{"id":"https://openalex.org/W7140089685","doi":"https://doi.org/10.26615/978-954-452-109-7-009","title":"mucAI at Ahasis Shared Task: Sentiment Analysis with Adaptive Few Shot Prompting","display_name":"mucAI at Ahasis Shared Task: Sentiment Analysis with Adaptive Few Shot Prompting","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7140089685","doi":"https://doi.org/10.26615/978-954-452-109-7-009"},"language":"en","primary_location":{"id":"doi:10.26615/978-954-452-109-7-009","doi":"https://doi.org/10.26615/978-954-452-109-7-009","is_oa":true,"landing_page_url":"https://doi.org/10.26615/978-954-452-109-7-009","pdf_url":"https://doi.org/10.26615/978-954-452-109-7-009","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/10.26615/978-954-452-109-7-009","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5159517798","display_name":"Ahmed Abdou","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Ahmed Abdou","raw_affiliation_strings":["Technical University of Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5159517798"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.58791411,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"54","last_page":"61"},"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":9.999999747378752e-05,"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/sentiment-analysis","display_name":"sentiment analysis","score":0.925000011920929},{"id":"https://openalex.org/keywords/arabic-dialects","display_name":"Arabic dialects","score":0.984000027179718},{"id":"https://openalex.org/keywords/few-shot-prompting","display_name":"few-shot prompting","score":0.7440000176429749},{"id":"https://openalex.org/keywords/adaptive-prompting","display_name":"adaptive prompting","score":0.7200000286102295},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.7490000128746033},{"id":"https://openalex.org/keywords/hotel-reviews","display_name":"hotel reviews","score":0.6019999980926514},{"id":"https://openalex.org/keywords/customer-reviews","display_name":"customer reviews","score":0.8339999914169312},{"id":"https://openalex.org/keywords/saudi-arabic","display_name":"Saudi Arabic","score":0.5400000214576721},{"id":"https://openalex.org/keywords/moroccan-arabic","display_name":"Moroccan Arabic","score":0.9909999966621399},{"id":"https://openalex.org/keywords/gpt-4o","display_name":"GPT-4o","score":0.8949999809265137},{"id":"https://openalex.org/keywords/minority-class-bias","display_name":"minority class bias","score":0.328000009059906}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.8877999782562256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7275000214576721},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6870999932289124},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6306999921798706},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.6301000118255615},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5439000129699707},{"id":"https://openalex.org/C2778243841","wikidata":"https://www.wikidata.org/wiki/Q56467","display_name":"Modern Standard Arabic","level":3,"score":0.5406000018119812},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4781999886035919},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.36660000681877136},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3271999955177307},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.26919999718666077},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2678000032901764}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.26615/978-954-452-109-7-009","doi":"https://doi.org/10.26615/978-954-452-109-7-009","is_oa":true,"landing_page_url":"https://doi.org/10.26615/978-954-452-109-7-009","pdf_url":"https://doi.org/10.26615/978-954-452-109-7-009","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:10.26615/978-954-452-109-7-009","doi":"https://doi.org/10.26615/978-954-452-109-7-009","is_oa":true,"landing_page_url":"https://doi.org/10.26615/978-954-452-109-7-009","pdf_url":"https://doi.org/10.26615/978-954-452-109-7-009","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/W7140089685.pdf","grobid_xml":"https://content.openalex.org/works/W7140089685.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7140092305","https://openalex.org/W7140118412","https://openalex.org/W7140081641","https://openalex.org/W7140103456","https://openalex.org/W7140080090","https://openalex.org/W7140098429","https://openalex.org/W7140098543","https://openalex.org/W7140074147","https://openalex.org/W7140128167","https://openalex.org/W7140079283"],"abstract_inverted_index":{"Sentiment":[0],"Analysis":[1],"is":[2,27],"a":[3,104,113],"crucial":[4],"task":[5],"in":[6,47,78],"Natural":[7],"Language":[8],"Processing":[9],"(NLP)":[10],"focused":[11],"on":[12,72,137],"identifying":[13],"and":[14,44,50],"categorizing":[15],"emotional":[16],"tones":[17],"or":[18],"opinions":[19],"within":[20],"text.For":[21],"Arabic":[22,42,76],"customer":[23],"reviews,":[24],"sentiment":[25,51,73],"analysis":[26,74],"particularly":[28],"challenging.The":[29],"language's":[30],"rich":[31],"diversity,":[32],"with":[33],"numerous":[34],"regional":[35],"dialects":[36,77],"differing":[37],"significantly":[38],"from":[39,112],"Modern":[40],"Standard":[41],"(MSA)":[43],"each":[45,101,122],"other":[46],"lexicon,":[48],"syntax,":[49],"expression,":[52],"complicates":[53],"consistent":[54],"performance":[55,127,144],"across":[56],"dialects.In":[57],"this":[58],"paper,":[59],"we":[60],"present":[61],"our":[62],"approach,":[63],"submitted":[64],"to":[65,121,150],"the":[66,79,84,119,138,146],"AHA-SIS":[67],"Shared":[68],"Task":[69],"2025,":[70],"focusing":[71],"for":[75,100,145],"hotel":[80],"domain.Our":[81],"method":[82],"leverages":[83],"capabilities":[85],"of":[86,135],"GPT-4o":[87],"through":[88],"adaptive":[89],"few-shot":[90],"prompting":[91],"technique,":[92],"where":[93],"similar":[94],"contextual":[95],"examples":[96],"are":[97],"dynamically":[98],"selected":[99],"review":[102],"using":[103],"k-Nearest":[105],"Neighbors":[106],"(kNN)":[107],"search":[108],"over":[109,128],"train":[110],"embeddings":[111],"fine-tuned":[114],"encoder":[115],"model.This":[116],"approach":[117],"tailors":[118],"prompt":[120],"specific":[123],"instance,":[124],"enhancing":[125],"classification":[126],"minority":[129],"class.Our":[130],"submission":[131],"achieved":[132],"an":[133],"F1-score":[134],"76.0%":[136],"official":[139],"test":[140],"set,":[141],"showing":[142],"stronger":[143],"Saudi":[147],"dialect":[148],"compared":[149],"Darija.":[151]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-03-24T00:00:00"}