tac 2012 cold start knowledge base population james mayfield javier artiles hoa trang dang special...
TRANSCRIPT
TAC 2012Cold Start
Knowledge Base Population
James MayfieldJavier Artiles
Hoa Trang Dang
Special thanks to:Brendan Callahan
Bonnie DorrJoe Ellis
Tim FininKira Griffitt
Ralph GrishmanHeng Ji
Xuansong LiBoyan Onyshkevych
Stephanie M. StrasselJonathan Wright
TAC 2012Cold Start
Knowledge Base Population
James MayfieldJavier Artiles
Hoa Trang Dang
Special thanks to:Brendan Callahan
Bonnie DorrJoe Ellis
Tim FininKira Griffitt
Ralph GrishmanHeng Ji
Xuansong LiBoyan Onyshkevych
Stephanie M. StrasselJonathan Wright
TAC 2012Cold Start
Knowledge Base Population
James MayfieldJavier Artiles
Hoa Trang Dang
Special thanks to:Brendan Callahan
Bonnie DorrJoe Ellis
Tim FininKira Griffitt
Ralph GrishmanHeng Ji
Xuansong LiBoyan Onyshkevych
Stephanie M. StrasselJonathan Wright
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
Homer SimpsonHomer SimpsonHomer SimpsonHomer Simpson
Bart SimpsonBart SimpsonBart SimpsonBart SimpsonLisa SimpsonLisa SimpsonLisa SimpsonLisa Simpson
Marge SimpsonMarge SimpsonMarge SimpsonMarge Simpson
Springfield Springfield ElementaryElementarySpringfield Springfield ElementaryElementary
SpringfieldSpringfieldSpringfieldSpringfield
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
Homer SimpsonHomer SimpsonHomer SimpsonHomer Simpson
Bart SimpsonBart SimpsonBart SimpsonBart SimpsonLisa SimpsonLisa SimpsonLisa SimpsonLisa Simpson
Marge SimpsonMarge SimpsonMarge SimpsonMarge Simpson
Springfield Springfield ElementaryElementarySpringfield Springfield ElementaryElementary
SpringfieldSpringfieldSpringfieldSpringfield
Bottomless Pete, Nature’sCruelest Mistake
per:children per:children
per:alternate_namesper:cities_of_residence
per:spouse
per:schools_attended
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
TAC 2012Cold Start
Knowledge Base Population
James MayfieldJavier Artiles
Hoa Trang Dang
Special thanks to:Brendan Callahan
Bonnie DorrJoe Ellis
Tim FininKira Griffitt
Ralph GrishmanHeng Ji
Xuansong LiBoyan Onyshkevych
Stephanie M. StrasselJonathan Wright
TAC 2012Cold Start
Knowledge Base Population
James MayfieldJavier Artiles
Hoa Trang Dang
Special thanks to:Brendan Callahan
Bonnie DorrJoe Ellis
Tim FininKira Griffitt
Ralph GrishmanHeng Ji
Xuansong LiBoyan Onyshkevych
Stephanie M. StrasselJonathan Wright
Entity-Valued Relations
Relation Inverse(s)per:children per:parents
per:other_family per:other_family
per:parents per:children
per:siblings per:siblings
per:spouse per:spouse
per:employee_of {org,gpe}:employees*
per:member_of org:membership*
per:schools_attended org:students*
per:city_of_birth gpe:births_in_city*
per:stateorprovince_of_birth gpe:births_in_stateorprovince*
per:country_of_birth gpe:births_in_country*
per:cities_of_residence gpe:residents_of_city*
per:statesorprovinces_of_residence gpe:residents_of_stateorprovince
per:countries_of_residence gpe:residents_of_country*
per:city_of_death gpe:deaths_in_city*
per:stateorprovince_of_death gpe:deaths_in_stateorprovince*
per:country_of_death gpe:deaths_in_country*
org:shareholders {per,org,gpe}:holds_shares_in*
org:founded_by {per,org,gpe}:organizations_founded*
org:top_members_employees per:top_member_employee_of*
{org,gpe}:member_of org:members
org:members {org,gpe}:member_of
org:parents {org,gpe}:subsidiaries
org:subsidiaries org:parents
org:city_of_headquarters gpe:headquarters_in_city*
org:stateorprovince_of_headquarters gpe:headquarters_in_stateorprovince*
org:country_of_headquarters gpe:headquarters_in_country*
String-Filled Relationsper:alternate_names org:alternate_names
per:date_of_birth org:political_religious_affiliation
per:age org:number_of_employees_members
per:origin org:date_founded
per:date_of_death org:date_dissolved
per:cause_of_death org:website
per:title
per:religion
per:charges
Cold Start
SchemaSchemaper:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
SchemaSchemaper:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
The Task
SchemSchemaa
per:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
SchemSchemaa
per:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When Lisa's mother When Lisa's mother Marge Simpson Marge Simpson went to a weekend went to a weekend getaway at Rancho getaway at Rancho Relaxo, the movie Relaxo, the movie The Happy Little The Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-rated one of the R-rated european adult european adult movies available on movies available on their cable their cable channels.channels.
