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TAC 2012 Cold Start Knowledge Base Population James Mayfield Javier Artiles Hoa Trang Dang Special thanks to: Brendan Callahan Bonnie Dorr Joe Ellis Tim.

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Presentation on theme: "TAC 2012 Cold Start Knowledge Base Population James Mayfield Javier Artiles Hoa Trang Dang Special thanks to: Brendan Callahan Bonnie Dorr Joe Ellis Tim."— Presentation transcript:

1 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

2 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

3 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

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 Homer Simpson Bart Simpson Lisa Simpson Marge Simpson Springfield Elementary SpringfieldSpringfield 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

6 Homer Simpson Bart Simpson Lisa Simpson Marge Simpson Springfield Elementary SpringfieldSpringfield Bottomless Pete, Nature’s Cruelest Mistake per:children per:alternate_names per:cities_of_residence per:spouse per:schools_attended 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

7 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

8 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

9 Cold Start SchemaSchema

10 Entity-Valued Relations RelationInverse(s) per:childrenper:parents per:other_family per:parentsper:children per:siblings per:spouse per:employee_of{org,gpe}:employees* per:member_oforg:membership* per:schools_attendedorg:students* per:city_of_birthgpe:births_in_city* per:stateorprovince_of_birthgpe:births_in_stateorprovince* per:country_of_birthgpe:births_in_country* per:cities_of_residencegpe:residents_of_city* per:statesorprovinces_of_residencegpe:residents_of_stateorprovince per:countries_of_residencegpe:residents_of_country* per:city_of_deathgpe:deaths_in_city* per:stateorprovince_of_deathgpe:deaths_in_stateorprovince* per:country_of_deathgpe:deaths_in_country* org:shareholders{per,org,gpe}:holds_shares_in* org:founded_by{per,org,gpe}:organizations_founded* org:top_members_employeesper:top_member_employee_of* {org,gpe}:member_oforg:members {org,gpe}:member_of org:parents{org,gpe}:subsidiaries org:subsidiariesorg:parents org:city_of_headquartersgpe:headquarters_in_city* org:stateorprovince_of_headquartersgpe:headquarters_in_stateorprovince* org:country_of_headquartersgpe:headquarters_in_country*

11 String-Filled Relations per:alternate_namesorg:alternate_names per:date_of_birthorg:political_religious_affiliation per:ageorg:number_of_employees_members per:originorg:date_founded per:date_of_deathorg:date_dissolved per:cause_of_deathorg:website per:title per:religion per:charges

12 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_bySchema 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 The Task 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_reside nce per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_bySchema 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_reside nce per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_by 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. But wait, there’s more!! You are given:

14 The Task 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_reside nce per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_bySchema 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_reside nce per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_by 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 Lisa Marge Simpson Rancho Relaxo Fuzzy Snuggleduck You are given:

15 Homer Simpson Bart Simpson Lisa Simpson Marge Simpson Springfield Elementary SpringfieldSpringfield Bottomless Pete, Nature’s Cruelest Mistake per:children per:alternate_names per:cities_of_residence 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_resid ence per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_bySchema 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_resid ence per:countries_of_residence per:city_of_death per:stateorprovince_of_death per:country_of_death org:shareholders org:founded_by 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. You Must Produce:

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

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

18 How do you know that your KB is any good? Align it to a ground truth KB ☞ 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?

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

20 Homer Simpson Bart Simpson Lisa Simpson Marge Simpson Springfield Elementary SpringfieldSpringfield Bottomless Pete, Nature’s Cruelest Mistake per:children per:alternate_names per:cities_of_residence per:spouse per:schools_attended 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

21 Query EntityFirst RelationSecond Relation Adriana Petrynaper:title Blackstone Grouporg:founded_by William Shoreper:organizations_foundedorg:date_founded Wistar Instituteorg:employeesper:title Andrew W. Mellonper:childrenper:organizations_founded Lycee Alliance Israelite Universelle org:employeesper:schools_attended Tsitsi Jajiper:schools_attendedorg:students Sample Evaluation Queries

22 Joe Ellis

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28 Thank You Thank You

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