{"id":"https://openalex.org/W4311212904","doi":"https://doi.org/10.1186/s40537-022-00656-6","title":"Arabic aspect sentiment polarity classification using BERT","display_name":"Arabic aspect sentiment polarity classification using BERT","publication_year":2022,"publication_date":"2022-12-03","ids":{"openalex":"https://openalex.org/W4311212904","doi":"https://doi.org/10.1186/s40537-022-00656-6"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-022-00656-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-022-00656-6","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-022-00656-6","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-022-00656-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044054654","display_name":"Mohammed M. Abdelgwad","orcid":"https://orcid.org/0000-0003-3600-0785"},"institutions":[{"id":"https://openalex.org/I91041137","display_name":"Assiut University","ror":"https://ror.org/01jaj8n65","country_code":"EG","type":"education","lineage":["https://openalex.org/I91041137"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mohammed M. Abdelgwad","raw_affiliation_strings":["Information System Department, Faculty of Computer and Information Assiut University, Asyut, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information System Department, Faculty of Computer and Information Assiut University, Asyut, Egypt","institution_ids":["https://openalex.org/I91041137"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109244101","display_name":"Taysir Hassan A. Soliman","orcid":"https://orcid.org/0000-0002-7635-4089"},"institutions":[{"id":"https://openalex.org/I91041137","display_name":"Assiut University","ror":"https://ror.org/01jaj8n65","country_code":"EG","type":"education","lineage":["https://openalex.org/I91041137"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Taysir Hassan A. Soliman","raw_affiliation_strings":["Information System Department, Faculty of Computer and Information Assiut University, Asyut, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information System Department, Faculty of Computer and Information Assiut University, Asyut, Egypt","institution_ids":["https://openalex.org/I91041137"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075264815","display_name":"Ahmed I. Taloba","orcid":"https://orcid.org/0000-0003-3558-423X"},"institutions":[{"id":"https://openalex.org/I91041137","display_name":"Assiut University","ror":"https://ror.org/01jaj8n65","country_code":"EG","type":"education","lineage":["https://openalex.org/I91041137"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed I. Taloba","raw_affiliation_strings":["Information System Department, Faculty of Computer and Information Assiut University, Asyut, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information System Department, Faculty of Computer and Information Assiut University, Asyut, Egypt","institution_ids":["https://openalex.org/I91041137"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5044054654"],"corresponding_institution_ids":["https://openalex.org/I91041137"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":6.9437,"has_fulltext":true,"cited_by_count":54,"citation_normalized_percentile":{"value":0.97379789,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"9","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9977999925613403,"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/T10028","display_name":"Topic Modeling","score":0.992900013923645,"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":0.8467718362808228},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.7192497849464417},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.69771409034729},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.6772566437721252},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6642600297927856},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.647247314453125},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.6401829719543457},{"id":"https://openalex.org/keywords/polarity","display_name":"Polarity (international relations)","score":0.628608226776123},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6282864809036255},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5710091590881348},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5611950755119324},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.16690480709075928}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8467718362808228},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.7192497849464417},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.69771409034729},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.6772566437721252},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6642600297927856},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.647247314453125},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.6401829719543457},{"id":"https://openalex.org/C2777361361","wikidata":"https://www.wikidata.org/wiki/Q1112585","display_name":"Polarity (international