  18. Springfield Lisa Simpson Bart Simpson Homer Simpson Springfield Elementary Marge Simpson Bottomless Pete, Nature’s Cruelest Mistake per:alternate_names per:cities_of_residence per:children per:children per:spouse per:schools_attended After two years in the academic quagmire of Springfield Elementary, Lisa finally has a teacher that she connects with. But she soon learns that the problem with being middle-class is that When Lisa's mother Marge Simpson went to a weekend getaway at Rancho Relaxo, the movie The Happy Little Elves Meet Fuzzy Snuggleduck was one of the R-rated european adult movies available on their cable channels.

  19. Sample Evaluation Queries

  20. Joe Ellis

  21. Thank You

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