{"id":"https://openalex.org/W4412887939","doi":"https://doi.org/10.18653/v1/2025.findings-acl.1100","title":"Query-Driven Multimodal GraphRAG: Dynamic Local Knowledge Graph Construction for Online Reasoning","display_name":"Query-Driven Multimodal GraphRAG: Dynamic Local Knowledge Graph Construction for Online Reasoning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412887939","doi":"https://doi.org/10.18653/v1/2025.findings-acl.1100"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-acl.1100","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.1100","pdf_url":"https://aclanthology.org/2025.findings-acl.1100.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-acl.1100.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062592193","display_name":"Chenyang Bu","orcid":"https://orcid.org/0000-0001-8203-0956"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chenyang Bu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Guojie Chang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guojie Chang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100434182","display_name":"Zihao Chen","orcid":"https://orcid.org/0000-0002-7690-8651"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zihao Chen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"CunYuan Dang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"CunYuan Dang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101568502","display_name":"Zhize Wu","orcid":"https://orcid.org/0000-0003-0285-4264"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhize Wu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100702364","display_name":"Yi He","orcid":"https://orcid.org/0000-0002-5357-6623"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yi He","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5080738591","display_name":"Xindong Wu","orcid":"https://orcid.org/0000-0003-2396-1704"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xindong Wu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.7939,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97451656,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"21360","last_page":"21380"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9944000244140625,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9944000244140625,"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/T11010","display_name":"Logic, Reasoning, and Knowledge","score":0.9739999771118164,"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.973800003528595,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7846959829330444},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.7075092792510986},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.47512418031692505},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.395442396402359},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.38060179352760315},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3336658477783203},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.290929913520813}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7846959829330444},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.7075092792510986},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.47512418031692505},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.395442396402359},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.38060179352760315},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3336658477783203},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.290929913520813}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-acl.1100","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.1100","pdf_url":"https://aclanthology.org/2025.findings-acl.1100.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-acl.1100","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.1100","pdf_url":"https://aclanthology.org/2025.findings-acl.1100.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1128271767","display_name":null,"funder_award_id":"62120106008","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1620847186","display_name":null,"funder_award_id":"62406095","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4611500439","display_name":null,"funder_award_id":"61806065","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5555539348","display_name":null,"funder_award_id":"2308085MF213","funder_id":"https://openalex.org/F4320334897","funder_display_name":"Natural Science Foundation of Anhui Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334897","display_name":"Natural Science Foundation of Anhui Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412887939.pdf","grobid_xml":"https://content.openalex.org/works/W4412887939.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3188962172","https://openalex.org/W2772917594","https://openalex.org/W4312825515","https://openalex.org/W4306742369","https://openalex.org/W4303457083","https://openalex.org/W2131146434","https://openalex.org/W2951359407","https://openalex.org/W4376623224","https://openalex.org/W4387849428","https://openalex.org/W2965396565"],"abstract_inverted_index":{"An":[0],"increasing":[1],"adoption":[2],"of":[3,114],"Large":[4],"Language":[5],"Models":[6],"(LLMs)":[7],"in":[8,111],"complex":[9,115],"reasoning":[10],"tasks":[11],"necessitates":[12],"their":[13],"interpretability":[14],"and":[15,25,38,83,95],"reliability.Recent":[16],"advances":[17],"to":[18,58,69,79],"this":[19],"end":[20],"include":[21],"retrievalaugmented":[22],"generation":[23],"(RAG)":[24],"knowledge":[26,36,55,71],"graph-enhanced":[27],"RAG":[28],"(GraphRAG),":[29],"whereas":[30],"they":[31],"are":[32],"constrained":[33],"by":[34],"static":[35],"bases":[37],"ineffective":[39],"multimodal":[40,87],"data":[41],"integration.In":[42],"response,":[43],"we":[44],"propose":[45],"a":[46,75],"Query-Driven":[47],"Multimodal":[48],"GraphRAG":[49],"framework":[50,101],"that":[51,99],"dynamically":[52],"constructs":[53],"local":[54],"graphs":[56],"tailored":[57],"query":[59,67],"semantics.Our":[60],"approach":[61],"1)":[62],"derives":[63],"graph":[64],"patterns":[65],"from":[66],"semantics":[68],"guide":[70],"extraction,":[72],"2)":[73],"employs":[74],"multi-path":[76],"retrieval":[77],"strategy":[78],"pinpoint":[80],"core":[81],"knowledge,":[82],"3)":[84],"supplements":[85],"missing":[86],"information":[88],"ad":[89],"hoc.Experimental":[90],"results":[91],"on":[92],"the":[93,103],"MultimodalQA":[94],"WebQA":[96],"datasets":[97],"demonstrate":[98],"our":[100],"achieves":[102],"state-of-the-art":[104],"performance":[105],"among":[106],"unsupervised":[107],"competitors,":[108],"particularly":[109],"excelling":[110],"cross-modal":[112],"understanding":[113],"queries.The":[116],"code":[117],"is":[118],"publicly":[119],"available":[120],"at":[121],"https://github.com/DMiC":[122]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}