{"id":"https://openalex.org/W2798838126","doi":"https://doi.org/10.18653/v1/p18-1075","title":"Two Methods for Domain Adaptation of Bilingual Tasks: Delightfully Simple and Broadly Applicable","display_name":"Two Methods for Domain Adaptation of Bilingual Tasks: Delightfully Simple and Broadly Applicable","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2798838126","doi":"https://doi.org/10.18653/v1/p18-1075","mag":"2798838126"},"language":"en","primary_location":{"id":"doi:10.18653/v1/p18-1075","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/p18-1075","pdf_url":"https://www.aclweb.org/anthology/P18-1075.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 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/P18-1075.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090950630","display_name":"Viktor Hangya","orcid":"https://orcid.org/0000-0002-5144-3069"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Viktor Hangya","raw_affiliation_strings":["Center for Information and Language Processing LMU Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Center for Information and Language Processing LMU Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076127478","display_name":"Fabienne Braune","orcid":null},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]},{"id":"https://openalex.org/I4210157570","display_name":"Data:Lab Munich (Germany)","ror":"https://ror.org/04jbk1p62","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210157570"]},{"id":"https://openalex.org/I1319473763","display_name":"Volkswagen Group (Germany)","ror":"https://ror.org/01f3bhg26","country_code":"DE","type":"company","lineage":["https://openalex.org/I1319473763"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabienne Braune","raw_affiliation_strings":["Center for Information and Language Processing LMU Munich, Germany","Volkswagen Data Lab Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Center for Information and Language Processing LMU Munich, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Volkswagen Data Lab Munich, Germany","institution_ids":["https://openalex.org/I1319473763","https://openalex.org/I4210157570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061754269","display_name":"Alexander Fraser","orcid":"https://orcid.org/0000-0003-1924-0015"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Alexander Fraser","raw_affiliation_strings":["Center for Information and Language Processing LMU Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Center for Information and Language Processing LMU Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071144367","display_name":"Hinrich Sch\u00fctze","orcid":null},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hinrich Sch\u00fctze","raw_affiliation_strings":["Center for Information and Language Processing LMU Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Center for Information and Language Processing LMU Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5061754269"],"corresponding_institution_ids":["https://openalex.org/I8204097"],"apc_list":null,"apc_paid":null,"fwci":2.8771,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.92688697,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"810","last_page":"820"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9993000030517578,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/simple","display_name":"Simple (philosophy)","score":0.7541510462760925},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.753497302532196},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6491782069206238},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.5466925501823425},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4681682288646698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3720438778400421},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12311151623725891},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12069147825241089},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.06136137247085571}],"concepts":[{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.7541510462760925},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.753497302532196},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6491782069206238},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.5466925501823425},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4681682288646698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3720438778400421},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12311151623725891},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12069147825241089},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.06136137247085571},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/p18-1075","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/p18-1075","pdf_url":"https://www.aclweb.org/anthology/P18-1075.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 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/p18-1075","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/p18-1075","pdf_url":"https://www.aclweb.org/anthology/P18-1075.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 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G4956428346","display_name":null,"funder_award_id":"Horizon 2020 research and innovatio","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5036817778","display_name":null,"funder_award_id":"European Union's Horizon 2020 research and innov","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5399556803","display_name":null,"funder_award_id":"This project has received funding from the Europea","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6199968644","display_name":"Domain Adaptation for Statistical Machine Translation","funder_award_id":"640550","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8633428685","display_name":null,"funder_award_id":"European Union's Horizon 2020 research and innovat","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2798838126.pdf","grobid_xml":"https://content.openalex.org/works/W2798838126.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W22168010","https://openalex.org/W118230288","https://openalex.org/W342285082","https://openalex.org/W1503259811","https://openalex.org/W1521626219","https://openalex.org/W1522301498","https://openalex.org/W1614298861","https://openalex.org/W1828724394","https://openalex.org/W1832693441","https://openalex.org/W1979279776","https://openalex.org/W2011266813","https://openalex.org/W2101234009","https://openalex.org/W2122455551","https://openalex.org/W2126725946","https://openalex.org/W2142074148","https://openalex.org/W2142262074","https://openalex.org/W2157076169","https://openalex.org/W2161907320","https://openalex.org/W2164733043","https://openalex.org/W2167660864","https://openalex.org/W2229725139","https://openalex.org/W2250646737","https://openalex.org/W2250904672","https://openalex.org/W2252127909","https://openalex.org/W2252153787","https://openalex.org/W2252212383","https://openalex.org/W2294774419","https://openalex.org/W2295781714","https://openalex.org/W2407689262","https://openalex.org/W2419539795","https://openalex.org/W2508069829","https://openalex.org/W2514567832","https://openalex.org/W2514722822","https://openalex.org/W2606243775","https://openalex.org/W2621925205","https://openalex.org/W2739533097","https://openalex.org/W2752201871","https://openalex.org/W2952037945","https://openalex.org/W2963002901","https://openalex.org/W2963052942","https://openalex.org/W2964121744"],"related_works":["https://openalex.org/W4389474468","https://openalex.org/W4300172004","https://openalex.org/W2955455867","https://openalex.org/W4321649381","https://openalex.org/W3180787869","https://openalex.org/W2997645659","https://openalex.org/W3203792196","https://openalex.org/W4295929828","https://openalex.org/W3156096827","https://openalex.org/W4287210399"],"abstract_inverted_index":{"Bilingual":[0],"tasks,":[1],"such":[2,23],"as":[3],"bilingual":[4,51,60,71],"lexicon":[5,72],"induction":[6],"and":[7,69],"cross-lingual":[8,65],"classification,":[9],"are":[10,25],"crucial":[11],"for":[12,22,47],"overcoming":[13],"data":[14],"sparsity":[15],"in":[16,96],"the":[17],"target":[18],"language.":[19],"Resources":[20],"required":[21],"tasks":[24,61],"often":[26],"out-of-domain,":[27],"thus":[28],"domain":[29,48],"adaptation":[30,49],"is":[31],"an":[32],"important":[33],"problem":[34],"here.":[35],"We":[36,54,89],"make":[37],"two":[38,59],"contributions.":[39],"First,":[40],"we":[41,75,103],"test":[42],"a":[43,77],"delightfully":[44],"simple":[45],"method":[46,82,93],"of":[50],"word":[52],"embeddings.":[53],"evaluate":[55],"these":[56,87],"embeddings":[57],"on":[58],"involving":[62],"different":[63],"domains:":[64],"twitter":[66],"sentiment":[67],"classification":[68,81],"medical":[70],"induction.":[73],"Second,":[74],"tailor":[76],"broadly":[78],"applicable":[79],"semi-supervised":[80],"from":[83],"computer":[84],"vision":[85],"to":[86],"tasks.":[88],"show":[90],"that":[91],"this":[92],"also":[94],"helps":[95],"low-resource":[97],"setups.":[98],"Using":[99],"both":[100],"methods":[101],"together":[102],"achieve":[104],"large":[105],"improvements":[106],"over":[107],"our":[108],"baselines,":[109],"by":[110],"using":[111],"only":[112],"additional":[113],"unlabeled":[114],"data.":[115]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":7}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
