{"id":"https://openalex.org/W4402351636","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651320","title":"Automatic Job Safety Report Generation using RAG-based LLMs","display_name":"Automatic Job Safety Report Generation using RAG-based LLMs","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402351636","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651320"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10651320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10651320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","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/A5032066141","display_name":"Mario Luca Bernardi","orcid":"https://orcid.org/0000-0002-3223-7032"},"institutions":[{"id":"https://openalex.org/I16337185","display_name":"University of Sannio","ror":"https://ror.org/04vc81p87","country_code":"IT","type":"education","lineage":["https://openalex.org/I16337185"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Mario Luca Bernardi","raw_affiliation_strings":["University of Sannio,Department of Engineering,Benevento,Italy"],"affiliations":[{"raw_affiliation_string":"University of Sannio,Department of Engineering,Benevento,Italy","institution_ids":["https://openalex.org/I16337185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027577443","display_name":"Marta Cimitile","orcid":"https://orcid.org/0000-0003-2403-8313"},"institutions":[{"id":"https://openalex.org/I4210130905","display_name":"Unitelma Sapienza University","ror":"https://ror.org/04dfrdm61","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210130905"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marta Cimitile","raw_affiliation_strings":["Unitelma Sapienza University,Department of Law and Digital Society,Rome,Italy"],"affiliations":[{"raw_affiliation_string":"Unitelma Sapienza University,Department of Law and Digital Society,Rome,Italy","institution_ids":["https://openalex.org/I4210130905"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022185440","display_name":"Riccardo Pecori","orcid":"https://orcid.org/0000-0002-5948-5845"},"institutions":[{"id":"https://openalex.org/I167322064","display_name":"Universit\u00e0 degli Studi eCampus","ror":"https://ror.org/006maft66","country_code":"IT","type":"education","lineage":["https://openalex.org/I167322064"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210096308","display_name":"Institute of Materials for Electronics and Magnetism","ror":"https://ror.org/00z8ws214","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210096308","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Pecori","raw_affiliation_strings":["eCampus University & National Research Council of Italy,SMARTEST Research Centre & Institute of Materials for Electronics and Magnetism,Parma,Italy"],"affiliations":[{"raw_affiliation_string":"eCampus University & National Research Council of Italy,SMARTEST Research Centre & Institute of Materials for Electronics and Magnetism,Parma,Italy","institution_ids":["https://openalex.org/I4210096308","https://openalex.org/I167322064","https://openalex.org/I4210155236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5032066141"],"corresponding_institution_ids":["https://openalex.org/I16337185"],"apc_list":null,"apc_paid":null,"fwci":13.8486,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.98564888,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13643","display_name":"Artificial Intelligence in Law","score":0.9666000008583069,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13643","display_name":"Artificial Intelligence in Law","score":0.9666000008583069,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.9573000073432922,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9427000284194946,"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/computer-science","display_name":"Computer science","score":0.5547918081283569},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3557073771953583}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5547918081283569},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3557073771953583}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10651320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10651320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.uniecampus.it:11389/57335","is_oa":false,"landing_page_url":"https://hdl.handle.net/11389/57335","pdf_url":null,"source":{"id":"https://openalex.org/S4306400077","display_name":"IRIS eCampus Telematic University (Universit\u00e0 degli Studi eCampus)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I167322064","host_organization_name":"Universit\u00e0 degli Studi eCampus","host_organization_lineage":["https://openalex.org/I167322064"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2101105183","https://openalex.org/W2133512280","https://openalex.org/W2908510526","https://openalex.org/W2936695845","https://openalex.org/W2957368826","https://openalex.org/W3129287373","https://openalex.org/W4224308101","https://openalex.org/W4225591000","https://openalex.org/W4301581299","https://openalex.org/W4313483544","https://openalex.org/W4322718191","https://openalex.org/W4323655724","https://openalex.org/W4367059011","https://openalex.org/W4380319827","https://openalex.org/W4384918941","https://openalex.org/W4385572819","https://openalex.org/W4385730880","https://openalex.org/W4386044169","https://openalex.org/W4386332795","https://openalex.org/W4386755570","https://openalex.org/W4386794464","https://openalex.org/W4388837788","https://openalex.org/W4388979610","https://openalex.org/W4389984066","https://openalex.org/W4401042900","https://openalex.org/W6709129302","https://openalex.org/W6757817989","https://openalex.org/W6761205521","https://openalex.org/W6773820404","https://openalex.org/W6777615688","https://openalex.org/W6810081322","https://openalex.org/W6810220367","https://openalex.org/W6810928666","https://openalex.org/W6848909144","https://openalex.org/W6850625674","https://openalex.org/W6854862649","https://openalex.org/W6855759525","https://openalex.org/W6856164125","https://openalex.org/W6857022482","https://openalex.org/W6859201984"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"This":[0],"study":[1,33],"introduces":[2],"an":[3,142],"innovative":[4],"approach":[5,138],"to":[6,17,52,85,106,124],"safety":[7,111,129,144,172],"report":[8,173],"generation":[9,109],"using":[10,141],"a":[11,69],"Retrieval-Augmented":[12],"Generation":[13],"(RAG)":[14],"framework,":[15],"tailored":[16,188],"synthesize":[18],"comprehensive":[19],"reports":[20,112],"from":[21],"descriptions":[22,96],"and":[23,37,48,61,82,87,97,118,146,157,180,185],"logs":[24],"of":[25,31,39,65,78,110,128,136,164,171],"work":[26],"sessions.":[27],"The":[28,134],"core":[29],"contribution":[30],"our":[32,137],"is":[34,139],"the":[35,54,63,76,89,108,125,150,162,169],"comparison":[36],"optimization":[38],"various":[40],"Large":[41],"Language":[42],"Model":[43],"variants":[44],"(based":[45],"on":[46],"LLaMA)":[47],"embedding":[49,83],"models,":[50,103],"aiming":[51],"identify":[53],"most":[55],"effective":[56],"combination":[57],"for":[58],"accurately":[59],"capturing":[60],"reflecting":[62],"intricacies":[64],"safety-related":[66],"data":[67],"in":[68,131,149,167,178],"given":[70],"domain.":[71],"Our":[72,159],"RAG-based":[73,165],"system":[74],"leverages":[75],"strengths":[77],"different":[79],"LLaMA":[80],"models":[81],"techniques":[84],"process":[86,170],"contextualize":[88],"input":[90],"data,":[91],"which":[92],"include":[93],"detailed":[94],"session":[95],"operational":[98],"logs.":[99],"By":[100],"integrating":[101],"these":[102],"we":[104],"aim":[105],"automate":[107],"that":[113],"are":[114],"not":[115],"only":[116],"coherent":[117],"contextually":[119],"relevant,":[120],"but":[121],"also":[122],"adhere":[123],"stringent":[126],"requirements":[127],"documentation":[130],"professional":[132],"environments.":[133],"validation":[135],"performed":[140],"aviation":[143],"dataset":[145],"classic":[147],"metrics":[148],"field,":[151],"such":[152],"as":[153],"Recall@5,":[154],"GLEU,":[155],"METEOR,":[156],"BERTscore.":[158],"findings":[160],"demonstrate":[161],"potential":[163],"systems":[166],"streamlining":[168],"generation,":[174],"offering":[175],"significant":[176],"improvements":[177],"efficiency":[179],"accuracy":[181],"over":[182],"traditional":[183],"methods":[184],"non":[186],"domain-specific":[187],"models.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}