{"id":"https://openalex.org/W3197475601","doi":"https://doi.org/10.3390/mti5090054","title":"Methods for Detoxification of Texts for the Russian Language","display_name":"Methods for Detoxification of Texts for the Russian Language","publication_year":2021,"publication_date":"2021-09-04","ids":{"openalex":"https://openalex.org/W3197475601","doi":"https://doi.org/10.3390/mti5090054","mag":"3197475601"},"language":"en","primary_location":{"id":"doi:10.3390/mti5090054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/mti5090054","pdf_url":"https://www.mdpi.com/2414-4088/5/9/54/pdf?version=1630996436","source":{"id":"https://openalex.org/S4210226272","display_name":"Multimodal Technologies and Interaction","issn_l":"2414-4088","issn":["2414-4088"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimodal Technologies and Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2414-4088/5/9/54/pdf?version=1630996436","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043273387","display_name":"Daryna Dementieva","orcid":"https://orcid.org/0000-0003-0929-4140"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Daryna Dementieva","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 121205 Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0003-0929-4140","affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 121205 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081660056","display_name":"Daniil Moskovskiy","orcid":"https://orcid.org/0009-0006-7943-4259"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Daniil Moskovskiy","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 121205 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 121205 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109041926","display_name":"Varvara Logacheva","orcid":null},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Varvara Logacheva","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 121205 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 121205 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020407806","display_name":"David Dale","orcid":"https://orcid.org/0000-0003-2045-6833"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"David Dale","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 121205 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 121205 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019849300","display_name":"Olga Kozlova","orcid":"https://orcid.org/0000-0002-5974-0228"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Olga Kozlova","raw_affiliation_strings":["Mobile TeleSystems (MTS), 109147 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mobile TeleSystems (MTS), 109147 Moscow, Russia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113862279","display_name":"Nikita Semenov","orcid":"https://orcid.org/0009-0006-5818-9063"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nikita Semenov","raw_affiliation_strings":["Mobile TeleSystems (MTS), 109147 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mobile TeleSystems (MTS), 109147 Moscow, Russia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026157285","display_name":"Alexander Panchenko","orcid":"https://orcid.org/0000-0001-6097-6118"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexander Panchenko","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 121205 Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0001-6097-6118","affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 121205 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5043273387"],"corresponding_institution_ids":["https://openalex.org/I125989756"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.6999,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.76499913,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"5","issue":"9","first_page":"54","last_page":"54"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9997000098228455,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9997000098228455,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9405999779701233,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11644","display_name":"Spam and Phishing Detection","score":0.9075000286102295,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.779890775680542},{"id":"https://openalex.org/keywords/offensive","display_name":"Offensive","score":0.7303794622421265},{"id":"https://openalex.org/keywords/detoxification","display_name":"Detoxification (alternative medicine)","score":0.7191606163978577},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6030169725418091},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.560955286026001},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.546297550201416},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.4576377868652344},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.4135037660598755},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.07109993696212769},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06453761458396912},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.054236799478530884}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.779890775680542},{"id":"https://openalex.org/C176856949","wikidata":"https://www.wikidata.org/wiki/Q2001676","display_name":"Offensive","level":2,"score":0.7303794622421265},{"id":"https://openalex.org/C2780497538","wikidata":"https://www.wikidata.org/wiki/Q1192006","display_name":"Detoxification (alternative