{"id":"https://openalex.org/W4410636614","doi":"https://doi.org/10.1145/3701716.3717556","title":"Seek Inner: LLM-Enhanced Information Mining for Medical Visual Question Answering","display_name":"Seek Inner: LLM-Enhanced Information Mining for Medical Visual Question Answering","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410636614","doi":"https://doi.org/10.1145/3701716.3717556"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3717556","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717556","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717556","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717556","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066028121","display_name":"Ao Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ao Ma","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337952","display_name":"Zhiyuan Li","orcid":"https://orcid.org/0000-0001-7554-0536"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zhiyuan Li","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027453427","display_name":"Zhuonan Liang","orcid":"https://orcid.org/0000-0002-4459-0861"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zhuonan Liang","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101333470","display_name":"Tiancheng Gu","orcid":"https://orcid.org/0009-0001-2302-246X"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tiancheng Gu","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119272145","display_name":"Jianan Fan","orcid":"https://orcid.org/0000-0003-4424-9572"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jianan Fan","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101255346","display_name":"Jieting Long","orcid":null},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jieting Long","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061961859","display_name":"Henning M\u00fcller","orcid":"https://orcid.org/0000-0001-6800-9878"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]},{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]},{"id":"https://openalex.org/I4402554026","display_name":"The Sense Innovation and Research Center","ror":"https://ror.org/01eas9a07","country_code":null,"type":"facility","lineage":["https://openalex.org/I4402554026"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Henning M\u00fcller","raw_affiliation_strings":["Institute of Informatics, The University of Applied Sciences Western Switzerland (HES-SO), Sierre, Switzerland, Department of Radiology and Medical Informatics, The University of Geneva, Geneva, Switzerland, and The Sense Innovation and Research Center, Lausanne &amp; Sion, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics, The University of Applied Sciences Western Switzerland (HES-SO), Sierre, Switzerland, Department of Radiology and Medical Informatics, The University of Geneva, Geneva, Switzerland, and The Sense Innovation and Research Center, Lausanne &amp; Sion, Switzerland","institution_ids":["https://openalex.org/I173439891","https://openalex.org/I114457229","https://openalex.org/I4402554026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076697411","display_name":"Weidong Cai","orcid":"https://orcid.org/0000-0003-3706-8896"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Weidong Cai","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5066028121"],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09509134,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2297","last_page":"2305"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":1.0,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":1.0,"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"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9976999759674072,"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"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9919999837875366,"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/question-answering","display_name":"Question answering","score":0.8333398103713989},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6903383135795593},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6188908815383911},{"id":"https://openalex.org/keywords/medical-information","display_name":"Medical information","score":0.4107927680015564},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3256591856479645}],"concepts":[{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.8333398103713989},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6903383135795593},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6188908815383911},{"id":"https://openalex.org/C3019150057","wikidata":"https://www.wikidata.org/wiki/Q92779279","display_name":"Medical information","level":2,"score":0.4107927680015564},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3256591856479645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3701716.3717556","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717556","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717556","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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:10.1145/3701716.3717556","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717556","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717556","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410636614.pdf","grobid_xml":"https://content.openalex.org/works/W4410636614.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1933349210","https://openalex.org/W2064675550","https://openalex.org/W2108598243","https://openalex.org/W2136946533","https://openalex.org/W2165839911","https://openalex.org/W2194775991","https://openalex.org/W2606555609","https://openalex.org/W2897980926","https://openalex.org/W2914911817","https://openalex.org/W2946165673","https://openalex.org/W2947312908","https://openalex.org/W2963150162","https://openalex.org/W2963477107","https://openalex.org/W2963954913","https://openalex.org/W2979525559","https://openalex.org/W3105220303","https://openalex.org/W3112557529","https://openalex.org/W3114632476","https://openalex.org/W3164670515","https://openalex.org/W3165058054","https://openalex.org/W3188635098","https://openalex.org/W3199693760","https://openalex.org/W3203635737","https://openalex.org/W4226321975","https://openalex.org/W4281944818","https://openalex.org/W4287903637","https://openalex.org/W4296605665","https://openalex.org/W4304092062","https://openalex.org/W4304092130","https://openalex.org/W4312159230","https://openalex.org/W4312634749","https://openalex.org/W4367595583","https://openalex.org/W4379879090","https://openalex.org/W4385245495","https://openalex.org/W4385574156","https://openalex.org/W4386065596","https://openalex.org/W4386076140","https://openalex.org/W4386566421","https://openalex.org/W4387211014","https://openalex.org/W4387492750","https://openalex.org/W4388336515","https://openalex.org/W4388819879","https://openalex.org/W4391809309","https://openalex.org/W4394597485","https://openalex.org/W4395065007","https://openalex.org/W4398859084","https://openalex.org/W4401856724","https://openalex.org/W4402392501","https://openalex.org/W4402903980","https://openalex.org/W4404783205"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2384605597","https://openalex.org/W2387743295","https://openalex.org/W3082787378","https://openalex.org/W2136007095","https://openalex.org/W2366230879","https://openalex.org/W3208425359","https://openalex.org/W2349927912"],"abstract_inverted_index":{"Medical":[0],"visual":[1],"question":[2],"answering":[3],"(Med-VQA)":[4],"focuses":[5],"on":[6,139],"analyzing":[7],"medical":[8,38],"images":[9],"to":[10,13,29,46,68,84,118],"accurately":[11],"respond":[12],"clinicians'":[14],"specific":[15],"questions.":[16],"Although":[17],"integrating":[18],"prior":[19],"knowledge":[20,39,78,117],"can":[21],"enhance":[22],"VQA":[23],"reasoning,":[24],"current":[25,136],"methods":[26],"often":[27],"struggle":[28],"extract":[30,86],"relevant":[31,121],"information":[32,59,89],"from":[33,90,123],"the":[34,43,95,114],"vast":[35],"and":[36,87,92,126],"complex":[37],"base,":[40],"thereby":[41],"limiting":[42],"models'":[44],"ability":[45],"learn":[47],"domain-specific":[48],"features.":[49,128],"To":[50],"overcome":[51],"this":[52],"limitation,":[53],"our":[54,133],"study":[55],"presents":[56],"a":[57,76,102],"novel":[58],"mining":[60],"approach":[61,134],"that":[62,81,132],"leverages":[63],"large":[64],"language":[65],"models":[66,138],"(LLMs)":[67],"efficiently":[69],"retrieve":[70],"pertinent":[71],"data.":[72],"Specifically,":[73],"we":[74,100],"design":[75],"latent":[77,116],"generation":[79],"module":[80,106],"employs":[82],"LLMs":[83],"separately":[85],"filter":[88],"questions":[91],"answers,":[93],"enhancing":[94],"model's":[96],"inference":[97],"capabilities.":[98],"Furthermore,":[99],"propose":[101],"multi-level":[103],"prompt":[104,111],"fusion":[105],"in":[107],"which":[108],"an":[109],"initial":[110],"interacts":[112],"with":[113],"extracted":[115],"draw":[119],"clinically":[120],"details":[122],"both":[124],"unimodal":[125],"multimodal":[127],"Experimental":[129],"results":[130],"demonstrate":[131],"outperforms":[135],"state-of-the-art":[137],"multiple":[140],"Med-VQA":[141],"benchmark":[142],"datasets.":[143]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
