{"id":"https://openalex.org/W4416037831","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.25","title":"!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning","display_name":"!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416037831","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.25"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.25","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.25","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.25.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.25.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038904252","display_name":"Mohamed Younes","orcid":"https://orcid.org/0000-0002-4831-3343"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I895027328","display_name":"October University of Modern Sciences and Arts","ror":"https://ror.org/01nvnhx40","country_code":"EG","type":"education","lineage":["https://openalex.org/I895027328"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Younes","raw_affiliation_strings":["Faculty of Computer Science , MSA University , Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science , MSA University , Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I895027328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012088054","display_name":"Seif Ahmed","orcid":null},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I895027328","display_name":"October University of Modern Sciences and Arts","ror":"https://ror.org/01nvnhx40","country_code":"EG","type":"education","lineage":["https://openalex.org/I895027328"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Seif Ahmed","raw_affiliation_strings":["Faculty of Computer Science , MSA University , Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science , MSA University , Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I895027328"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115505656","display_name":"Mohamed Basem","orcid":null},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I895027328","display_name":"October University of Modern Sciences and Arts","ror":"https://ror.org/01nvnhx40","country_code":"EG","type":"education","lineage":["https://openalex.org/I895027328"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Basem","raw_affiliation_strings":["Faculty of Computer Science , MSA University , Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science , MSA University , Egypt","institution_ids":["https://openalex.org/I145487455","https://openalex.org/I895027328"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31068313,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"176","last_page":"183"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.6509000062942505,"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":0.6509000062942505,"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/T13629","display_name":"Text Readability and Simplification","score":0.12849999964237213,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.03420000150799751,"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/ensemble-learning","display_name":"Ensemble learning","score":0.5996999740600586},{"id":"https://openalex.org/keywords/question-answering","display_name":"Question answering","score":0.3763999938964844},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.30079999566078186},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.27900001406669617},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.26919999718666077}],"concepts":[{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5996999740600586},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5232999920845032},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5171999931335449},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.45910000801086426},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.3763999938964844},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.30079999566078186},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2985999882221222},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.29510000348091125},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.27900001406669617},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27410000562667847},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2702000141143799},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.26919999718666077},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.25780001282691956},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2540000081062317}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.25","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.25","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.25.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.25","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.25","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.25.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":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416037831.pdf","grobid_xml":"https://content.openalex.org/works/W4416037831.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0],"present":[1],"our":[2,18],"systems":[3],"for":[4],"Track":[5],"2":[6,21,33],"(General":[7],"Arabic":[8,38,87],"Health":[9],"QA,":[10],"MedArabiQ)":[11],"of":[12,58],"the":[13,45,80],"AraHealthQA-2025":[14],"shared":[15],"task,":[16],"where":[17],"methodology":[19],"secured":[20],"nd":[22],"place":[23],"in":[24,37],"both":[25],"Sub-Task":[26,32,41,72],"1":[27],"(multiple-choice":[28],"question":[29,35],"answering)":[30,36],"and":[31,55,69,92,103],"(open-ended":[34],"clinical":[39],"contexts.For":[40],"1,":[42],"we":[43,74],"leverage":[44],"Gemini":[46],"2.5":[47],"Flash":[48],"model":[49],"with":[50,79],"few-shot":[51],"prompting,":[52],"dataset":[53],"preprocessing,":[54],"an":[56,86],"ensemble":[57],"three":[59],"prompt":[60,78],"configurations":[61],"to":[62,94],"improve":[63],"classification":[64],"accuracy":[65],"on":[66],"standard,":[67],"biased,":[68],"fill-in-the-blank":[70],"questions.For":[71],"2,":[73],"employ":[75],"a":[76],"unified":[77],"same":[81],"model,":[82],"incorporating":[83],"role-playing":[84],"as":[85],"medical":[88],"expert,":[89],"fewshot":[90],"examples,":[91],"post-processing":[93],"generate":[95],"concise":[96],"responses":[97],"across":[98],"fill-in-the-blank,":[99],"patient-doctor":[100],"Q&A,":[101],"GEC,":[102],"paraphrased":[104],"variants.":[105]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-11-08T00:00:00"}