{"id":"https://openalex.org/W3006804720","doi":"https://doi.org/10.1145/3366030.3366126","title":"Target-Topic Aware Doc2Vec for Short Sentence Retrieval from User Generated Content","display_name":"Target-Topic Aware Doc2Vec for Short Sentence Retrieval from User Generated Content","publication_year":2019,"publication_date":"2019-12-02","ids":{"openalex":"https://openalex.org/W3006804720","doi":"https://doi.org/10.1145/3366030.3366126","mag":"3006804720"},"language":"en","primary_location":{"id":"doi:10.1145/3366030.3366126","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3366030.3366126","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st International Conference on Information Integration and Web-based Applications & Services","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012936984","display_name":"Kosuke Kurihara","orcid":null},"institutions":[{"id":"https://openalex.org/I131231118","display_name":"Aoyama Gakuin University","ror":"https://ror.org/002rw7y37","country_code":"JP","type":"education","lineage":["https://openalex.org/I131231118"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Kosuke Kurihara","raw_affiliation_strings":["Aoyama Gakuin University, Kanagawa, Japan"],"affiliations":[{"raw_affiliation_string":"Aoyama Gakuin University, Kanagawa, Japan","institution_ids":["https://openalex.org/I131231118"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103036803","display_name":"Yoshiyuki Shoji","orcid":"https://orcid.org/0000-0002-7405-9270"},"institutions":[{"id":"https://openalex.org/I131231118","display_name":"Aoyama Gakuin University","ror":"https://ror.org/002rw7y37","country_code":"JP","type":"education","lineage":["https://openalex.org/I131231118"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoshiyuki Shoji","raw_affiliation_strings":["Aoyama Gakuin University, Kanagawa, Japan"],"affiliations":[{"raw_affiliation_string":"Aoyama Gakuin University, Kanagawa, Japan","institution_ids":["https://openalex.org/I131231118"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082125155","display_name":"Sumio Fujita","orcid":"https://orcid.org/0000-0002-1282-386X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sumio Fujita","raw_affiliation_strings":["Yahoo JAPAN Corporation, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Yahoo JAPAN Corporation, Tokyo, Japan","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005400588","display_name":"Martin J. D\u00fcrst","orcid":"https://orcid.org/0000-0001-7568-0766"},"institutions":[{"id":"https://openalex.org/I131231118","display_name":"Aoyama Gakuin University","ror":"https://ror.org/002rw7y37","country_code":"JP","type":"education","lineage":["https://openalex.org/I131231118"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Martin J. D\u00fcrst","raw_affiliation_strings":["Aoyama Gakuin University, Kanagawa, Japan"],"affiliations":[{"raw_affiliation_string":"Aoyama Gakuin University, Kanagawa, Japan","institution_ids":["https://openalex.org/I131231118"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012936984"],"corresponding_institution_ids":["https://openalex.org/I131231118"],"apc_list":null,"apc_paid":null,"fwci":0.7001,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.79024074,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"463","last_page":"467"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9995999932289124,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9991999864578247,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8847109079360962},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.7496947050094604},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.7474792003631592},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6169700622558594},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.43928077816963196},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.38394713401794434},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33115631341934204}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8847109079360962},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.7496947050094604},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.7474792003631592},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6169700622558594},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.43928077816963196},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38394713401794434},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33115631341934204},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3366030.3366126","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3366030.3366126","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st International Conference on Information Integration and Web-based Applications & Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1993607151","https://openalex.org/W2111620038","https://openalex.org/W2112744748","https://openalex.org/W2117002029","https://openalex.org/W2147152072","https://openalex.org/W2516537890","https://openalex.org/W2594842050","https://openalex.org/W2767596924","https://openalex.org/W2775160269","https://openalex.org/W2896508241","https://openalex.org/W4205171160"],"related_works":["https://openalex.org/W2375873920","https://openalex.org/W2146114872","https://openalex.org/W2392060890","https://openalex.org/W2392760275","https://openalex.org/W2083530853","https://openalex.org/W2009831055","https://openalex.org/W2393172683","https://openalex.org/W3211744874","https://openalex.org/W1994626569","https://openalex.org/W2368686738"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,36,40,48,62,65,161,174,179,187,197],"new":[4,206],"method":[5,132,207],"of":[6,10,17,32,72,80,95,137,147],"supplementing":[7],"the":[8,14,30,51,73,91,106,112,118,128,141,144,148,151,157],"context":[9,142],"short":[11,41,96],"sentences":[12],"for":[13,78,111,117],"training":[15,92,145],"phase":[16,146],"Doc2Vec.":[18],"Since":[19],"CGM":[20],"(Consumer":[21],"Generated":[22],"Media)":[23],"sites":[24,27],"and":[25,39,82,165,196,211,217],"SNS":[26],"become":[28],"widespread,":[29],"importance":[31],"similarity":[33],"calculation":[34],"between":[35],"given":[37],"query":[38,52],"sentence":[42,138,175,183],"is":[43,70],"increasing.":[44],"As":[45],"an":[46],"example,":[47],"search":[49],"by":[50],"\"sad\"":[53],"should":[54],"find":[55],"actual":[56],"expressions":[57],"such":[58],"as":[59,140],"\"I":[60],"needed":[61],"handkerchief\"":[63],"on":[64],"movie":[66,120,123,193],"review":[67,124,194],"site.":[68],"Doc2Vec":[69,85,104,149,215],"one":[71],"most":[74],"widely":[75],"used":[76],"methods":[77],"vectorization":[79],"queries":[81],"sentences.":[83],"However,":[84],"often":[86],"exhibits":[87],"low":[88],"accuracy":[89],"if":[90],"data":[93],"consists":[94],"sentences,":[97],"because":[98],"they":[99],"lack":[100],"context.":[101,166],"We":[102,185],"modified":[103],"with":[105,150,170,182],"hypothesis":[107],"that":[108,204],"other":[109],"posts":[110,195],"same":[113,119,129],"topic":[114,219],"(i.e.":[115],"reviews":[116],"in":[121,143],"online":[122],"sites)":[125],"may":[126],"share":[127],"background.":[130],"Our":[131],"uses":[133],"target-topic":[134],"IDs":[135,139,172],"instead":[136],"PV-DM":[152],"model;":[153],"this":[154],"model":[155,168,180],"estimates":[156],"next":[158],"term":[159],"from":[160],"few":[162],"previous":[163,214],"terms":[164],"The":[167,200],"trained":[169,181],"item":[171],"vectorizes":[173],"more":[176],"accurately":[177],"than":[178,213],"IDs.":[184],"conducted":[186],"large-scale":[188],"experiment":[189],"using":[190],"1.2":[191],"million":[192],"crowdsourcing-based":[198],"evaluation.":[199],"experimental":[201],"result":[202],"demonstrates":[203],"our":[205],"achieves":[208],"higher":[209],"precision":[210],"nDCG":[212],"variants":[216],"traditional":[218],"modeling":[220],"methods.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}