{"id":"https://openalex.org/W4410637100","doi":"https://doi.org/10.1145/3701716.3715870","title":"Retrieval and Structuring Augmented Generation with LLMs for Web Applications","display_name":"Retrieval and Structuring Augmented Generation with LLMs for Web Applications","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410637100","doi":"https://doi.org/10.1145/3701716.3715870"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3715870","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3715870","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715870","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715870","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064060066","display_name":"Yizhu Jiao","orcid":"https://orcid.org/0000-0003-0509-8652"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yizhu Jiao","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":"https://orcid.org/0000-0003-0509-8652","affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002970439","display_name":"Siru Ouyang","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Siru Ouyang","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":"https://orcid.org/0009-0001-1331-424X","affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088945316","display_name":"Ming Zhong","orcid":"https://orcid.org/0000-0001-5728-0224"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ming Zhong","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":"https://orcid.org/0000-0001-5728-0224","affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062324293","display_name":"Yunyi Zhang","orcid":"https://orcid.org/0000-0001-9790-4855"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yunyi Zhang","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":"https://orcid.org/0000-0001-9790-4855","affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006972615","display_name":"Linyi Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Linyi Ding","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":"https://orcid.org/0009-0005-0588-1462","affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040682019","display_name":"Sizhe Zhou","orcid":"https://orcid.org/0009-0005-5145-7152"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sizhe Zhou","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":"https://orcid.org/0009-0005-5145-7152","affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019539533","display_name":"Jiawei Han","orcid":"https://orcid.org/0000-0002-3629-2696"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiawei Han","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"raw_orcid":"https://orcid.org/0000-0002-3629-2696","affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":1.9246,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.82095725,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"25","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9965999722480774,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9965999722480774,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9950000047683716,"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"}},{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9914000034332275,"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/structuring","display_name":"Structuring","score":0.836477518081665},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.682697057723999},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.37328797578811646},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3654719591140747},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.08285021781921387}],"concepts":[{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.836477518081665},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.682697057723999},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.37328797578811646},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3654719591140747},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.08285021781921387},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3701716.3715870","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3715870","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715870","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3701716.3715870","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3715870","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715870","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2063335192","display_name":"Molecule Maker Lab Institute (MMLI): An AI Institute for Molecular Discovery, Synthetic Strategy, and Manufacturing","funder_award_id":"2019897","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3269309973","display_name":"HDR Institute: Geospatial Understanding through an Integrative Discovery Environment","funder_award_id":"2118329","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3904442369","display_name":null,"funder_award_id":"HR0011-24-3-0325","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"},{"id":"https://openalex.org/G5593555006","display_name":null,"funder_award_id":"IIS-19-56151, No. 2019897, No. 2118329","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"},{"id":"https://openalex.org/G6445402324","display_name":null,"funder_award_id":"IIS-19-56151","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410637100.pdf","grobid_xml":"https://content.openalex.org/works/W4410637100.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W398859631","https://openalex.org/W2560674852","https://openalex.org/W2962891712","https://openalex.org/W2981852735","https://openalex.org/W2998385486","https://openalex.org/W3156082048","https://openalex.org/W3157758108","https://openalex.org/W4224323161","https://openalex.org/W4288089799","https://openalex.org/W4321480042","https://openalex.org/W4366735603","https://openalex.org/W4367047185","https://openalex.org/W4386729453","https://openalex.org/W4388585881","https://openalex.org/W4389520361","https://openalex.org/W4392930030","https://openalex.org/W4393157563","https://openalex.org/W4396736142","https://openalex.org/W4400267554","https://openalex.org/W4400530533","https://openalex.org/W4401306886","https://openalex.org/W4401856712","https://openalex.org/W4401856724","https://openalex.org/W4404782511","https://openalex.org/W4404792940"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4394443292","https://openalex.org/W4251394462","https://openalex.org/W1580673008","https://openalex.org/W1510936208","https://openalex.org/W2486167009","https://openalex.org/W1595575899","https://openalex.org/W756498608"],"abstract_inverted_index":{"Although":[0],"Large":[1],"Language":[2],"Models":[3],"(LLMs)":[4],"have":[5],"revolutionized":[6],"natural":[7],"language":[8,123],"processing,":[9],"they":[10],"face":[11],"significant":[12],"challenges":[13],"in":[14,24,64,166],"web":[15,46,136,167],"applications,":[16],"including":[17],"hallucinations,":[18],"outdated":[19],"knowledge,":[20,127],"and":[21,38,70,85,106,113,125,139,152,156],"limited":[22],"specialization":[23],"niche":[25],"domains.":[26],"To":[27],"address":[28],"these":[29],"issues,":[30],"this":[31],"tutorial":[32],"explores":[33],"how":[34,99],"integrating":[35,150],"retrieval":[36,94,151],"mechanisms":[37],"structured":[39,126],"knowledge":[40,107],"can":[41,54,110],"enhance":[42,114],"LLM":[43,56],"performance":[44],"for":[45,134,148],"use.":[47],"By":[48,117],"leveraging":[49],"Retrieval-Augmented":[50],"Generation":[51],"(RAG),":[52],"we":[53,97,128,144],"ground":[55],"outputs":[57],"with":[58],"relevant":[59],"external":[60],"data,":[61],"mitigating":[62],"limitations":[63],"applications":[65],"like":[66],"search":[67],"engines,":[68],"chatbots,":[69],"recommendation":[71],"systems.":[72],"We":[73],"delve":[74],"into":[75],"text":[76,83],"structuring":[77],"techniques-such":[78],"as":[79],"taxonomy":[80],"construction,":[81],"multi-level":[82],"classification,":[84],"taxonomy-guided":[86],"information":[87,93,104],"retrieval-that":[88],"improve":[89],"the":[90,119,162],"effectiveness":[91],"of":[92,164],"processes.":[95],"Furthermore,":[96],"examine":[98],"structure-guided":[100],"augmented":[101],"generation":[102,138],"through":[103],"extraction":[105],"graph":[108],"construction":[109],"reduce":[111],"hallucinations":[112],"factual":[115],"accuracy.":[116],"bridging":[118],"gap":[120],"between":[121],"unstructured":[122],"models":[124],"aim":[129],"to":[130,160],"unlock":[131],"new":[132],"potentials":[133],"dynamic":[135],"content":[137],"personalized":[140],"user":[141],"experiences.":[142],"Finally,":[143],"highlight":[145],"future":[146],"directions":[147],"seamlessly":[149],"generation,":[153],"enhancing":[154],"personalization,":[155],"incorporating":[157],"multimodal":[158],"data":[159],"expand":[161],"capabilities":[163],"LLMs":[165],"applications.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}