{"id":"https://openalex.org/W4390483349","doi":"https://doi.org/10.1109/ssci52147.2023.10371891","title":"Improving Natural Language Inference in Arabic Using Transformer Models and Linguistically Informed Pre-Training","display_name":"Improving Natural Language Inference in Arabic Using Transformer Models and Linguistically Informed Pre-Training","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390483349","doi":"https://doi.org/10.1109/ssci52147.2023.10371891"},"language":"en","primary_location":{"id":"doi:10.1109/ssci52147.2023.10371891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci52147.2023.10371891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5111104399","display_name":"Mohammad Majd Saad Al Deen","orcid":null},"institutions":[{"id":"https://openalex.org/I155417937","display_name":"Hochschule Bonn-Rhein-Sieg","ror":"https://ror.org/04m2anh63","country_code":"DE","type":"education","lineage":["https://openalex.org/I155417937"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mohammad Majd Saad Al Deen","raw_affiliation_strings":["Fraunhofer IAIS and Hochschule Bonn-Rhein-Sieg,Sankt Augustin,Germany","Fraunhofer IAIS and Hochschule Bonn-Rhein-Sieg, Sankt Augustin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer IAIS and Hochschule Bonn-Rhein-Sieg,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I155417937"]},{"raw_affiliation_string":"Fraunhofer IAIS and Hochschule Bonn-Rhein-Sieg, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I155417937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054556600","display_name":"Maren Pielka","orcid":"https://orcid.org/0000-0001-9610-6026"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maren Pielka","raw_affiliation_strings":["Fraunhofer IAIS,Sankt Augustin,Germany","Fraunhofer IAIS, Sankt Augustin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer IAIS,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I4210144576"]},{"raw_affiliation_string":"Fraunhofer IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019899855","display_name":"J.J. van Hees","orcid":"https://orcid.org/0000-0002-0084-8998"},"institutions":[{"id":"https://openalex.org/I155417937","display_name":"Hochschule Bonn-Rhein-Sieg","ror":"https://ror.org/04m2anh63","country_code":"DE","type":"education","lineage":["https://openalex.org/I155417937"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00f6rn Hees","raw_affiliation_strings":["Hochschule Bonn-Rhein-Sieg,Sankt Augustin,Germany","Hochschule Bonn-Rhein-Sieg, Sankt Augustin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hochschule Bonn-Rhein-Sieg,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I155417937"]},{"raw_affiliation_string":"Hochschule Bonn-Rhein-Sieg, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I155417937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092778225","display_name":"Bouthaina Soulef Abdou","orcid":null},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]},{"id":"https://openalex.org/I4210098248","display_name":"Fraunhofer Institute for Algorithms and Scientific Computing","ror":"https://ror.org/00trw9c49","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210098248","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bouthaina Soulef Abdou","raw_affiliation_strings":["Fraunhofer IAIS and University of Bonn,Sankt Augustin,Germany","Fraunhofer IAIS and University of Bonn, Sankt Augustin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer IAIS and University of Bonn,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I135140700","https://openalex.org/I4210098248"]},{"raw_affiliation_string":"Fraunhofer IAIS and University of Bonn, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I135140700","https://openalex.org/I4210098248"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064201630","display_name":"Rafet Sifa","orcid":"https://orcid.org/0009-0004-6680-8210"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]},{"id":"https://openalex.org/I4210098248","display_name":"Fraunhofer Institute for Algorithms and Scientific Computing","ror":"https://ror.org/00trw9c49","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210098248","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rafet Sifa","raw_affiliation_strings":["Fraunhofer IAIS and University of Bonn,Sankt Augustin,Germany","Fraunhofer IAIS and University of Bonn, Sankt Augustin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer IAIS and University of Bonn,Sankt Augustin,Germany","institution_ids":["https://openalex.org/I135140700","https://openalex.org/I4210098248"]},{"raw_affiliation_string":"Fraunhofer IAIS and University of