{"id":"https://openalex.org/W4416037645","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.125","title":"PuxAI at QIAS 2025: Multi-Agent Retrieval-Augmented Generation for Islamic Inheritance and Knowledge Reasoning","display_name":"PuxAI at QIAS 2025: Multi-Agent Retrieval-Augmented Generation for Islamic Inheritance and Knowledge Reasoning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416037645","doi":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.125"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.125","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.125","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.125.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":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.125.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071460878","display_name":"N.X. Phuc","orcid":"https://orcid.org/0000-0001-5680-9798"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nguyen Xuan Phuc","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5047610312","display_name":"Th\u00ecn \u0110\u1eb7ng V\u0103n","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Th\u00ecn \u0110\u1eb7ng V\u0103n","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"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":0.16000991,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"905","last_page":"913"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.1453000009059906,"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":0.1453000009059906,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.13040000200271606,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.08799999952316284,"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/inheritance","display_name":"Inheritance (genetic algorithm)","score":0.6488000154495239},{"id":"https://openalex.org/keywords/islam","display_name":"Islam","score":0.4652999937534332},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.34709998965263367},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.328000009059906},{"id":"https://openalex.org/keywords/scientific-reasoning","display_name":"Scientific reasoning","score":0.3127000033855438},{"id":"https://openalex.org/keywords/case-based-reasoning","display_name":"Case-based reasoning","score":0.3095000088214874}],"concepts":[{"id":"https://openalex.org/C2780902518","wikidata":"https://www.wikidata.org/wiki/Q6033780","display_name":"Inheritance (genetic algorithm)","level":3,"score":0.6488000154495239},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.5284000039100647},{"id":"https://openalex.org/C4445939","wikidata":"https://www.wikidata.org/wiki/Q432","display_name":"Islam","level":2,"score":0.4652999937534332},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.36419999599456787},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35670000314712524},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.34709998965263367},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.328000009059906},{"id":"https://openalex.org/C2992562121","wikidata":"https://www.wikidata.org/wiki/Q3817808","display_name":"Scientific reasoning","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.3095000088214874},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.3021000027656555},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2937000095844269},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26649999618530273},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C514011633","wikidata":"https://www.wikidata.org/wiki/Q1428168","display_name":"Traditional knowledge","level":3,"score":0.25220000743865967},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.arabicnlp-sharedtasks.125","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.125","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.125.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.125","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.125","pdf_url":"https://aclanthology.org/2025.arabicnlp-sharedtasks.125.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/W4416037645.pdf","grobid_xml":"https://content.openalex.org/works/W4416037645.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"addresses":[2],"the":[3,27],"challenge":[4],"of":[5,117],"applying":[6],"Large":[7],"Language":[8],"Models":[9],"(LLMs)":[10],"to":[11],"Islamic":[12,38,43],"jurisprudence,":[13],"a":[14,71,108],"domain":[15],"that":[16,139],"requires":[17],"both":[18],"textual":[19],"retrieval":[20,55],"and":[21,41,50,56,95,120,130,148],"precise":[22],"rule-based":[23,97],"reasoning.We":[24],"focus":[25],"on":[26,35],"QIAS":[28],"2025":[29],"shared":[30],"task,":[31],"which":[32],"evaluates":[33],"LLMs":[34],"two":[36],"subtasks:":[37],"inheritance":[39,79],"reasoning":[40,142],"general":[42,99],"knowledge":[44],"assessment.Prior":[45],"works":[46],"in":[47,127,133,150],"Arabic":[48],"NLP":[49],"religious":[51],"QA":[52],"largely":[53],"emphasize":[54],"classification,":[57],"but":[58],"they":[59],"do":[60],"not":[61],"evaluate":[62],"multi-step":[63],"procedural":[64],"reasoning.To":[65],"fill":[66],"this":[67],"gap,":[68],"we":[69],"propose":[70],"hybrid":[72],"multi-agent":[73],"framework,":[74],"termed":[75],"Retrieval-Augmented":[76],"Reasoning":[77],"(RAR).For":[78],"problems,":[80],"our":[81,101,122],"Virtual":[82],"Inheritance":[83],"Expert":[84],"parses":[85],"natural":[86],"language":[87],"cases":[88],"into":[89,143],"structured":[90],"JSON,":[91],"retrieves":[92],"relevant":[93],"fatwas,":[94],"applies":[96],"synthesis.For":[98],"knowledge,":[100],"Proponent-Critic":[102],"Debate":[103],"simulates":[104],"dialectical":[105],"reasoning,":[106],"with":[107],"head":[109],"scholar":[110],"model":[111],"providing":[112],"final":[113],"judgment.Using":[114],"an":[115],"ensemble":[116],"Gemini,":[118],"Fanar,":[119],"Mistral,":[121],"system":[123],"achieved":[124],"2nd":[125],"place":[126,132],"Subtask":[128,134],"1":[129],"1st":[131],"2.":[135],"These":[136],"results":[137],"demonstrate":[138],"decomposing":[140],"complex":[141],"specialized":[144],"pipelines":[145],"supports":[146],"robustness":[147],"accuracy":[149],"high-stakes":[151],"domains.":[152]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-11-08T00:00:00"}
