{"id":"https://openalex.org/W4402671487","doi":"https://doi.org/10.18653/v1/2024.arabicnlp-1.45","title":"MemeMind at ArAIEval Shared Task: Generative Augmentation and Feature Fusion for Multimodal Propaganda Detection in Arabic Memes through Advanced Language and Vision Models","display_name":"MemeMind at ArAIEval Shared Task: Generative Augmentation and Feature Fusion for Multimodal Propaganda Detection in Arabic Memes through Advanced Language and Vision Models","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402671487","doi":"https://doi.org/10.18653/v1/2024.arabicnlp-1.45"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2024.arabicnlp-1.45","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.arabicnlp-1.45","pdf_url":"https://aclanthology.org/2024.arabicnlp-1.45.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 Second Arabic Natural Language Processing Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2024.arabicnlp-1.45.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041144572","display_name":"Uzair Shah","orcid":"https://orcid.org/0000-0002-6729-5654"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Uzair Shah","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051403530","display_name":"Md. Rafiul Biswas","orcid":"https://orcid.org/0000-0002-5145-1990"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md. Rafiul Biswas","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013856888","display_name":"Marco Agus","orcid":"https://orcid.org/0000-0003-2752-3525"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marco Agus","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057926319","display_name":"Mowafa Househ","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mowafa Househ","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5047390057","display_name":"Wajdi Zaghouani","orcid":"https://orcid.org/0000-0003-1521-5568"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wajdi Zaghouani","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5041144572"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7577,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7212238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"467","last_page":"472"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13155","display_name":"Digital Communication and Language","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T13155","display_name":"Digital Communication and Language","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11795","display_name":"Humor Studies and Applications","score":0.9435999989509583,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9383999705314636,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7576498985290527},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7500056028366089},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.6966407299041748},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6800821423530579},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6051769256591797},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6018954515457153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5726786851882935},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5185471177101135},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.441473126411438},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.38120877742767334},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.2858738303184509},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09760984778404236}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7576498985290527},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7500056028366089},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.6966407299041748},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6800821423530579},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6051769256591797},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6018954515457153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5726786851882935},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5185471177101135},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.441473126411438},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.38120877742767334},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2858738303184509},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09760984778404236},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2024.arabicnlp-1.45","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.arabicnlp-1.45","pdf_url":"https://aclanthology.org/2024.arabicnlp-1.45.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 Second Arabic Natural Language Processing Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2024.arabicnlp-1.45","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2024.arabicnlp-1.45","pdf_url":"https://aclanthology.org/2024.arabicnlp-1.45.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 Second Arabic Natural Language Processing Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321038","display_name":"Fonds National de la Recherche Luxembourg","ror":"https://ror.org/039z13y21"},{"id":"https://openalex.org/F4320332753","display_name":"Qatar National Research Fund","ror":"https://ror.org/01svaqq28"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402671487.pdf","grobid_xml":"https://content.openalex.org/works/W4402671487.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W2967848559","https://openalex.org/W4299831724","https://openalex.org/W4283803360"],"abstract_inverted_index":{"Detecting":[0],"propaganda":[1,124],"in":[2,85,122,126],"multimodal":[3,37,75,113,123],"content,":[4,128],"such":[5],"as":[6],"memes,":[7],"is":[8],"crucial":[9],"for":[10,21,57,101,112,119,132],"combating":[11],"disinformation":[12],"on":[13,28],"social":[14],"media.This":[15],"paper":[16],"presents":[17],"a":[18,86],"novel":[19],"approach":[20],"the":[22,109,130],"ArAIEval":[23],"2024":[24],"shared":[25],"Task":[26],"2":[27],"Multimodal":[29],"Propagandistic":[30],"Memes":[31],"Classification,":[32],"involving":[33],"text,":[34],"image,":[35],"and":[36,52,68,82,103,107,117,134],"classification":[38,43,61,76,105],"of":[39],"Arabic":[40,49,127],"memes.For":[41],"text":[42,56,102],"(Task":[44,62,77],"2A),":[45],"we":[46,64,79],"fine-tune":[47,65],"state-of-the-art":[48],"language":[50],"models":[51,106,136],"use":[53],"ChatGPT4-generated":[54],"synthetic":[55,73],"data":[58,99],"augmentation.For":[59],"image":[60,104],"2B),":[63],"ResNet18,":[66],"Efficient-FormerV2,":[67],"ConvNeXt-tiny":[69,81],"architectures":[70,84],"with":[71,98,108],"DALL-E-2-generated":[72],"images.For":[74],"2C),":[78],"combine":[80],"BERT":[83],"fusion":[87,110],"layer":[88,111],"to":[89,137],"enhance":[90],"binary":[91],"classification.Our":[92],"results":[93],"show":[94],"significant":[95],"performance":[96],"improvements":[97],"augmentation":[100],"classification.We":[114],"highlight":[115],"challenges":[116],"opportunities":[118],"future":[120],"research":[121],"detection":[125],"emphasizing":[129],"need":[131],"robust":[133],"adaptable":[135],"combat":[138],"disinformation.":[139]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
