{"id":"https://openalex.org/W4402474032","doi":"https://doi.org/10.1109/tvcg.2024.3459961","title":"HINTs: Sensemaking on Large Collections of Documents With Hypergraph Visualization and INTelligent Agents","display_name":"HINTs: Sensemaking on Large Collections of Documents With Hypergraph Visualization and INTelligent Agents","publication_year":2024,"publication_date":"2024-09-12","ids":{"openalex":"https://openalex.org/W4402474032","doi":"https://doi.org/10.1109/tvcg.2024.3459961","pmid":"https://pubmed.ncbi.nlm.nih.gov/39264779"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2024.3459961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2024.3459961","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101313928","display_name":"Sam Yu-Te Lee","orcid":"https://orcid.org/0009-0000-2629-3954"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sam Yu-Te Lee","raw_affiliation_strings":["Department of Computer Science, University of California, Davis, CA, USA","Department of Computer Science, University of California at Davis, One Shields Ave., Davis, CA, USA"],"raw_orcid":"https://orcid.org/0009-0000-2629-3954","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Davis, CA, USA","institution_ids":["https://openalex.org/I84218800"]},{"raw_affiliation_string":"Department of Computer Science, University of California at Davis, One Shields Ave., Davis, CA, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037161857","display_name":"Kwan\u2010Liu Ma","orcid":"https://orcid.org/0000-0001-8086-0366"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kwan-Liu Ma","raw_affiliation_strings":["Department of Computer Science, University of California, Davis, CA, USA","Department of Computer Science, University of California at Davis, One Shields Ave., Davis, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8086-0366","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Davis, CA, USA","institution_ids":["https://openalex.org/I84218800"]},{"raw_affiliation_string":"Department of Computer Science, University of California at Davis, One Shields Ave., Davis, CA, USA","institution_ids":["https://openalex.org/I84218800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I84218800"],"apc_list":null,"apc_paid":null,"fwci":0.8331,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.8500897,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"31","issue":"9","first_page":"5532","last_page":"5546"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9936000108718872,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9909999966621399,"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/sensemaking","display_name":"Sensemaking","score":0.9250704050064087},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.857488751411438},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.667856752872467},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5908299088478088},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.38793283700942993},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.33300840854644775},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3110980987548828}],"concepts":[{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.9250704050064087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.857488751411438},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.667856752872467},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5908299088478088},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.38793283700942993},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33300840854644775},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3110980987548828}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2024.3459961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2024.3459961","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:39264779","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39264779","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G690092460","display_name":null,"funder_award_id":"IIS-2427770","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W1515031947","https://openalex.org/W1651093245","https://openalex.org/W1946609513","https://openalex.org/W1958900514","https://openalex.org/W1959365993","https://openalex.org/W1960941941","https://openalex.org/W1964189668","https://openalex.org/W1989683591","https://openalex.org/W1990995255","https://openalex.org/W1991676464","https://openalex.org/W1998694168","https://openalex.org/W2019676294","https://openalex.org/W2071584957","https://openalex.org/W2081459780","https://openalex.org/W2085995966","https://openalex.org/W2087382273","https://openalex.org/W2090491854","https://openalex.org/W2122814890","https://openalex.org/W2130154693","https://openalex.org/W2143450723","https://openalex.org/W2152621157","https://openalex.org/W2157289187","https://openalex.org/W2165662062","https://openalex.org/W2327620174","https://openalex.org/W2528997906","https://openalex.org/W2595494611","https://openalex.org/W2601062598","https://openalex.org/W2728391469","https://openalex.org/W2753044861","https://openalex.org/W