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From Strings to Things: KELVIN in TAC KBP and EDL

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From Strings to Things: KELVIN in TAC KBP and EDL From Strings to Things: KELVIN in TAC KBP and EDL Tim Finin1, Dawn Lawrie2, James Mayfield, Paul McNamee and Craig Harman Human Language Technology Center of Excellence Johns Hopkins University 1University of MarylanD, Baltimore County 2Loyola University MarylanD December 2017 Kelvin • KELVIN: Knowledge Extraction, Linking, Validation anD Inference • Developed at the Human Language Technology Center of Excellence at JHU anD useD in TAC KBP (2010-17), EDL (2015-17) anD other projects • Takes English, Chinese & Spanish Documents anD produce a knowledge graph in several formats • We’ll review its monolingual processing, look at the multi-lingual use case NIST TAC NIST Text Analysis Conference • Annual evaluation workshops since 2008 on natural language processing & relateD applications with large test collections anD common evaluation procedures • Knowledge Base Population (KBP) tracks focus on building KBs from information extracteD from text • Cold Start KBP: construct a KB from text • Entity discovery & linking: cluster anD link entity mentions • Slot filling • Slot filler valiDation • Sentiment • Events: Discover anD cluster events in text http://nist.gov/tac NIST TAC Cold Start When Lisa's mother After two years in Marge Simpson went the academic to a weekend quagmire of getaway at Rancho Springfield Relaxo, the movie Elementary, Lisa The Happy Little finally has a teacher Elves Meet Fuzzy that she connects Snuggleduck was one with. But she soon of the R-rated learns that the european adult problem with being movies available on middle-class is that their cable channels. After two years in When Lisa's mother the academic Marge Simpson went quagmire of to a weekend Springfield getaway at Rancho Elementary, Lisa Relaxo, the movie finally has a teacher The Happy Little that she connects Elves Meet Fuzzy Springfield with. But she soon Snuggleduck was one learns that the of the R-rated problem with being european adult middle-class is that movies available on their cable channels. Marge Simpson Homer Simpson Springfield Elementary Lisa Simpson Bart Simpson After two years in When Lisa's mother the academic Marge Simpson went quagmire of to a weekend Springfield getaway at Rancho Elementary, Lisa Relaxo, the movie finally has a teacher The Happy Little that she connects Elves Meet Fuzzy Springfield with. But she soon Snuggleduck was one learns that the of the R-rated problem with being european adult middle-class is that Bottomless Pete, Nature’s movies available on their cable channels. Cruelest Mistake per:alternate_names per:cities_of_residence Marge Simpson Homer Simpson per:children per:children Springfield Elementary per:schools_attended Lisa Simpson Bart Simpson 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 Relations per: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 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 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