{"id":"https://openalex.org/W4411551181","doi":"https://doi.org/10.1109/cscwd64889.2025.11033430","title":"MSKE-LLM: Multi-Stage Knowledge Enhancement Policy Question-Answering Large Language Model","display_name":"MSKE-LLM: Multi-Stage Knowledge Enhancement Policy Question-Answering Large Language Model","publication_year":2025,"publication_date":"2025-05-05","ids":{"openalex":"https://openalex.org/W4411551181","doi":"https://doi.org/10.1109/cscwd64889.2025.11033430"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd64889.2025.11033430","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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/A5109649680","display_name":"Gangliang Wang","orcid":"https://orcid.org/0009-0001-4708-8690"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Gangliang Wang","raw_affiliation_strings":["School of Telecommunications Engineering, Xidian University,Xi'an,China"],"affiliations":[{"raw_affiliation_string":"School of Telecommunications Engineering, Xidian University,Xi'an,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017645433","display_name":"Zijian Qiao","orcid":"https://orcid.org/0000-0003-3667-9134"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijian Qiao","raw_affiliation_strings":["School of Informatics, Xiamen University,Xiamen,China"],"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University,Xiamen,China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107908475","display_name":"Q. Guo","orcid":"https://orcid.org/0009-0001-7928-8371"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qinlang Guo","raw_affiliation_strings":["CETC,Social Governance Division,Beijing,China"],"affiliations":[{"raw_affiliation_string":"CETC,Social Governance Division,Beijing,China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059581731","display_name":"Shenglin Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenglin Liang","raw_affiliation_strings":["School of Telecommunications Engineering, Xidian University,Xi'an,China"],"affiliations":[{"raw_affiliation_string":"School of Telecommunications Engineering, Xidian University,Xi'an,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101949005","display_name":"Hui Lin","orcid":"https://orcid.org/0000-0002-1982-4427"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hui Lin","raw_affiliation_strings":["CETC,Social Governance Division,Beijing,China"],"affiliations":[{"raw_affiliation_string":"CETC,Social Governance Division,Beijing,China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110673593","display_name":"Chunyao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyao Yang","raw_affiliation_strings":["School of Cyber Science and Technology, University of Science and Technology of China,Hefei,China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5109649680"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07800696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"479","last_page":"484"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9013000130653381,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9013000130653381,"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":0.7607855796813965},{"id":"https://openalex.org/keywords/question-answering","display_name":"Question answering","score":0.7528358101844788},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.510239839553833},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.4999532699584961},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4683147370815277},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3814454674720764},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.05499160289764404}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7607855796813965},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.7528358101844788},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.510239839553833},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.4999532699584961},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4683147370815277},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3814454674720764},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.05499160289764404},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd64889.2025.11033430","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8217587543","display_name":null,"funder_award_id":"2021YFC3300500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2101105183","https://openalex.org/W2902572901","https://openalex.org/W2950339735","https://openalex.org/W2963748441","https://openalex.org/W3168875417","https://openalex.org/W3184342547","https://openalex.org/W3190271517","https://openalex.org/W4285294723","https://openalex.org/W4391136507","https://openalex.org/W4403447129","https://openalex.org/W4404534210","https://openalex.org/W4404782964"],"related_works":["https://openalex.org/W2384605597","https://openalex.org/W2387743295","https://openalex.org/W3082787378","https://openalex.org/W2136007095","https://openalex.org/W2366230879","https://openalex.org/W4288267738","https://openalex.org/W3204019825","https://openalex.org/W2964413124","https://openalex.org/W4388937922","https://openalex.org/W3113264705"],"abstract_inverted_index":{"We":[0],"present":[1],"MSKE-LLM,":[2],"a":[3,45,121],"Multi-Stage":[4],"Knowledge":[5],"Enhancement":[6],"(MSKE)":[7],"policy":[8,20,43,74,89,93,100,106,128],"question-answering":[9,129],"Large":[10],"Language":[11],"Model":[12],"(LLM).":[13],"Its":[14],"goal":[15],"is":[16,150],"to":[17,23,47,50,57,64,103,152],"use":[18],"structured":[19],"knowledge":[21,25,32,69,83,101,107,111,126],"graphs":[22],"enhance":[24],"base":[26,84,108],"retrieval":[27,80,112],"ability,":[28],"thereby":[29],"improving":[30],"the":[31,58,65,73,77,147,153],"matching":[33],"accuracy":[34,81,113],"and":[35,54,76,114,131,135,138],"response":[36,63],"generation":[37],"performance":[38],"of":[39,68],"LLMs":[40,71],"when":[41],"doing":[42],"question-answering,":[44],"task":[46],"provide":[48],"answers":[49],"questions":[51],"regarding":[52],"policies":[53],"regulations":[55],"according":[56],"relevant":[59],"knowledge.":[60],"Specifically,":[61],"in":[62,70,79],"general":[66],"inadequacy":[67],"within":[72],"domain,":[75],"decrease":[78],"as":[82],"size":[85],"increases,":[86],"we":[87,96,119],"gather":[88],"documents":[90],"from":[91],"local":[92],"websites.":[94],"Subsequently,":[95],"build":[97],"an":[98],"expansive":[99],"graph":[102],"facilitate":[104],"high-precision":[105],"matching,":[109],"elevating":[110],"answer":[115],"quality.":[116],"In":[117],"addition,":[118],"propose":[120],"standard":[122],"for":[123],"evaluating":[124],"multi-stage":[125],"enhancement":[127],"LLM":[130],"conduct":[132],"multi-dimensional":[133],"human":[134],"automated":[136],"evaluation":[137],"quantitative":[139],"ablation":[140],"research.":[141],"The":[142],"experimental":[143],"results":[144],"show":[145],"that":[146],"proposed":[148],"MSKE-LLM":[149],"superior":[151],"existing":[154],"models.":[155]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}