{"id":"https://openalex.org/W4389429236","doi":"https://doi.org/10.1134/s036176882307006x","title":"Cross-Lingual Transfer Learning in Drug-Related Information Extraction from User-Generated Texts","display_name":"Cross-Lingual Transfer Learning in Drug-Related Information Extraction from User-Generated Texts","publication_year":2023,"publication_date":"2023-12-01","ids":{"openalex":"https://openalex.org/W4389429236","doi":"https://doi.org/10.1134/s036176882307006x"},"language":"en","primary_location":{"id":"doi:10.1134/s036176882307006x","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1134/s036176882307006x","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261","3034-5847"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-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/A5018477452","display_name":"Andrey Sakhovskiy","orcid":"https://orcid.org/0000-0003-2762-2910"},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"A. S. Sakhovskiy","raw_affiliation_strings":["Kazan Federal University, ul. Kremlevskaya 18, 420008, Kazan, Russia","Sber AI, Kutuzovskii pr. 32, 121170, Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0003-2762-2910","affiliations":[{"raw_affiliation_string":"Kazan Federal University, ul. Kremlevskaya 18, 420008, Kazan, Russia","institution_ids":["https://openalex.org/I21203515"]},{"raw_affiliation_string":"Sber AI, Kutuzovskii pr. 32, 121170, Moscow, Russia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012311258","display_name":"Elena Tutubalina","orcid":"https://orcid.org/0000-0001-7936-0284"},"institutions":[{"id":"https://openalex.org/I118501908","display_name":"National Research University Higher School of Economics","ror":"https://ror.org/055f7t516","country_code":"RU","type":"education","lineage":["https://openalex.org/I118501908"]},{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"E. V. Tutubalina","raw_affiliation_strings":["Kazan Federal University, ul. Kremlevskaya 18, 420008, Kazan, Russia","National Research University Higher School of Economics, ul. Myasnitskaya 20, 101000, Moscow, Russia","Sber AI, Kutuzovskii pr. 32, 121170, Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0001-7936-0284","affiliations":[{"raw_affiliation_string":"Kazan Federal University, ul. Kremlevskaya 18, 420008, Kazan, Russia","institution_ids":["https://openalex.org/I21203515"]},{"raw_affiliation_string":"National Research University Higher School of Economics, ul. Myasnitskaya 20, 101000, Moscow, Russia","institution_ids":["https://openalex.org/I118501908"]},{"raw_affiliation_string":"Sber AI, Kutuzovskii pr. 32, 121170, Moscow, Russia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5012311258","https://openalex.org/A5018477452"],"corresponding_institution_ids":["https://openalex.org/I118501908","https://openalex.org/I21203515"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14362207,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"49","issue":"7","first_page":"590","last_page":"595"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","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/T10028","display_name":"Topic Modeling","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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9986000061035156,"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"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9943000078201294,"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":0.7862539887428284},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.7324484586715698},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7108065485954285},{"id":"https://openalex.org/keywords/named-entity-recognition","display_name":"Named-entity recognition","score":0.6926184296607971},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6457586884498596},{"id":"https://openalex.org/keywords/f1-score","display_name":"F1 score","score":0.6414991021156311},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.5968345403671265},{"id":"https://openalex.org/keywords/information-extraction","display_name":"Information extraction","score":0.5959842801094055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.57928466796875},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.5258258581161499},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4611196219921112},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.33846309781074524}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7862539887428284},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.7324484586715698},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7108065485954285},{"id":"https://openalex.org/C2779135771","wikidata":"https://www.wikidata.org/wiki/Q403574","display_name":"Named-entity recognition","level":3,"score":0.6926184296607971},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6457586884498596},{"id":"https://openalex.org/C148524875","wikidata":"https://www.wikidata.org/wiki/Q6975395","display_name":"F1 score","level":2,"score":0.6414991021156311},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.5968345403671265},{"id":"https://openalex.org/C195807954","wikidata":"https://www.wikidata.org/wiki/Q1662562","display_name":"Information extraction","level":2,"score":0.5959842801094055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.57928466796875},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.5258258581161499},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4611196219921112},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.33846309781074524},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1134/s036176882307006x","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1134/s036176882307006x","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261","3034-5847"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6899999976158142}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2096951189","https://openalex.org/W2131546905","https://openalex.org/W2610937402","https://openalex.org/W2626761403","https://openalex.org/W2785442376","https://openalex.org/W2793300267","https://openalex.org/W2895296143","https://openalex.org/W2907279416","https://openalex.org/W2962735107","https://openalex.org/W2963206679","https://openalex.org/W3015347994","https://openalex.org/W3172540971"],"related_works":["https://openalex.org/W3149011051","https://openalex.org/W2916255597","https://openalex.org/W3094868181","https://openalex.org/W3091569222","https://openalex.org/W2999302224","https://openalex.org/W1495833002","https://openalex.org/W2075635421","https://openalex.org/W3006227201","https://openalex.org/W2964631078","https://openalex.org/W3160627956"],"abstract_inverted_index":{"Abstract":[0],"Aggregating":[1],"knowledge":[2],"about":[3,71],"drug,":[4],"disease,":[5],"and":[6,16,47,63,110,123],"drug":[7,72,106,108,111,137],"reaction":[8],"entities":[9],"across":[10],"a":[11,29,64,90,181],"broader":[12],"range":[13],"of":[14,37,55,68,149,173,180],"domains":[15],"languages":[17],"is":[18],"critical":[19],"for":[20,41,78,135],"information":[21],"extraction":[22],"applications.":[23],"In":[24,74],"this":[25],"work,":[26],"we":[27],"present":[28],"fine-grained":[30,102],"evaluation":[31,114],"intended":[32],"to":[33,89,100],"understand":[34],"the":[35,53,97,118,131,142,152,162,169,178],"efficiency":[36],"multilingual":[38],"BERT-based":[39],"models":[40],"biomedical":[42],"named":[43],"entity":[44,98],"recognition":[45],"(NER)":[46],"multi-label":[48],"sentence":[49],"classification.":[50],"We":[51],"investigate":[52],"role":[54],"transfer":[56,133],"learning":[57],"strategies":[58],"between":[59],"two":[60],"English":[61,124],"corpora":[62],"novel":[65],"annotated":[66],"corpus":[67],"Russian":[69,122,143],"reviews":[70,126],"therapy.":[73],"these":[75],"corpora,":[76],"labels":[77],"sentences":[79],"indicate":[80],"health-related":[81],"issues":[82],"or":[83],"their":[84],"absence.":[85],"Sentences":[86],"that":[87,117],"belong":[88],"certain":[91],"class":[92],"are":[93],"additionally":[94],"labeled":[95],"at":[96],"level":[99],"identify":[101],"subtypes":[103],"such":[104],"as":[105],"names,":[107],"indications,":[109],"reactions.":[112],"The":[113,145],"results":[115],"demonstrate":[116],"BERT":[119,183],"training":[120],"on":[121,141],"raw":[125],"(5M":[127],"in":[128,151],"total)":[129],"provides":[130],"best":[132],"capabilities":[134],"adverse":[136],"reactions":[138],"detection":[139],"task":[140,154],"data.":[144],"macro":[146,170],"F1":[147,171],"score":[148,172,179],"74.85%":[150],"NER":[153],"was":[155],"achieved":[156,168],"by":[157],"our":[158,165],"RuDR-BERT":[159],"model.":[160,184],"For":[161],"classification":[163],"task,":[164],"EnRuDR-BERT":[166],"model":[167],"70%,":[174],"gaining":[175],"8.64%":[176],"over":[177],"general-domain":[182]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
