{"id":"https://openalex.org/W6949700485","doi":"https://doi.org/10.5281/zenodo.15725107","title":"Investigating the Use of LLMs for Evidence Briefings Generation in Software Engineering","display_name":"Investigating the Use of LLMs for Evidence Briefings Generation in Software Engineering","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W6949700485","doi":"https://doi.org/10.5281/zenodo.15725107"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.15725107","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15725107","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"other","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.15725107","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Marcelino, Mauro","orcid":null},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Marcelino, Mauro","raw_affiliation_strings":["Pontifical Catholic University of Rio de Janeiro"],"affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Rio de Janeiro","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Antonio Alves, Marcos","orcid":"https://orcid.org/0000-0001-6934-6745"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Antonio Alves, Marcos","raw_affiliation_strings":["FITec - Funda\u00e7\u00e3o para Inova\u00e7\u00f5es Tecnol\u00f3gicas"],"affiliations":[{"raw_affiliation_string":"FITec - Funda\u00e7\u00e3o para Inova\u00e7\u00f5es Tecnol\u00f3gicas","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Trinkenreich, Bianca","orcid":"https://orcid.org/0000-0001-7302-6082"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Trinkenreich, Bianca","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Cartaxo, Bruno","orcid":"https://orcid.org/0000-0002-9035-654X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cartaxo, Bruno","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Soares, S\u00e9rgio","orcid":"https://orcid.org/0000-0002-4428-2535"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Soares, S\u00e9rgio","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"D.J. Barbosa, Simone","orcid":null},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"D.J. Barbosa, Simone","raw_affiliation_strings":["Pontifical Catholic University of Rio de Janeiro"],"affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Rio de Janeiro","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"last","author":{"id":null,"display_name":"Kalinowski, Marcos","orcid":"https://orcid.org/0000-0003-1445-3425"},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Kalinowski, Marcos","raw_affiliation_strings":["Pontifical Catholic University of Rio de Janeiro (PUC-Rio)"],"affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Rio de Janeiro (PUC-Rio)","institution_ids":["https://openalex.org/I2699952"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2699952"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.5127000212669373},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5045999884605408},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.42149999737739563},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.31380000710487366},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.27810001373291016}],"concepts":[{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.5127000212669373},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5045999884605408},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4659999907016754},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4602999985218048},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.42149999737739563},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.41510000824928284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.367000013589859},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.31380000710487366},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2996000051498413},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.27810001373291016},{"id":"https://openalex.org/C2984968299","wikidata":"https://www.wikidata.org/wiki/Q1077784","display_name":"Software tool","level":3,"score":0.25870001316070557},{"id":"https://openalex.org/C182500959","wikidata":"https://www.wikidata.org/wiki/Q7551380","display_name":"Social software engineering","level":5,"score":0.25360000133514404},{"id":"https://openalex.org/C40919944","wikidata":"https://www.wikidata.org/wiki/Q947779","display_name":"Software project management","level":5,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.15725107","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15725107","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.5281/zenodo.15725107","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15725107","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.47940194606781006,"display_name":"Decent work and economic growth"},{"id":"https://metadata.un.org/sdg/9","score":0.42634260654449463,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"repository":[1],"contains":[2],"all":[3],"the":[4,9,13,18,43,53,132,157,162,179,185],"files":[5],"necessary":[6],"for":[7,22,91,96],"conducting":[8],"study":[10,48],"designed":[11,150],"in":[12,25,52,99,145],"registered":[14,83],"report":[15,84],"titled":[16],"\"Investigating":[17],"Use":[19],"of":[20,46,81,101,105,170],"LLMs":[21],"EvidenceBriefings":[23],"Generation":[24],"Software":[26],"Engineering\".":[27],"Abstract:":[28],"[Context]":[29],"An":[30],"evidence":[31,94,128,138],"briefing":[32],"is":[33,85],"a":[34,47,71,122,151],"concise":[35],"and":[36,56,107,113,172],"objective":[37],"transfer":[38],"medium":[39],"that":[40,140],"can":[41],"present":[42],"main":[44],"findings":[45],"to":[49,74,86,116,126,134,154,161],"software":[50],"engineers":[51],"industry.":[54],"Althoughpractitioners":[55],"researchers":[57,112],"have":[58],"deemed":[59],"Evidence":[60],"Briefings":[61],"useful,":[62],"their":[63,75],"production":[64],"requires":[65],"manual":[66],"labor,":[67],"which":[68],"may":[69],"be":[70,176],"significant":[72],"challenge":[73],"broad":[76],"adoption.":[77],"[Goal]":[78],"The":[79],"goal":[80],"this":[82],"describe":[87],"an":[88],"experimental":[89,180],"protocol":[90],"evaluating":[92],"LLM-generated":[93,158],"briefings":[95,139,159],"secondary":[97],"studies":[98],"terms":[100],"content":[102,167],"fidelity,":[103,168],"ease":[104,169],"understanding,":[106,171],"usefulness,":[108],"as":[109],"perceived":[110,166],"by":[111],"practitioners,":[114],"compared":[115],"human-made":[117,163],"briefings.":[118,129],"[Method]":[119],"We":[120,130,149],"developed":[121],"RAG-based":[123],"LLM":[124],"tool":[125,133],"generate":[127,136],"used":[131],"automatically":[135],"two":[137],"had":[141],"been":[142],"manually":[143],"generated":[144],"previous":[146],"research":[147],"efforts.":[148],"controlled":[152],"experiment":[153,186],"evaluate":[155],"how":[156],"compare":[160],"ones":[164],"regarding":[165],"usefulness.":[173],"[Results]":[174],"To":[175],"reported":[177],"after":[178],"trials.":[181],"[Conclusion]":[182],"Depending":[183],"on":[184],"results.":[187]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