2769645753","https://openalex.org/W2770420063","https://openalex.org/W2789895350","https://openalex.org/W2896457183","https://openalex.org/W2964310261","https://openalex.org/W2991187137","https://openalex.org/W2991358176","https://openalex.org/W3036644138","https://openalex.org/W3093066786","https://openalex.org/W3131198033","https://openalex.org/W3165447997","https://openalex.org/W3191638286","https://openalex.org/W3201979036","https://openalex.org/W3214797839","https://openalex.org/W4221142221","https://openalex.org/W4283170666","https://openalex.org/W4287887705","https://openalex.org/W4301393024","https://openalex.org/W4308372808","https://openalex.org/W4308885549","https://openalex.org/W4310461588","https://openalex.org/W4360995478","https://openalex.org/W4366999773","https://openalex.org/W4378189609","https://openalex.org/W4382457877","https://openalex.org/W4387084575","https://openalex.org/W4387885675","https://openalex.org/W4389519918","https://openalex.org/W4390033027","https://openalex.org/W4392669753","https://openalex.org/W6630800495","https://openalex.org/W6637231022","https://openalex.org/W6739963215","https://openalex.org/W6755207826","https://openalex.org/W6778883912","https://openalex.org/W6810311456","https://openalex.org/W6849590751","https://openalex.org/W6852622455"],"related_works":["https://openalex.org/W3002559787","https://openalex.org/W2100609754","https://openalex.org/W2050640900","https://openalex.org/W2049050102","https://openalex.org/W2596767525","https://openalex.org/W1886987011","https://openalex.org/W2795557596","https://openalex.org/W3045759591","https://openalex.org/W2331546953","https://openalex.org/W2023412717"],"abstract_inverted_index":{"Sensemaking":[0],"on":[1,126,217,229],"a":[2,9,120,163,221],"large":[3,127],"collection":[4],"of":[5,42,114,129,140,143,199,208],"documents":[6],"(corpus)":[7],"is":[8,160,174],"challenging":[10],"task":[11],"often":[12],"found":[13],"in":[14,52,104,192,253],"fields":[15],"such":[16,60],"as":[17,162],"market":[18],"research,":[19],"legal":[20],"studies,":[21],"intelligence":[22],"analysis,":[23],"political":[24],"science,":[25],"or":[26],"computational":[27],"linguistics.":[28],"Previous":[29],"works":[30],"approach":[31],"this":[32,87,91],"problem":[33],"from":[34,152],"topic-":[35],"and":[36,65,71,81,101,134,148,165,206,220,233,267,274],"entity-based":[37,133],"perspectives,":[38],"but":[39],"the":[40,43,79,83,97,105,112,153,158,178,193,197,204,209,230,255],"capability":[41],"underlying":[44],"NLP":[45],"model":[46],"limits":[47],"their":[48],"effectiveness.":[49],"Recent":[50],"advances":[51],"prompting":[53],"with":[54,62,155],"LLMs":[55,275],"present":[56,118,213],"opportunities":[57],"to":[58,176,195,240,278],"enhance":[59],"approaches":[61],"higher":[63],"accuracy":[64],"customizability.":[66],"However,":[67],"poorly":[68],"designed":[69],"prompts":[70],"visualizations":[72,80,259],"could":[73],"mislead":[74],"users":[75],"into":[76,95],"falsely":[77],"interpreting":[78],"hinder":[82],"system's":[84],"trustworthiness.":[85],"In":[86],"paper,":[88],"we":[89,212],"address":[90,250],"issue":[92],"by":[93],"taking":[94],"account":[96],"user":[98,223],"analysis":[99],"tasks":[100],"visualization":[102,138,273],"goals":[103],"prompt-based":[106],"data":[107],"extraction":[108],"stage,":[109],"thereby":[110],"extending":[111],"concept":[113],"Model":[115],"Alignment.":[116],"We":[117,225,243,264],"HINTs,":[119],"VA":[121],"system":[122,184],"for":[123,180,270],"supporting":[124],"sensemaking":[125,198],"collections":[128],"documents,":[130],"combining":[131,271],"previous":[132],"topic-based":[135],"approaches.":[136],"The":[137,183],"pipeline":[139],"HINTs":[141,210],"consists":[142],"three":[144],"stages.":[145],"First,":[146],"entities":[147],"topics":[149],"are":[150,238,261],"extracted":[151],"corpus":[154,281],"prompts.":[156],"Then,":[157],"result":[159],"modeled":[161],"hypergraph":[164,179],"hierarchically":[166],"clustered.":[167],"Finally,":[168],"an":[169,187],"enhanced":[170],"space-filling":[171],"curve":[172],"layout":[173],"applied":[175],"visualize":[177],"interactive":[181,272],"exploration.":[182],"further":[185],"integrates":[186],"LLM-based":[188],"intelligent":[189,236,247],"chatbot":[190],"agent":[191],"interface":[194],"facilitate":[196,241],"interested":[200],"documents.":[201],"To":[202],"demonstrate":[203],"generalizability":[205],"effectiveness":[207],"system,":[211],"two":[214],"case":[215],"studies":[216],"different":[218],"domains":[219],"comparative":[222],"study.":[224],"report":[226],"our":[227],"insights":[228],"behavior":[231],"patterns":[232],"challenges":[234,252],"when":[235],"agents":[237,248],"used":[239],"sensemaking.":[242],"find":[244],"that":[245,258],"while":[246],"can":[249],"many":[251],"sensemaking,":[254],"visual":[256],"hints":[257],"provide":[260],"still":[262],"necessary.":[263],"discuss":[265],"limitations":[266],"future":[268],"work":[269],"more":[276],"profoundly":[277],"better":[279],"support":[280],"analysis.":[282]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}