When Lisa's mother When Lisa's mother Marge Simpson Marge Simpson went to a weekend went to a weekend getaway at Rancho getaway at Rancho Relaxo, the movie Relaxo, the movie The Happy Little The Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-rated one of the R-rated european adult european adult movies available on movies available on their cable their cable channels.channels.
But wait,there’s more!!
You are given:
The Task
SchemSchemaa
per:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
SchemSchemaa
per:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'Lisa's mother s mother Marge SimpsonMarge Simpson went to a weekend went to a weekend getaway at Rancho getaway at Rancho Relaxo, the movie Relaxo, the movie The Happy Little The Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-rated one of the R-rated european adult european adult movies available on movies available on their cable their cable channels.channels.
When When Lisa'Lisa's mother s mother Marge SimpsonMarge Simpson went to a weekend went to a weekend getaway at Rancho getaway at Rancho Relaxo, the movie Relaxo, the movie The Happy Little The Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-rated one of the R-rated european adult european adult movies available on movies available on their cable their cable channels.channels.
LisaLisaMarge SimpsonMarge SimpsonRancho RelaxoRancho Relaxo
Fuzzy Fuzzy SnuggleduckSnuggleduck
LisaLisaMarge SimpsonMarge SimpsonRancho RelaxoRancho Relaxo
Fuzzy Fuzzy SnuggleduckSnuggleduck
You are given:
Homer SimpsonHomer SimpsonHomer SimpsonHomer Simpson
Bart SimpsonBart SimpsonBart SimpsonBart SimpsonLisa SimpsonLisa SimpsonLisa SimpsonLisa Simpson
Marge SimpsonMarge SimpsonMarge SimpsonMarge Simpson
Springfield Springfield ElementaryElementarySpringfield Springfield ElementaryElementary
SpringfieldSpringfieldSpringfieldSpringfield
Bottomless Pete, Nature’sCruelest Mistake
per:children per:children
per:alternate_namesper:cities_of_residence
per:spouse
per:schools_attended
SchemSchemaa
per:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
SchemSchemaa
per:childrenper:other_familyper:parentsper:siblingsper:spouseper:employee_ofper:member_ofper:schools_attendedper:city_of_birthper:stateorprovince_of_birthper:country_of_birthper:cities_of_residenceper:statesorprovinces_of_residenceper:countries_of_residenceper:city_of_deathper:stateorprovince_of_deathper:country_of_deathorg:shareholdersorg:founded_by
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'sLisa's mother mother Marge SimpsonMarge Simpson went to a went to a weekend getaway at weekend getaway at Rancho Relaxo, the movie Rancho Relaxo, the movie The Happy Little Elves The Happy Little Elves Meet Fuzzy Snuggleduck Meet Fuzzy Snuggleduck was one of the R-rated was one of the R-rated european adult movies european adult movies available on their cable available on their cable channels.channels.
When When Lisa'Lisa's mother s mother Marge SimpsonMarge Simpson went to a weekend went to a weekend getaway at Rancho getaway at Rancho Relaxo, the movie Relaxo, the movie The Happy Little The Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-rated one of the R-rated european adult european adult movies available on movies available on their cable their cable channels.channels.
When When Lisa'Lisa's mother s mother Marge SimpsonMarge Simpson went to a weekend went to a weekend getaway at Rancho getaway at Rancho Relaxo, the movie Relaxo, the movie The Happy Little The Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-rated one of the R-rated european adult european adult movies available on movies available on their cable their cable channels.channels.
