{"id":"https://openalex.org/W7140081641","doi":"https://doi.org/10.26615/978-954-452-109-7-012","title":"A Gemini-Based Model for Arabic Sentiment Analysis of Multi-Dialect Hotel Reviews: Ahasis Shared Task Submission","display_name":"A Gemini-Based Model for Arabic Sentiment Analysis of Multi-Dialect Hotel Reviews: Ahasis Shared Task Submission","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7140081641","doi":"https://doi.org/10.26615/978-954-452-109-7-012"},"language":"en","primary_location":{"id":"doi:10.26615/978-954-452-109-7-012","doi":"https://doi.org/10.26615/978-954-452-109-7-012","is_oa":true,"landing_page_url":"https://doi.org/10.26615/978-954-452-109-7-012","pdf_url":"https://doi.org/10.26615/978-954-452-109-7-012","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Shared Task on Sentiment Analysis on Arabic Dialects in the Hospitality Domain: A Multi-Dialect Benchmark","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.26615/978-954-452-109-7-012","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077470458","display_name":"Mohammed A. H. Lubbad","orcid":"https://orcid.org/0000-0001-8231-6583","observed_orcids":["https://orcid.org/0000-0001-8231-6583"]},"institutions":[{"id":"https://openalex.org/I87673952","display_name":"Erciyes University","ror":"https://ror.org/047g8vk19","country_code":"TR","type":"education","lineage":["https://openalex.org/I87673952"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Mohammed A. H. Lubbad","raw_affiliation_strings":["Erciyes University, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Erciyes University, T\u00fcrkiye","institution_ids":["https://openalex.org/I87673952"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5077470458"],"corresponding_institution_ids":["https://openalex.org/I87673952"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.58768421,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"76","last_page":"85"},"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/T10028","display_name":"Topic Modeling","score":0.0,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/arabic-sentiment-analysis","display_name":"Arabic sentiment analysis","score":0.984000027179718},{"id":"https://openalex.org/keywords/arabic-dialects","display_name":"Arabic dialects","score":0.828000009059906},{"id":"https://openalex.org/keywords/hotel-reviews","display_name":"hotel reviews","score":0.8830000162124634},{"id":"https://openalex.org/keywords/prompt-engineering","display_name":"prompt engineering","score":0.6980000138282776},{"id":"https://openalex.org/keywords/sarcasm-detection","display_name":"sarcasm detection","score":0.9769999980926514},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"domain adaptation","score":0.7149999737739563},{"id":"https://openalex.org/keywords/moroccan-arabic","display_name":"Moroccan Arabic","score":0.9929999709129333},{"id":"https://openalex.org/keywords/low-resource-languages","display_name":"low-resource languages","score":0.6830000281333923},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.5910000205039978}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6574000120162964},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.656499981880188},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5982000231742859},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5893999934196472},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.5708000063896179},{"id":"https://openalex.org/C2776207355","wikidata":"https://www.wikidata.org/wiki/Q191035","display_name":"Sarcasm","level":3,"score":0.5637999773025513},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5623999834060669},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.48809999227523804},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.4878000020980835},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.4512999951839447},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.44670000672340393},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4104999899864197},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.38029998540878296},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.37599998712539673},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.37400001287460327},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.3634999990463257},{"id":"https://openalex.org/C125496544","wikidata":"https://www.wikidata.org/wiki/Q1422423","display_name":"Arabic languages","level":3,"score":0.3440000116825104},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.33959999680519104},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.33959999680519104},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.323199987411499},{"id":"https://openalex.org/C2778689934","wikidata":"https://www.wikidata.org/wiki/Q1313396","display_name":"Headline","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C2779247141","wikidata":"https://www.wikidata.org/wiki/Q1049294","display_name":"Emoji","level":3,"score":0.3125999867916107},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.29260000586509705},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.2854999899864197},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.27810001373291016},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.2766999900341034},{"id":"https://openalex.org/C107482638","wikidata":"https://www.wikidata.org/wiki/Q815825","display_name":"Hospitality","level":3,"score":0.26109999418258667},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.26615/978-954-452-109-7-012","doi":"https://doi.org/10.26615/978-954-452-109-7-012","is_oa":true,"landing_page_url":"https://doi.org/10.26615/978-954-452-109-7-012","pdf_url":"https://doi.org/10.26615/978-954-452-109-7-012","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Shared Task on Sentiment Analysis on Arabic Dialects in the Hospitality Domain: A Multi-Dialect Benchmark","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.26615/978-954-452-109-7-012","doi":"https://doi.org/10.26615/978-954-452-109-7-012","is_oa":true,"landing_page_url":"https://doi.org/10.26615/978-954-452-109-7-012","pdf_url":"https://doi.org/10.26615/978-954-452-109-7-012","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Shared Task on Sentiment Analysis on Arabic Dialects in the Hospitality Domain: A Multi-Dialect Benchmark","raw_type":"proceedings-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7140081641.pdf","grobid_xml":"https://content.openalex.org/works/W7140081641.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7140089685","https://openalex.org/W7140098429","https://openalex.org/W7140080090","https://openalex.org/W7140118412","https://openalex.org/W7106286089","https://openalex.org/W7140103456","https://openalex.org/W7140128167","https://openalex.org/W7140079283","https://openalex.org/W7122659114","https://openalex.org/W7140098543"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,133],"sentiment":[4,105,138],"analysis":[5],"model":[6,70],"tailored":[7],"for":[8,16,66,136],"Arabic":[9,36,104],"dialects":[10],"in":[11,103,109],"the":[12,17,21,29,33,44,67,80,110],"hospitality":[13],"domain,":[14],"developed":[15],"Ahasis":[18,46],"Shared":[19],"Task.Leveraging":[20],"Gemini":[22,63],"Pro":[23,64],"1.5":[24,65],"language":[25],"model,":[26],"we":[27,61],"address":[28],"challenges":[30,95],"posed":[31],"by":[32],"diversity":[34],"of":[35,74,91,96,112],"dialects-specifically":[37],"Saudi":[38],"and":[39,58,76,88,100,128],"Moroccan":[40],"Darija.Our":[41],"method":[42],"utilized":[43],"official":[45],"dataset":[47],"comprising":[48],"3,000":[49,125],"hotel":[50],"reviews.Through":[51],"iterative":[52],"benchmarking,":[53],"dialect":[54],"labeling,":[55],"sarcasm":[56],"detection,":[57],"prompt":[59,86,114],"engineering,":[60],"adapted":[62],"task.The":[68],"final":[69],"achieved":[71],"an":[72],"F1-score":[73],"0.7361":[75],"ranked":[77],"10th":[78],"on":[79],"competition":[81,126],"leaderboard.This":[82],"work":[83],"shows":[84],"that":[85],"engineering":[87],"domain":[89],"adaptation":[90],"LLMs":[92],"can":[93],"mitigate":[94],"dialectal":[97],"variation,":[98],"sarcasm,":[99],"resource":[101],"scarcity":[102],"classification.Our":[106],"contribution":[107],"lies":[108],"integration":[111],"dialect-specific":[113],"tuning":[115],"with":[116],"real-time":[117],"batch":[118],"inference,":[119],"avoiding":[120],"retraining.This":[121],"approach,":[122],"validated":[123],"across":[124],"samples":[127],"700":[129],"internal":[130],"benchmarks,":[131],"establishes":[132],"novel":[134],"template":[135],"Arabic-domain":[137],"pipelines.":[139]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-03-24T00:00:00"}
