{"id":"https://openalex.org/W2252016481","doi":"https://doi.org/10.3115/v1/w14-1619","title":"Probabilistic Modeling of Joint-context in Distributional Similarity","display_name":"Probabilistic Modeling of Joint-context in Distributional Similarity","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2252016481","doi":"https://doi.org/10.3115/v1/w14-1619","mag":"2252016481"},"language":"en","primary_location":{"id":"doi:10.3115/v1/w14-1619","is_oa":true,"landing_page_url":"https://doi.org/10.3115/v1/w14-1619","pdf_url":"https://aclanthology.org/W14-1619.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eighteenth Conference on Computational Natural Language Learning","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/W14-1619.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089409089","display_name":"Oren Melamud","orcid":null},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]},{"id":"https://openalex.org/I4210156583","display_name":"Laboratoire d'Informatique de Paris-Nord","ror":"https://ror.org/05g1zjw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210156583","https://openalex.org/I4210159245"]}],"countries":["FR","IL"],"is_corresponding":false,"raw_author_name":"Oren Melamud","raw_affiliation_strings":["Computer Science Department, Bar-Ilan University  Faculty of Engineering, Bar-Ilan University","Computer Science Department, Bar-Ilan University \u2666 Faculty of Engineering, Bar-Ilan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Bar-Ilan University  Faculty of Engineering, Bar-Ilan University","institution_ids":["https://openalex.org/I13955877"]},{"raw_affiliation_string":"Computer Science Department, Bar-Ilan University \u2666 Faculty of Engineering, Bar-Ilan University","institution_ids":["https://openalex.org/I13955877","https://openalex.org/I4210156583"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033006575","display_name":"Ido Dagan","orcid":"https://orcid.org/0000-0003-3415-3374"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]},{"id":"https://openalex.org/I4210156583","display_name":"Laboratoire d'Informatique de Paris-Nord","ror":"https://ror.org/05g1zjw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210156583","https://openalex.org/I4210159245"]}],"countries":["FR","IL"],"is_corresponding":false,"raw_author_name":"Ido Dagan","raw_affiliation_strings":["Computer Science Department, Bar-Ilan University  Faculty of Engineering, Bar-Ilan University","Computer Science Department, Bar-Ilan University \u2666 Faculty of Engineering, Bar-Ilan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Bar-Ilan University  Faculty of Engineering, Bar-Ilan University","institution_ids":["https://openalex.org/I13955877"]},{"raw_affiliation_string":"Computer Science Department, Bar-Ilan University \u2666 Faculty of Engineering, Bar-Ilan University","institution_ids":["https://openalex.org/I13955877","https://openalex.org/I4210156583"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005409420","display_name":"Jacob Goldberger","orcid":"https://orcid.org/0000-0002-2225-1914"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jacob Goldberger","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026091724","display_name":"Idan Szpektor","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Idan Szpektor","raw_affiliation_strings":["Yahoo! Research Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yahoo! Research Israel","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013522667","display_name":"Deniz Y\u00fcret","orcid":"https://orcid.org/0000-0002-7039-0046"},"institutions":[{"id":"https://openalex.org/I1351752","display_name":"Ko\u00e7 University","ror":"https://ror.org/00jzwgz36","country_code":"TR","type":"education","lineage":["https://openalex.org/I1351752"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Deniz Yuret","raw_affiliation_strings":["Koc University","Koc \u00b8University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Koc University","institution_ids":["https://openalex.org/I1351752"]},{"raw_affiliation_string":"Koc \u00b8University","institution_ids":["https://openalex.org/I1351752"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"181","last_page":"190"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":1.0,"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":1.0,"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/T10181","display_name":"Natural Language Processing Techniques","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/T12031","display_name":"Speech and dialogue systems","score":0.9890999794006348,"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/syntagmatic-analysis","display_name":"Syntagmatic analysis","score":0.860406756401062},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7737298011779785},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7468413710594177},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6920486092567444},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5944643616676331},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5846584439277649},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.5104485750198364},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.5088332295417786},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.47319409251213074},{"id":"https://openalex.org/keywords/probabilistic-relevance-model","display_name":"Probabilistic relevance model","score":0.4502812623977661},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.43147051334381104},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.42659124732017517},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.42271873354911804},{"id":"https://openalex.org/keywords/probabilistic-analysis-of-algorithms","display_name":"Probabilistic analysis of