You Must Produce:
Homer SimpsonHomer SimpsonHomer SimpsonHomer Simpson
Bart SimpsonBart SimpsonBart SimpsonBart SimpsonLisa SimpsonLisa SimpsonLisa SimpsonLisa Simpson
Marge SimpsonMarge SimpsonMarge SimpsonMarge Simpson
Springfield Springfield ElementaryElementarySpringfield Springfield ElementaryElementary
SpringfieldSpringfieldSpringfieldSpringfield
Bottomless Pete, Nature’sCruelest Mistake
per:children per:children
per:alternate_namesper:cities_of_residence
per:spouse
per:schools_attended
How do you knowthat your KB is any good?
Homer SimpsonHomer SimpsonHomer SimpsonHomer Simpson
Bart SimpsonBart SimpsonBart SimpsonBart SimpsonLisa SimpsonLisa SimpsonLisa SimpsonLisa Simpson
Marge SimpsonMarge SimpsonMarge SimpsonMarge Simpson
Springfield Springfield ElementaryElementarySpringfield Springfield ElementaryElementary
SpringfieldSpringfieldSpringfieldSpringfield
Bottomless Pete, Nature’sCruelest Mistake
per:children per:children
per:alternate_namesper:cities_of_residence
per:spouse
per:schools_attended
How do you knowthat your KB is any good?
Align it to a groundtruth KB☞
How do you knowthat your KB is any good?
Align it to a groundtruth KB☞
But how are you going to But how are you going to produce ground truth? And produce ground truth? And wouldn’t the alignment be wouldn’t the alignment be intractable anyway if the intractable anyway if the
KB were of any reasonable KB were of any reasonable size?size?
But how are you going to But how are you going to produce ground truth? And produce ground truth? And wouldn’t the alignment be wouldn’t the alignment be intractable anyway if the intractable anyway if the
KB were of any reasonable KB were of any reasonable size?size?
Homer SimpsonHomer SimpsonHomer SimpsonHomer Simpson
Bart SimpsonBart SimpsonBart SimpsonBart SimpsonLisa SimpsonLisa SimpsonLisa SimpsonLisa Simpson
Marge SimpsonMarge SimpsonMarge SimpsonMarge Simpson
Springfield Springfield ElementaryElementarySpringfield Springfield ElementaryElementary
SpringfieldSpringfieldSpringfieldSpringfield
Bottomless Pete, Nature’sCruelest Mistake
per:children per:children
per:alternate_namesper:cities_of_residence
per:spouse
per:schools_attended
Where did the children ofMarge Simpson go to school?
per:childrenper:schools_attended
Homer SimpsonHomer SimpsonHomer SimpsonHomer Simpson
Bart SimpsonBart SimpsonBart SimpsonBart SimpsonLisa SimpsonLisa SimpsonLisa SimpsonLisa Simpson
Marge SimpsonMarge SimpsonMarge SimpsonMarge Simpson
Springfield Springfield ElementaryElementarySpringfield Springfield ElementaryElementary
SpringfieldSpringfieldSpringfieldSpringfield
Bottomless Pete, Nature’sCruelest Mistake
per:children per:children
per:alternate_namesper:cities_of_residence
per:spouse
per:schools_attended
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
When When Lisa'sLisa's mother mother Marge Marge SimpsonSimpson went to went to a weekend a weekend getaway at getaway at Rancho Relaxo, Rancho Relaxo, the movie The the movie The Happy Little Happy Little Elves Meet Fuzzy Elves Meet Fuzzy Snuggleduck was Snuggleduck was one of the R-one of the R-rated european rated european adult movies adult movies available on their available on their cable channels.cable channels.
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
After two years After two years in the academic in the academic quagmire of quagmire of Springfield Springfield ElementaryElementary, , LisaLisa finally has a finally has a teacher that she teacher that she connects with. connects with. But she soon But she soon learns that the learns that the problem with problem with being middle-being middle-class is thatclass is that
Query Entity First RelationSecond Relation
Adriana Petryna per:title
Blackstone Group org:founded_by
William Shoreper:organizations_fou
ndedorg:date_founded
Wistar Institute org:employees per:title
Andrew W. Mellon per:childrenper:organizations_fou
nded
Lycee Alliance Israelite Universelle
org:employees per:schools_attended
Tsitsi Jaji per:schools_attended org:students
Sample Evaluation Queries