relations)","level":3,"score":0.628608226776123},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6282864809036255},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5710091590881348},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5611950755119324},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.16690480709075928},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.0},{"id":"https://openalex.org/C1491633281","wikidata":"https://www.wikidata.org/wiki/Q7868","display_name":"Cell","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-022-00656-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-022-00656-6","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-022-00656-6","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9793e8253e70484cbdc5fa7a3b7cbf28","is_oa":true,"landing_page_url":"https://doaj.org/article/9793e8253e70484cbdc5fa7a3b7cbf28","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 9, Iss 1, Pp 1-15 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-022-00656-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-022-00656-6","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-022-00656-6","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8500000238418579,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321655","display_name":"Science and Technology Development Fund","ror":"https://ror.org/044vr6g03"},{"id":"https://openalex.org/F4320325647","display_name":"Assiut University","ror":"https://ror.org/01jaj8n65"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4311212904.pdf","grobid_xml":"https://content.openalex.org/works/W4311212904.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1944128481","https://openalex.org/W2160660844","https://openalex.org/W2251294039","https://openalex.org/W2251648804","https://openalex.org/W2252057809","https://openalex.org/W2404974293","https://openalex.org/W2427312199","https://openalex.org/W2465978385","https://openalex.org/W2514722822","https://openalex.org/W2562607067","https://openalex.org/W2605145284","https://openalex.org/W2757541972","https://openalex.org/W2757988102","https://openalex.org/W2767439512","https://openalex.org/W2769317996","https://openalex.org/W2794259165","https://openalex.org/W2945018970","https://openalex.org/W2952357537","https://openalex.org/W2961519707","https://openalex.org/W2962739339","https://openalex.org/W2963168371","https://openalex.org/W2963494756","https://openalex.org/W2964164368","https://openalex.org/W2964275331","https://openalex.org/W2964288660","https://openalex.org/W2978872640","https://openalex.org/W2979860911","https://openalex.org/W2981990016","https://openalex.org/W2985056549","https://openalex.org/W3092459676","https://openalex.org/W3116641301","https://openalex.org/W3155127099","https://openalex.org/W3197066695","https://openalex.org/W3206224646","https://openalex.org/W4200461891","https://openalex.org/W4226195494","https://openalex.org/W4412285165"],"related_works":["https://openalex.org/W2980729574","https://openalex.org/W1560851690","https://openalex.org/W3092047717","https://openalex.org/W4390881630","https://openalex.org/W2770162183","https://openalex.org/W3110772647","https://openalex.org/W3003606604","https://openalex.org/W2795129682","https://openalex.org/W3040974839","https://openalex.org/W1984947604"],"abstract_inverted_index":{"Abstract":[0],"Aspect-based":[1],"sentiment":[2,97],"analysis":[3,8],"(ABSA)":[4],"is":[5,29],"a":[6,33,64,105,120],"textual":[7],"methodology":[9],"that":[10,51],"defines":[11],"the":[12,74,126,131,145,152,161],"polarity":[13,98],"of":[14,25,36,68,77,90,142],"opinions":[15],"on":[16,27,47,54,94,134,144,151,160],"certain":[17],"aspects":[18],"related":[19],"to":[20,112,130],"specific":[21],"targets.":[22],"The":[23],"majority":[24],"research":[26,44],"ABSA":[28],"in":[30,39],"English,":[31],"with":[32,119],"small":[34],"amount":[35],"work":[37],"available":[38],"Arabic.":[40],"Most":[41],"previous":[42],"Arabic":[43,95,137,146,162],"has":[45,63],"relied":[46],"deep":[48],"learning":[49],"models":[50],"depend":[52],"primarily":[53],"context-independent":[55],"word":[56,62],"embeddings":[57,79],"(e.g.":[58],"word2vec),":[59],"where":[60],"each":[61],"fixed":[65],"representation":[66],"independent":[67],"its":[69],"context.":[70],"This":[71],"article":[72],"explores":[73],"modeling":[75],"capabilities":[76],"contextual":[78],"from":[80],"pre-trained":[81],"language":[82],"models,":[83],"such":[84],"as":[85],"BERT,":[86],"and":[87,158],"making":[88],"use":[89],"sentence":[91],"pair":[92],"input":[93],"aspect":[96],"classification":[99,123],"task.":[100,115],"In":[101],"particular,":[102],"we":[103],"develop":[104],"simple":[106,121],"but":[107],"effective":[108],"BERT-based":[109],"neural":[110],"baseline":[111],"handle":[113],"this":[114],"Our":[116],"BERT":[117],"architecture":[118],"linear":[122],"layer":[124],"surpassed":[125],"state-of-the-art":[127],"works,":[128],"according":[129],"experimental":[132],"results":[133],"three":[135],"different":[136],"datasets.":[138],"Achieving":[139],"an":[140],"accuracy":[141],"89.51%":[143],"hotel":[147],"reviews":[148,156],"dataset,":[149,157],"73.23%":[150],"Human":[153],"annotated":[154],"book":[155],"85.73%":[159],"news":[163],"dataset.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":15}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}