{"id":"https://openalex.org/W4416037747","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.113","title":"Star at PalmX 2025: Arabic Cultural Understanding via Targeted Pretraining and Lightweight Fine-tuning","display_name":"Star at PalmX 2025: Arabic Cultural Understanding via Targeted Pretraining and Lightweight Fine-tuning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416037747","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.113"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.113","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.113","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.113.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 Third Arabic Natural Language Processing Conference: Shared Tasks","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.113.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015260451","display_name":"Eman Elrefai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Eman Elrefai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120309379","display_name":"Esraa Khaled","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Esraa Khaled","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5120056355","display_name":"Alhassan Ehab","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alhassan Ehab","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3845,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85369368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"825","last_page":"829"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.0272000003606081,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.0272000003606081,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.022199999541044235,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.021800000220537186,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/arabic","display_name":"Arabic","score":0.3637000024318695},{"id":"https://openalex.org/keywords/star","display_name":"Star (game theory)","score":0.3343999981880188},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.2671000063419342},{"id":"https://openalex.org/keywords/lexicalization","display_name":"Lexicalization","score":0.23029999434947968}],"concepts":[{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.4945000112056732},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4535999894142151},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.382999986410141},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.3637000024318695},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3634999990463257},{"id":"https://openalex.org/C2780897414","wikidata":"https://www.wikidata.org/wiki/Q7600592","display_name":"Star (game theory)","level":2,"score":0.3343999981880188},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.2791000008583069},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27570000290870667},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2671000063419342},{"id":"https://openalex.org/C2777532361","wikidata":"https://www.wikidata.org/wiki/Q687185","display_name":"Lexicalization","level":2,"score":0.23029999434947968}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.113","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.113","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.113.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 Third Arabic Natural Language Processing Conference: Shared Tasks","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.113","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.113","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.113.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 Third Arabic Natural Language Processing Conference: Shared Tasks","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416037747.pdf","grobid_xml":"https://content.openalex.org/works/W4416037747.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,34],"two-stage":[3],"framework":[4],"for":[5,16,98],"enhancing":[6],"Arabic":[7,36,100],"cultural":[8,44,51,96,103],"understanding":[9],"in":[10,87],"small":[11],"language":[12,101],"models,":[13],"specifically":[14],"designed":[15],"PalmX":[17],"2025":[18],"(Alwajih":[19],"et":[20,58],"al.,":[21,59],"2025)":[22,60],"Shared":[23],"Task":[24],"1:":[25],"General":[26],"Culture":[27],"Evaluation.Our":[28],"approach":[29],"combines":[30],"continuous":[31],"pretraining":[32,97],"on":[33,50,63,72,78],"culturallyenriched":[35],"corpus":[37],"spanning":[38],"10":[39],"Arab":[40],"countries":[41],"and":[42,76],"different":[43],"domains,":[45],"followed":[46],"by":[47],"supervised":[48],"fine-tuning":[49],"questionanswering":[52],"data.Using":[53],"Parameter-Efficient":[54],"Fine-Tuning":[55],"(PEFT)":[56],"(Zhang":[57],"with":[61],"LoRA":[62],"the":[64,73,79,88,92],"Qwen3-4B":[65],"base":[66],"model,":[67],"we":[68],"achieve":[69],"74%":[70],"accuracy":[71],"development":[74],"set":[75],"64%":[77],"blind":[80],"test":[81],"set,":[82],"ranking":[83],"our":[84],"team":[85],"ninth":[86],"competition.Our":[89],"system":[90],"demonstrates":[91],"effectiveness":[93],"of":[94],"targeted":[95],"improving":[99],"models'":[102],"competency":[104],"while":[105],"maintaining":[106],"computational":[107],"efficiency.":[108]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-11-08T00:00:00"}