Bonn, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I135140700","https://openalex.org/I4210098248"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6534,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.71145364,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"318","last_page":"322"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980000257492065,"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":0.9980000257492065,"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":0.9958000183105469,"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":0.9803000092506409,"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":0.8664050698280334},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.770474910736084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.696368396282196},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6617566347122192},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6235235333442688},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.5379289984703064},{"id":"https://openalex.org/keywords/machine-translation","display_name":"Machine translation","score":0.4738757312297821},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.4589143991470337},{"id":"https://openalex.org/keywords/question-answering","display_name":"Question answering","score":0.447814017534256},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.42261308431625366},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4138585925102234}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8664050698280334},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.770474910736084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.696368396282196},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6617566347122192},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6235235333442688},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.5379289984703064},{"id":"https://openalex.org/C203005215","wikidata":"https://www.wikidata.org/wiki/Q79798","display_name":"Machine translation","level":2,"score":0.4738757312297821},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.4589143991470337},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.447814017534256},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.42261308431625366},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4138585925102234},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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":2,"locations":[{"id":"doi:10.1109/ssci52147.2023.10371891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci52147.2023.10371891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/459525","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/459525","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1614298861","https://openalex.org/W1840435438","https://openalex.org/W1986069434","https://openalex.org/W2144211451","https://openalex.org/W2606964149","https://openalex.org/W2608771829","https://openalex.org/W2891555348","https://openalex.org/W2896457183","https://openalex.org/W2949676527","https://openalex.org/W3008110149","https://openalex.org/W3035390927","https://openalex.org/W4207069485","https://openalex.org/W4311722403","https://openalex.org/W4323825842","https://openalex.org/W4391156274","https://openalex.org/W6636510571","https://openalex.org/W6755207826","https://openalex.org/W6778931571","https://openalex.org/W6784519492","https://openalex.org/W6846806332"],"related_works":["https://openalex.org/W3204607391","https://openalex.org/W2964413124","https://openalex.org/W4388937922","https://openalex.org/W3157284875","https://openalex.org/W2259406085","https://openalex.org/W2794347674","https://openalex.org/W3113264705","https://openalex.org/W2099715052","https://openalex.org/W4226247999","https://openalex.org/W4213176082"],"abstract_inverted_index":{"This":[0],"paper":[1],"addresses":[2],"the":[3,10,107,119],"classification":[4],"of":[5,12,49,122],"Arabic":[6,30],"text":[7],"data":[8,41,60],"in":[9,114,125],"field":[11],"Natural":[13,22],"Language":[14,23],"Processing":[15],"(NLP),":[16],"with":[17,85],"a":[18,33,58,79],"particular":[19],"focus":[20],"on":[21],"Inference":[24],"(NLI)":[25],"and":[26,74],"Contradiction":[27],"Detection":[28],"(CD).":[29],"is":[31,106],"considered":[32],"resource-poor":[34],"language,":[35],"meaning":[36],"that":[37,78],"there":[38],"are":[39,71],"few":[40],"sets":[42],"available,":[43],"which":[44],"leads":[45],"to":[46],"limited":[47],"availability":[48],"NLP":[50],"methods.":[51],"To":[52,102],"overcome":[53],"this":[54,105,112,126],"limitation,":[55],"we":[56,90],"create":[57],"dedicated":[59],"set":[61],"from":[62],"publicly":[63],"available":[64],"resources.":[65],"Subsequently,":[66],"transformer-based":[67],"machine":[68],"learning":[69],"models":[70],"being":[72],"trained":[73],"evaluated.":[75],"We":[76],"find":[77],"language-specific":[80],"model":[81],"(AraBERT)":[82],"performs":[83],"competitively":[84],"state-of-the-art":[86],"multilingual":[87],"approaches,":[88],"when":[89],"apply":[91],"linguistically":[92],"informed":[93],"pretraining":[94,124],"methods":[95],"such":[96],"as":[97,116,118],"Named":[98],"Entity":[99],"Recognition":[100],"(NER).":[101],"our":[103],"knowledge,":[104],"first":[108,120],"large-scale":[109],"evaluation":[110],"for":[111],"task":[113],"Arabic,":[115],"well":[117],"application":[121],"multitask":[123],"context.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2024-01-02T00:00:00"}