algorithms","score":0.14904749393463135},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11796584725379944},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.11089581251144409}],"concepts":[{"id":"https://openalex.org/C29155451","wikidata":"https://www.wikidata.org/wiki/Q3625450","display_name":"Syntagmatic analysis","level":2,"score":0.860406756401062},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7737298011779785},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7468413710594177},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6920486092567444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5944643616676331},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5846584439277649},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.5104485750198364},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.5088332295417786},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.47319409251213074},{"id":"https://openalex.org/C143017306","wikidata":"https://www.wikidata.org/wiki/Q3318133","display_name":"Probabilistic relevance model","level":4,"score":0.4502812623977661},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.43147051334381104},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.42659124732017517},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42271873354911804},{"id":"https://openalex.org/C24404364","wikidata":"https://www.wikidata.org/wiki/Q7246846","display_name":"Probabilistic analysis of algorithms","level":3,"score":0.14904749393463135},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11796584725379944},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.11089581251144409},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3115/v1/w14-1619","is_oa":true,"landing_page_url":"https://doi.org/10.3115/v1/w14-1619","pdf_url":"https://aclanthology.org/W14-1619.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eighteenth Conference on Computational Natural Language Learning","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.3115/v1/w14-1619","is_oa":true,"landing_page_url":"https://doi.org/10.3115/v1/w14-1619","pdf_url":"https://aclanthology.org/W14-1619.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eighteenth Conference on Computational Natural Language Learning","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7300000190734863}],"awards":[{"id":"https://openalex.org/G2488755638","display_name":null,"funder_award_id":"FP7/2007-2013","funder_id":"https://openalex.org/F4320322252","funder_display_name":"Israel Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320322252","display_name":"Israel Science Foundation","ror":"https://ror.org/04sazxf24"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2252016481.pdf","grobid_xml":"https://content.openalex.org/works/W2252016481.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W16234965","https://openalex.org/W60571609","https://openalex.org/W179875071","https://openalex.org/W191422183","https://openalex.org/W1253651079","https://openalex.org/W1569415500","https://openalex.org/W1593045043","https://openalex.org/W1614298861","https://openalex.org/W1662133657","https://openalex.org/W1831478036","https://openalex.org/W1934041838","https://openalex.org/W1978400666","https://openalex.org/W1981617416","https://openalex.org/W2024592335","https://openalex.org/W2039217078","https://openalex.org/W2053921957","https://openalex.org/W2067438047","https://openalex.org/W2080100102","https://openalex.org/W2096093447","https://openalex.org/W2117130368","https://openalex.org/W2121227244","https://openalex.org/W2127589659","https://openalex.org/W2128808215","https://openalex.org/W2132631284","https://openalex.org/W2137607259","https://openalex.org/W2137735870","https://openalex.org/W2151222319","https://openalex.org/W2159637323","https://openalex.org/W2166776180","https://openalex.org/W2170682101","https://openalex.org/W2171956623","https://openalex.org/W2250574900","https://openalex.org/W2607879133","https://openalex.org/W2950577311","https://openalex.org/W2998704965","https://openalex.org/W3099386342","https://openalex.org/W4255198209","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2057062109","https://openalex.org/W2274846632","https://openalex.org/W2345647014","https://openalex.org/W4254087122","https://openalex.org/W2201192772","https://openalex.org/W2252016481","https://openalex.org/W1995723602","https://openalex.org/W2059894543","https://openalex.org/W2081153054","https://openalex.org/W2085483216"],"abstract_inverted_index":{"Most":[0],"traditional":[1],"distributional":[2,29],"similarity":[3,30,73,109],"models":[4,38,110],"fail":[5],"to":[6,42,79,92],"capture":[7],"syntagmatic":[8,82],"patterns":[9],"that":[10,65,117],"group":[11],"together":[12],"multiple":[13],"word":[14],"features":[15],"within":[16],"the":[17,34,112],"same":[18],"joint":[19,45],"context.":[20],"In":[21],"this":[22,49,66],"work":[23,116],"we":[24,51,99],"introduce":[25],"a":[26,53,104],"novel":[27],"generic":[28],"scheme":[31,102],"under":[32],"which":[33,56,76],"power":[35],"of":[36,115],"probabilistic":[37,58,120],"can":[39],"be":[40],"leveraged":[41],"effectively":[43],"model":[44,55,67],"contexts.":[46],"Based":[47],"on":[48],"scheme,":[50],"implement":[52],"concrete":[54],"utilizes":[57],"n-gram":[59],"language":[60,121],"models.":[61],"Our":[62],"evaluations":[63],"suggest":[64],"is":[68],"particularly":[69],"wellsuited":[70],"for":[71,74,95,106],"measuring":[72],"verbs,":[75],"are":[77],"known":[78],"exhibit":[80],"richer":[81],"patterns,":[83],"while":[84],"maintaining":[85],"comparable":[86],"or":[87],"better":[88],"performance":[89],"with":[90],"respect":[91],"competitive":[93],"baselines":[94],"nouns.":[96],"Following":[97],"this,":[98],"propose":[100],"our":[101],"as":[103],"framework":[105],"future":[107],"semantic":[108],"leveraging":[111],"substantial":[113],"body":[114],"exists":[118],"in":[119],"modeling.":[122]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}