medicine)","level":3,"score":0.7191606163978577},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6030169725418091},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.560955286026001},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.546297550201416},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.4576377868652344},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.4135037660598755},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.07109993696212769},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06453761458396912},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.054236799478530884},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/mti5090054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/mti5090054","pdf_url":"https://www.mdpi.com/2414-4088/5/9/54/pdf?version=1630996436","source":{"id":"https://openalex.org/S4210226272","display_name":"Multimodal Technologies and Interaction","issn_l":"2414-4088","issn":["2414-4088"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimodal Technologies and Interaction","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9c4b392a802b4914818b9d98885c980f","is_oa":true,"landing_page_url":"https://doaj.org/article/9c4b392a802b4914818b9d98885c980f","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Multimodal Technologies and Interaction, Vol 5, Iss 9, p 54 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2414-4088/5/9/54/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/mti5090054","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Multimodal Technologies and Interaction; Volume 5; Issue 9; Pages: 54","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/mti5090054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/mti5090054","pdf_url":"https://www.mdpi.com/2414-4088/5/9/54/pdf?version=1630996436","source":{"id":"https://openalex.org/S4210226272","display_name":"Multimodal Technologies and Interaction","issn_l":"2414-4088","issn":["2414-4088"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimodal Technologies and Interaction","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8199999928474426,"display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324442","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3197475601.pdf","grobid_xml":"https://content.openalex.org/works/W3197475601.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1992258378","https://openalex.org/W2021511019","https://openalex.org/W2064675550","https://openalex.org/W2473555522","https://openalex.org/W2475287302","https://openalex.org/W2493916176","https://openalex.org/W2588960080","https://openalex.org/W2595653137","https://openalex.org/W2617566453","https://openalex.org/W2740168486","https://openalex.org/W2885765530","https://openalex.org/W2887782043","https://openalex.org/W2896457183","https://openalex.org/W2905266130","https://openalex.org/W2952629768","https://openalex.org/W2954226438","https://openalex.org/W2962917899","https://openalex.org/W2962937198","https://openalex.org/W2962977603","https://openalex.org/W2963341956","https://openalex.org/W2963667126","https://openalex.org/W2964321064","https://openalex.org/W2964529779","https://openalex.org/W2970395295","https://openalex.org/W2976796515","https://openalex.org/W2988580499","https://openalex.org/W2989783095","https://openalex.org/W2990530823","https://openalex.org/W3013027210","https://openalex.org/W3015284505","https://openalex.org/W3021491028","https://openalex.org/W3034319502","https://openalex.org/W3092957620","https://openalex.org/W3100727892","https://openalex.org/W3102825016","https://openalex.org/W3105234097","https://openalex.org/W3113759118","https://openalex.org/W3118208174","https://openalex.org/W3143236226","https://openalex.org/W4288089799","https://openalex.org/W6769627184"],"related_works":["https://openalex.org/W1568520348","https://openalex.org/W3214407891","https://openalex.org/W3194113117","https://openalex.org/W3213194066","https://openalex.org/W4287020359","https://openalex.org/W268355439","https://openalex.org/W2967125893","https://openalex.org/W4385323698","https://openalex.org/W2385362579","https://openalex.org/W2380993274"],"abstract_inverted_index":{"We":[0,63,89],"introduce":[1],"the":[2,6,47,60,100,105,119],"first":[3],"study":[4],"of":[5,9,18,67],"automatic":[7,111],"detoxification":[8,58],"Russian":[10,61],"texts":[11],"to":[12],"combat":[13],"offensive":[14],"language.":[15,62],"This":[16],"kind":[17],"textual":[19],"style":[20],"transfer":[21],"can":[22,122],"be":[23,123],"used":[24,125],"for":[25,33,46,59,110,126,132],"processing":[26],"toxic":[27],"content":[28],"on":[29,57,71,83],"social":[30],"media":[31],"or":[32],"eliminating":[34],"toxicity":[35],"in":[36,50],"automatically":[37],"generated":[38],"texts.":[39],"While":[40],"much":[41],"work":[42],"has":[43],"been":[44],"done":[45],"English":[48],"language":[49,87],"this":[51],"field,":[52],"there":[53,129],"are":[54],"no":[55],"works":[56],"suggest":[64],"two":[65],"types":[66],"models\u2014an":[68],"approach":[69,81],"based":[70,82],"BERT":[72],"architecture":[73],"that":[74,118],"performs":[75],"local":[76],"corrections":[77],"and":[78,103,108,112],"a":[79,84],"supervised":[80],"pretrained":[85],"GPT-2":[86],"model.":[88],"compare":[90],"these":[91],"methods":[92],"with":[93],"several":[94],"baselines.":[95],"In":[96],"addition,":[97],"we":[98],"provide":[99],"training":[101],"datasets":[102],"describe":[104],"evaluation":[106],"setup":[107],"metrics":[109],"manual":[113],"evaluation.":[114],"The":[115],"results":[116],"show":[117],"tested":[120],"approaches":[121],"successfully":[124],"detoxification,":[127],"although":[128],"is":[130],"room":[131],"improvement.":[133]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
