{"id":"https://openalex.org/W4284679268","doi":"https://doi.org/10.1145/3477495.3531879","title":"Assessing Scientific Research Papers with Knowledge Graphs","display_name":"Assessing Scientific Research Papers with Knowledge Graphs","publication_year":2022,"publication_date":"2022-07-06","ids":{"openalex":"https://openalex.org/W4284679268","doi":"https://doi.org/10.1145/3477495.3531879"},"language":"en","primary_location":{"id":"doi:10.1145/3477495.3531879","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3477495.3531879","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3477495.3531879","source":{"id":"https://openalex.org/S4363608773","display_name":"Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3477495.3531879","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036104236","display_name":"Kexuan Sun","orcid":"https://orcid.org/0000-0003-3261-7358"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kexuan Sun","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102826726","display_name":"Zhiqiang Qiu","orcid":"https://orcid.org/0000-0003-3839-2946"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhiqiang Qiu","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046056262","display_name":"Abel Salinas","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abel Salinas","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106223279","display_name":"Yuzhong Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuzhong Huang","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100609746","display_name":"Dong-Ho Lee","orcid":"https://orcid.org/0000-0002-7679-5167"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dong-Ho Lee","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049772842","display_name":"Daniel J. Benjamin","orcid":"https://orcid.org/0000-0002-2642-5416"},"institutions":[{"id":"https://openalex.org/I203088144","display_name":"Nova Southeastern University","ror":"https://ror.org/042bbge36","country_code":"US","type":"education","lineage":["https://openalex.org/I203088144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Benjamin","raw_affiliation_strings":["Nova Southeastern University, Fort Lauderdale, CA, USA"],"affiliations":[{"raw_affiliation_string":"Nova Southeastern University, Fort Lauderdale, CA, USA","institution_ids":["https://openalex.org/I203088144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002709735","display_name":"Fred Morstatter","orcid":"https://orcid.org/0000-0002-0247-4328"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fred Morstatter","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009408707","display_name":"Xiang Ren","orcid":"https://orcid.org/0000-0001-8655-663X"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiang Ren","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049634383","display_name":"Kristina Lerman","orcid":"https://orcid.org/0000-0002-5071-0575"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kristina Lerman","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073443117","display_name":"Jay Pujara","orcid":"https://orcid.org/0000-0001-6921-1744"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jay Pujara","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5036104236"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":0.3122,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.4881754,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"2467","last_page":"2472"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9746999740600586,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.750931978225708},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6562721729278564},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5502640008926392},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.5109102129936218},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5057530403137207},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4961284101009369},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4644812047481537},{"id":"https://openalex.org/keywords/sociology-of-scientific-knowledge","display_name":"Sociology of scientific knowledge","score":0.4490283131599426},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.43991559743881226},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3913264274597168},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1447204351425171}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.750931978225708},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6562721729278564},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5502640008926392},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.5109102129936218},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5057530403137207},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4961284101009369},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4644812047481537},{"id":"https://openalex.org/C195732255","wikidata":"https://www.wikidata.org/wiki/Q981008","display_name":"Sociology of scientific knowledge","level":2,"score":0.4490283131599426},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.43991559743881226},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3913264274597168},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1447204351425171},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3477495.3531879","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3477495.3531879","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3477495.3531879","source":{"id":"https://openalex.org/S4363608773","display_name":"Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3477495.3531879","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3477495.3531879","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3477495.3531879","source":{"id":"https://openalex.org/S4363608773","display_name":"Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G546011143","display_name":null,"funder_award_id":"W911NF-19-20271","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"}],"funders":[{"id":"https://openalex.org/F4320308668","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4284679268.pdf","grobid_xml":"https://content.openalex.org/works/W4284679268.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1552847225","https://openalex.org/W1897139626","https://openalex.org/W1985514943","https://openalex.org/W2067833766","https://openalex.org/W2094728533","https://openalex.org/W2144981148","https://openalex.org/W2184957013","https://openalex.org/W2250342289","https://openalex.org/W2292391400","https://openalex.org/W2499696929","https://openalex.org/W2604272474","https://openalex.org/W2750779823","https://openalex.org/W2937339363","https://openalex.org/W2970771982","https://openalex.org/W3013926312","https://openalex.org/W3023516546","https://openalex.org/W3046075728","https://openalex.org/W3105643199","https://openalex.org/W3170447327","https://openalex.org/W4200247206"],"related_works":["https://openalex.org/W2030816003","https://openalex.org/W2378211422","https://openalex.org/W4239992647","https://openalex.org/W2150013480","https://openalex.org/W1554458299","https://openalex.org/W81423522","https://openalex.org/W1509860481","https://openalex.org/W4321353415","https://openalex.org/W2488264085","https://openalex.org/W2745001401"],"abstract_inverted_index":{"In":[0,71],"recent":[1],"decades,":[2],"the":[3,19,27,54,96,101,164,176],"growing":[4],"scale":[5],"of":[6,21,29,62,95,169,178],"scientific":[7,33,67,82,183],"research":[8,34,55,68,97],"has":[9],"led":[10],"to":[11,26],"numerous":[12],"novel":[13,77],"findings.":[14],"Reproducing":[15],"these":[16],"findings":[17],"is":[18,35,58],"foundation":[20],"future":[22],"research.":[23,184],"However,":[24],"due":[25],"complexity":[28],"experiments,":[30],"manually":[31],"assessing":[32,81],"laborious":[36],"and":[37,42,125,128,139,150],"time-intensive,":[38],"especially":[39],"in":[40,53,157],"social":[41],"behavioral":[43],"sciences.":[44],"Although":[45],"increasing":[46],"reproducibility":[47],"studies":[48],"have":[49],"garnered":[50],"increased":[51],"attention":[52],"community,":[56],"there":[57],"still":[59],"a":[60,76,86,92],"lack":[61],"systematic":[63],"ways":[64],"for":[65,154,163,181],"evaluating":[66],"at":[69],"scale.":[70],"this":[72],"paper,":[73],"we":[74,104],"propose":[75],"approach":[78],"towards":[79],"automatically":[80],"publications":[83],"by":[84],"constructing":[85],"knowledge":[87,115,151],"graph":[88,152],"(KG)":[89],"that":[90,113,131],"captures":[91],"holistic":[93],"view":[94],"contributions.":[98],"Specifically,":[99],"during":[100],"KG":[102],"construction,":[103],"combine":[105],"information":[106],"from":[107,116],"two":[108,172],"different":[109],"perspectives:":[110],"micro-level":[111],"features":[112,130],"capture":[114],"published":[117],"articles":[118],"such":[119,136],"as":[120,137],"sample":[121],"sizes,":[122,124],"effect":[123],"experimental":[126],"models,":[127],"macro-level":[129],"comprise":[132],"relationships":[133],"between":[134],"entities":[135,155],"authorship":[138],"reference":[140],"information.":[141],"We":[142],"then":[143],"learn":[144],"low-dimensional":[145],"representations":[146],"using":[147],"language":[148],"models":[149],"embeddings":[153],"(nodes":[156],"KGs),":[158],"which":[159],"are":[160],"further":[161],"used":[162],"assessments.":[165],"A":[166],"comprehensive":[167],"set":[168],"experiments":[170],"on":[171],"benchmark":[173],"datasets":[174],"shows":[175],"usefulness":[177],"leveraging":[179],"KGs":[180],"scoring":[182]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}