{"id":"https://openalex.org/W7118162287","doi":"https://doi.org/10.1109/aiccsa66935.2025.11315489","title":"Autonomous QA Data Augmentation via Open-Source LLM Agents for Metaverse Applications","display_name":"Autonomous QA Data Augmentation via Open-Source LLM Agents for Metaverse Applications","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W7118162287","doi":"https://doi.org/10.1109/aiccsa66935.2025.11315489"},"language":null,"primary_location":{"id":"doi:10.1109/aiccsa66935.2025.11315489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa66935.2025.11315489","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/ACS 22nd International Conference on Computer Systems and Applications (AICCSA)","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/A5121922197","display_name":"Faiza Belbachir","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154688","display_name":"H\u00f4pital Saint-Michel","ror":"https://ror.org/057v2pg43","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210154688"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Faiza Belbachir","raw_affiliation_strings":["10 Rue Sextius Michel,Paris,France,75015"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"10 Rue Sextius Michel,Paris,France,75015","institution_ids":["https://openalex.org/I4210154688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063325711","display_name":"Remy Chen","orcid":"https://orcid.org/0000-0002-5050-2717"},"institutions":[{"id":"https://openalex.org/I4210154688","display_name":"H\u00f4pital Saint-Michel","ror":"https://ror.org/057v2pg43","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210154688"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"R\u00e9my Chen","raw_affiliation_strings":["10 Rue Sextius Michel,Paris,France,75015"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"10 Rue Sextius Michel,Paris,France,75015","institution_ids":["https://openalex.org/I4210154688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121935081","display_name":"Lucas Lorang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154688","display_name":"H\u00f4pital Saint-Michel","ror":"https://ror.org/057v2pg43","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210154688"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Lucas Lorang","raw_affiliation_strings":["10 Rue Sextius Michel,Paris,France,75015"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"10 Rue Sextius Michel,Paris,France,75015","institution_ids":["https://openalex.org/I4210154688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121957563","display_name":"Arthur Delfose","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154688","display_name":"H\u00f4pital Saint-Michel","ror":"https://ror.org/057v2pg43","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210154688"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Arthur Delfose","raw_affiliation_strings":["10 Rue Sextius Michel,Paris,France,75015"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"10 Rue Sextius Michel,Paris,France,75015","institution_ids":["https://openalex.org/I4210154688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110302916","display_name":"Nasredine Semmar","orcid":"https://orcid.org/0000-0002-4685-6053"},"institutions":[{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210085861","display_name":"Laboratoire d'Int\u00e9gration des Syst\u00e8mes et des Technologies","ror":"https://ror.org/000dbcc61","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I277688954","https://openalex.org/I4210085861","https://openalex.org/I4210117989"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nasredine Semmar","raw_affiliation_strings":["CEA LIST,Palaiseau,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CEA LIST,Palaiseau,France","institution_ids":["https://openalex.org/I2738703131","https://openalex.org/I4210085861"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007882938","display_name":"Samia Bouzefrane","orcid":"https://orcid.org/0000-0002-0979-1289"},"institutions":[{"id":"https://openalex.org/I124158823","display_name":"Conservatoire National des Arts et M\u00e9tiers","ror":"https://ror.org/0175hh227","country_code":"FR","type":"education","lineage":["https://openalex.org/I124158823","https://openalex.org/I4210134562"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Samia Bouzefrane","raw_affiliation_strings":["CNAM,Paris,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNAM,Paris,France","institution_ids":["https://openalex.org/I124158823"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068508983","display_name":"Assia Soukane","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154688","display_name":"H\u00f4pital Saint-Michel","ror":"https://ror.org/057v2pg43","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210154688"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Assia Soukane","raw_affiliation_strings":["10 Rue Sextius Michel,Paris,France,75015"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"10 Rue Sextius Michel,Paris,France,75015","institution_ids":["https://openalex.org/I4210154688"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69838249,"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.12970000505447388,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.12970000505447388,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.0786999985575676,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.05689999833703041,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/workflow","display_name":"Workflow","score":0.6983000040054321},{"id":"https://openalex.org/keywords/avatar","display_name":"Avatar","score":0.6608999967575073},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5641000270843506},{"id":"https://openalex.org/keywords/metaverse","display_name":"Metaverse","score":0.5473999977111816},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5358999967575073},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5234000086784363},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.3693000078201294}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7684999704360962},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6983000040054321},{"id":"https://openalex.org/C2777365542","wikidata":"https://www.wikidata.org/wiki/Q83090","display_name":"Avatar","level":2,"score":0.6608999967575073},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5641000270843506},{"id":"https://openalex.org/C53332860","wikidata":"https://www.wikidata.org/wiki/Q2632041","display_name":"Metaverse","level":3,"score":0.5473999977111816},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5358999967575073},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5234000086784363},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4214000105857849},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.3693000078201294},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3319999873638153},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.296099990606308},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28130000829696655},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C13687954","wikidata":"https://www.wikidata.org/wiki/Q4826847","display_name":"Autonomous agent","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2605000138282776},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.25609999895095825},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.2522999942302704}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aiccsa66935.2025.11315489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa66935.2025.11315489","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/ACS 22nd International Conference on Computer Systems and Applications (AICCSA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4743870496749878,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2610850660","https://openalex.org/W2984500026","https://openalex.org/W3113698880","https://openalex.org/W4385571785","https://openalex.org/W4385574286","https://openalex.org/W4389518681","https://openalex.org/W4402669944","https://openalex.org/W4404781399","https://openalex.org/W4406891914"],"related_works":[],"abstract_inverted_index":{"The":[0],"Metaverse":[1],"requires":[2],"intelligent":[3],"QA":[4,40,91],"services":[5],"for":[6,89],"applications":[7],"like":[8],"digital":[9],"twins":[10],"and":[11,32,37,46,52,75],"avatar":[12],"assistants,":[13],"yet":[14],"assembling":[15],"high-quality":[16],"domain-specific":[17],"data":[18],"is":[19],"challenging.":[20],"We":[21],"introduce":[22],"a":[23,57],"novel":[24],"agent-oriented":[25],"augmentation":[26,92],"pipeline":[27],"using":[28],"open-source":[29],"LLMs":[30],"(LLaMA":[31],"DeepSeek)":[33],"to":[34,49],"autonomously":[35],"generate":[36],"refine":[38],"synthetic":[39,67],"pairs.":[41],"Agents":[42],"leverage":[43],"chain-of-thought":[44],"prompts":[45],"feedback":[47],"loops":[48],"iteratively":[50],"validate":[51],"improve":[53],"responses.":[54],"By":[55],"augmenting":[56],"limited":[58],"Stack":[59],"Overflow":[60],"R-tag":[61],"dataset":[62],"(2,000":[63],"examples)":[64],"with":[65],"4,500":[66],"items,":[68],"our":[69],"method":[70],"boosts":[71],"BERTScore":[72],"by":[73,77],"11.2%":[74],"F1":[76],"8.0%":[78],"over":[79],"static":[80],"zero-shot":[81],"baselines.":[82],"This":[83],"transparent,":[84],"cost-effective":[85],"workflow":[86],"lays":[87],"groundwork":[88],"scalable":[90],"in":[93],"virtual":[94],"environments.":[95]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-01-05T00:00:00"}