{"id":"https://openalex.org/W4415666508","doi":"https://doi.org/10.1007/978-3-032-05799-0_3","title":"Why Adapt RAG for\u00a0Agile? Challenges, Frameworks, and\u00a0the\u00a0Role of\u00a0Evaluator Agent","display_name":"Why Adapt RAG for\u00a0Agile? Challenges, Frameworks, and\u00a0the\u00a0Role of\u00a0Evaluator Agent","publication_year":2025,"publication_date":"2025-10-29","ids":{"openalex":"https://openalex.org/W4415666508","doi":"https://doi.org/10.1007/978-3-032-05799-0_3"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-05799-0_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-05799-0_3","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-05799-0_3.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-05799-0_3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089127446","display_name":"Ayman Asad Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Ayman Asad Khan","raw_affiliation_strings":["Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0009-0004-0134-8313","affiliations":[{"raw_affiliation_string":"Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114534507","display_name":"Md. Toufique Hasan","orcid":null},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Md Toufique Hasan","raw_affiliation_strings":["Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0009-0005-8907-9898","affiliations":[{"raw_affiliation_string":"Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086299828","display_name":"Mika Saari","orcid":"https://orcid.org/0000-0001-7677-2355"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mika Saari","raw_affiliation_strings":["Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0001-7677-2355","affiliations":[{"raw_affiliation_string":"Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040257225","display_name":"Kai\u2010Kristian Kemell","orcid":"https://orcid.org/0000-0002-0225-4560"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kai-Kristian Kemell","raw_affiliation_strings":["Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0002-0225-4560","affiliations":[{"raw_affiliation_string":"Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022225915","display_name":"Jussi Rasku","orcid":"https://orcid.org/0000-0002-4401-8013"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jussi Rasku","raw_affiliation_strings":["Tampere University, Tampere, Finland"],"raw_orcid":"https://orcid.org/0000-0002-4401-8013","affiliations":[{"raw_affiliation_string":"Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5089127446"],"corresponding_institution_ids":["https://openalex.org/I166825849"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37863863,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"22","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.5879999995231628,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.5879999995231628,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10260","display_name":"Software Engineering Research","score":0.09960000216960907,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.07029999792575836,"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/agile-software-development","display_name":"Agile software development","score":0.8562999963760376},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5741000175476074},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5446000099182129},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.447299987077713},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.35440000891685486},{"id":"https://openalex.org/keywords/agile-unified-process","display_name":"Agile Unified Process","score":0.3465000092983246}],"concepts":[{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.8562999963760376},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.614300012588501},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5741000175476074},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5446000099182129},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.447299987077713},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.42660000920295715},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.35440000891685486},{"id":"https://openalex.org/C87813535","wikidata":"https://www.wikidata.org/wiki/Q956418","display_name":"Agile Unified Process","level":5,"score":0.3465000092983246},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.34040001034736633},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.32179999351501465},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3160000145435333},{"id":"https://openalex.org/C36837802","wikidata":"https://www.wikidata.org/wiki/Q17011481","display_name":"Agile usability engineering","level":5,"score":0.3100999891757965},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3084000051021576},{"id":"https://openalex.org/C2776697782","wikidata":"https://www.wikidata.org/wiki/Q576460","display_name":"Software prototyping","level":4,"score":0.28630000352859497},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.28299999237060547},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.2623000144958496},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.25609999895095825}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-032-05799-0_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-05799-0_3","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-05799-0_3.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},{"id":"pmh:oai:trepo.tuni.fi:10024/233996","is_oa":true,"landing_page_url":"https://trepo.tuni.fi/handle/10024/233996","pdf_url":null,"source":{"id":"https://openalex.org/S4306401860","display_name":"Tampere University Institutional Repository (Tampere University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I150589677","host_organization_name":"Tampere University of Applied Sciences","host_organization_lineage":["https://openalex.org/I150589677"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference"},{"id":"pmh:oai:trepo.tuni.fi:10024/234001","is_oa":true,"landing_page_url":"https://trepo.tuni.fi/handle/10024/234001","pdf_url":null,"source":{"id":"https://openalex.org/S4306401860","display_name":"Tampere University Institutional Repository (Tampere University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I150589677","host_organization_name":"Tampere University of Applied Sciences","host_organization_lineage":["https://openalex.org/I150589677"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference"}],"best_oa_location":{"id":"doi:10.1007/978-3-032-05799-0_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-05799-0_3","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-05799-0_3.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4415666508.pdf"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W4214443","https://openalex.org/W1614220489","https://openalex.org/W4220904505","https://openalex.org/W4394628379","https://openalex.org/W4399163164","https://openalex.org/W4399373785","https://openalex.org/W4400491485","https://openalex.org/W4400680792","https://openalex.org/W4401211953","https://openalex.org/W4401508613","https://openalex.org/W4401539489","https://openalex.org/W4402834774","https://openalex.org/W4403536979","https://openalex.org/W4403678263","https://openalex.org/W4404954691","https://openalex.org/W4405602341","https://openalex.org/W4406266492","https://openalex.org/W4406459668","https://openalex.org/W4406892307","https://openalex.org/W4406892583","https://openalex.org/W4407362257"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"This":[1],"paper":[2],"proposes":[3],"the":[4,19,62,68,97],"adaptation":[5],"of":[6,38,64,70,99],"Retrieval":[7],"Augmented":[8],"Generation":[9],"(RAG)":[10],"based":[11],"systems":[12,48,79],"into":[13],"Agile":[14,57,113],"Software":[15],"Development":[16],"workflows,":[17],"addressing":[18],"need":[20],"for":[21,46,112],"specialized":[22],"evaluation":[23,44,103],"methods":[24],"that":[25,80],"align":[26],"with":[27,73],"Agile\u2019s":[28],"iterative,":[29],"feedback":[30,108],"driven":[31],"nature.":[32],"Through":[33],"a":[34,74],"systematic":[35],"mapping":[36],"study":[37],"20":[39],"papers,":[40],"we":[41],"identify":[42,96],"existing":[43],"frameworks":[45],"RAG":[47,71,100],"and":[49,101,109],"explore":[50],"how":[51],"they":[52],"can":[53],"be":[54],"applied":[55],"within":[56],"settings.":[58],"The":[59,92],"research":[60],"highlights":[61],"role":[63],"Evaluator-Agents":[65],"in":[66,104],"aligning":[67],"responsiveness":[69],"systems,":[72],"focus":[75],"on":[76],"Multi-agent":[77],"AI":[78],"are":[81],"more":[82],"efficient":[83],"at":[84],"handling":[85],"complex,":[86],"distributed":[87],"tasks":[88],"than":[89],"Single-agent":[90],"systems.":[91],"findings":[93],"contribute":[94],"to":[95],"potential":[98],"its":[102],"facilitating":[105],"real":[106],"time":[107],"continuous":[110],"improvement":[111],"development.":[114]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-29T00:00:00"}
