{"id":"https://openalex.org/W4407628206","doi":"https://doi.org/10.1109/acit62805.2024.10877197","title":"A Comparative Evaluation of Retrieval-Augmented Generation For Arabic Documents","display_name":"A Comparative Evaluation of Retrieval-Augmented Generation For Arabic Documents","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4407628206","doi":"https://doi.org/10.1109/acit62805.2024.10877197"},"language":"en","primary_location":{"id":"doi:10.1109/acit62805.2024.10877197","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877197","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009006174","display_name":"Bassam J. Mohd","orcid":"https://orcid.org/0000-0002-9805-1740"},"institutions":[{"id":"https://openalex.org/I157392197","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94","country_code":"JO","type":"education","lineage":["https://openalex.org/I157392197"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Bassam J. Mohd","raw_affiliation_strings":["The Hashemite University,Computer Engineering Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"The Hashemite University,Computer Engineering Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I157392197"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091249460","display_name":"Khalil M. Ahmad Yousef","orcid":"https://orcid.org/0000-0002-0737-4107"},"institutions":[{"id":"https://openalex.org/I157392197","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94","country_code":"JO","type":"education","lineage":["https://openalex.org/I157392197"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Khalil M. Ahmad Yousef","raw_affiliation_strings":["The Hashemite University,Computer Engineering Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"The Hashemite University,Computer Engineering Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I157392197"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031364560","display_name":"Salah Abu Ghalyon","orcid":"https://orcid.org/0000-0003-1608-5988"},"institutions":[{"id":"https://openalex.org/I157392197","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94","country_code":"JO","type":"education","lineage":["https://openalex.org/I157392197"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Salah G. Abu Ghalyon","raw_affiliation_strings":["The Hashemite University,Computer Engineering Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"The Hashemite University,Computer Engineering Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I157392197"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009006174"],"corresponding_institution_ids":["https://openalex.org/I157392197"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25207998,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9839000105857849,"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":0.9839000105857849,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.982699990272522,"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","display_name":"Arabic","score":0.7452656626701355},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7444159984588623},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6118495464324951},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4624747037887573},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41652917861938477},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.10161030292510986}],"concepts":[{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.7452656626701355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7444159984588623},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6118495464324951},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4624747037887573},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41652917861938477},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.10161030292510986},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit62805.2024.10877197","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877197","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6100000143051147,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325947","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2101105183","https://openalex.org/W4393105843","https://openalex.org/W6682631176","https://openalex.org/W6810271737","https://openalex.org/W6850357939","https://openalex.org/W6862397664","https://openalex.org/W6865118152","https://openalex.org/W6870737912"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Generative":[0],"AI":[1,6,60],"creates":[2],"new":[3],"content":[4,36],"using":[5,89],"models":[7,94,156],"(i.e.,":[8],"LLMs)":[9],"trained":[10],"on":[11,77,98],"large":[12],"datasets.":[13],"However,":[14],"LLMs":[15,33],"lack":[16],"specific":[17],"sources":[18],"and":[19,42,72,86,133,160,186],"can":[20,172],"produce":[21],"inaccurate":[22],"or":[23,114],"misleading":[24,174],"information.":[25,50],"Retrieval-augmented":[26],"generation":[27],"(RAG)":[28],"improves":[29],"accuracy":[30,135],"by":[31],"combining":[32],"with":[34],"a":[35,54],"store,":[37],"providing":[38],"evidence":[39],"for":[40],"responses":[41,138,182],"making":[43],"the":[44,90,134,142,147],"model":[45,177],"more":[46,189],"adaptable":[47],"to":[48,101,129],"changing":[49],"This":[51],"paper":[52],"introduces":[53],"comparative":[55],"evaluation":[56],"of":[57,104,123,136,141,176],"various":[58],"generative":[59],"models\u2014LLama":[61],"3,":[62,69],"LLama":[63],"3.1,":[64],"Gemma,":[65],"Gemma":[66,164],"2,":[67],"Phi":[68,70,73],"3.5,":[71],"3.5":[74],"Mini":[75],"based":[76,97],"their":[78,99,137],"performance":[79,118,178],"in":[80,121,157],"answering":[81],"questions":[82,103],"derived":[83],"from":[84],"Arabic":[85,159],"English":[87,161],"documents":[88],"RAG":[91,145],"locally.":[92],"The":[93,116],"were":[95,109],"evaluated":[96],"ability":[100],"answer":[102,130],"varying":[105],"difficulty":[106],"levels.":[107],"Questions":[108],"categorized":[110],"as":[111],"easy,":[112],"moderate,":[113],"complex.":[115],"models\u2019":[117],"was":[119],"measured":[120],"terms":[122],"two":[124],"key":[125],"metrics:":[126],"response":[127,170],"time":[128,171],"each":[131],"question":[132],"(or":[139],"quality":[140],"answer).":[143],"Using":[144],"method,":[146],"results":[148],"show":[149],"that":[150],"LLaMA":[151],"3.1":[152],"consistently":[153],"outperformed":[154],"other":[155],"both":[158],"languages,":[162],"whereas":[163],"2":[165],"demonstrated":[166],"decent":[167],"results.":[168],"Additionally,":[169],"be":[173],"indicators":[175],"because":[179],"less":[180,184],"accurate":[181,193],"require":[183],"effort":[185],"are":[187],"generated":[188],"rapidly":[190],"than":[191],"highly":[192],"ones.":[194]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
