{"id":"https://openalex.org/W4406892583","doi":"https://doi.org/10.1109/fllm63129.2024.10852482","title":"RAGVAL: Automatic Dataset Creation and Evaluation for RAG Systems","display_name":"RAGVAL: Automatic Dataset Creation and Evaluation for RAG Systems","publication_year":2024,"publication_date":"2024-11-26","ids":{"openalex":"https://openalex.org/W4406892583","doi":"https://doi.org/10.1109/fllm63129.2024.10852482"},"language":"en","primary_location":{"id":"doi:10.1109/fllm63129.2024.10852482","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fllm63129.2024.10852482","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Foundation and Large Language Models (FLLM)","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/A5085165592","display_name":"Tristan Kenneweg","orcid":"https://orcid.org/0000-0001-8213-9396"},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Tristan Kenneweg","raw_affiliation_strings":["University of Bielefeld,Technische Fakultät,Bielefeld,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bielefeld,Technische Fakultät,Bielefeld,Germany","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089960446","display_name":"Philip Kenneweg","orcid":"https://orcid.org/0000-0002-7097-173X"},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philip Kenneweg","raw_affiliation_strings":["University of Bielefeld,Technische Fakultät,Bielefeld,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bielefeld,Technische Fakultät,Bielefeld,Germany","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091180862","display_name":"Barbara Hammer","orcid":"https://orcid.org/0000-0002-0935-5591"},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Barbara Hammer","raw_affiliation_strings":["University of Bielefeld,Technische Fakultät,Bielefeld,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bielefeld,Technische Fakultät,Bielefeld,Germany","institution_ids":["https://openalex.org/I20121455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085165592"],"corresponding_institution_ids":["https://openalex.org/I20121455"],"apc_list":null,"apc_paid":null,"fwci":1.151,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80695998,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"470","last_page":"475"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.3537999987602234,"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"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.3537999987602234,"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/computer-science","display_name":"Computer science","score":0.7217577695846558},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32472479343414307}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7217577695846558},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32472479343414307}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fllm63129.2024.10852482","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fllm63129.2024.10852482","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Foundation and Large Language Models (FLLM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W4385565351","https://openalex.org/W4389519254","https://openalex.org/W6755207826","https://openalex.org/W6777615688","https://openalex.org/W6778883912","https://openalex.org/W6844053373","https://openalex.org/W6846966473","https://openalex.org/W6853376989","https://openalex.org/W6857079699","https://openalex.org/W6859370149","https://openalex.org/W6860566078"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Retrieval":[0],"Augmented":[1],"Generation":[2],"(RAG)":[3],"systems":[4],"are":[5],"widely":[6],"used":[7],"to":[8,41,47],"augment":[9],"Large":[10],"Language":[11],"Model":[12],"(LLM)":[13],"outputs":[14],"with":[15],"domain":[16],"specific":[17],"and":[18,49,67,97,113],"time":[19],"sensitive":[20],"data.":[21],"Each":[22],"RAG":[23,51,77,105],"system":[24,106],"depends":[25,88],"on":[26,45,79,90],"a":[27,54,63,80],"set":[28],"of":[29,75,83],"hyperparameters":[30],"that":[31,70],"strongly":[32],"influence":[33],"its":[34],"performance.":[35],"However,":[36],"it":[37],"is":[38,107],"unclear":[39],"how":[40,46],"evaluate":[42],"different":[43,76],"approaches":[44],"build":[48],"parameterize":[50],"setups":[52],"for":[53],"given":[55],"knowledge":[56,84,101],"base.":[57],"In":[58],"this":[59],"paper,":[60],"we":[61],"present":[62],"rigorous":[64],"dataset":[65,115],"creation":[66],"evaluation":[68],"workflow":[69],"allows":[71],"the":[72,100,103],"quantitative":[73],"comparison":[74],"strategies":[78],"wide":[81],"range":[82],"domains.":[85],"Our":[86],"method":[87],"neither":[89],"human":[91],"annotations":[92],"nor":[93],"handcrafted":[94],"question":[95],"sets":[96],"only":[98],"requires":[99],"base":[102],"evaluated":[104],"given.":[108],"We":[109],"publish":[110],"our":[111],"code":[112],"exemplary":[114],"online.":[116]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}