{"id":"https://openalex.org/W7133499090","doi":"https://doi.org/10.1145/3799914.3799938","title":"LLM-Based Long-Term Life Task Planning to Reduce Human Uncertainty","display_name":"LLM-Based Long-Term Life Task Planning to Reduce Human Uncertainty","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W7133499090","doi":"https://doi.org/10.1145/3799914.3799938"},"language":"en","primary_location":{"id":"doi:10.1145/3799914.3799938","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3799914.3799938","pdf_url":null,"source":{"id":"https://openalex.org/S6756005","display_name":"ACM SIGIR Forum","issn_l":"0163-5840","issn":["0163-5840","1558-0229"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGIR Forum","raw_type":"journal-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/A5128063536","display_name":"Ben Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ben Wang","raw_affiliation_strings":["Amazon, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amazon, USA","institution_ids":["https://openalex.org/I1311688040"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5128063536"],"corresponding_institution_ids":["https://openalex.org/I1311688040"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.65273503,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"59","issue":"2","first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14074","display_name":"Persona Design and Applications","score":0.059300001710653305,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T14074","display_name":"Persona Design and Applications","score":0.059300001710653305,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11977","display_name":"Technology Use by Older Adults","score":0.050599999725818634,"subfield":{"id":"https://openalex.org/subfields/3317","display_name":"Demography"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.04619999974966049,"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/task","display_name":"Task (project management)","score":0.7293000221252441},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.5551000237464905},{"id":"https://openalex.org/keywords/scenario-planning","display_name":"Scenario planning","score":0.48249998688697815},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.4074999988079071},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4016000032424927},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.3984000086784363},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.38600000739097595}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7293000221252441},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.5551000237464905},{"id":"https://openalex.org/C202033279","wikidata":"https://www.wikidata.org/wiki/Q1931373","display_name":"Scenario planning","level":2,"score":0.48249998688697815},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4781000018119812},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.43560001254081726},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.4074999988079071},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4016000032424927},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.3984000086784363},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.38600000739097595},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.38510000705718994},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3434999883174896},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.3156999945640564},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.31360000371932983},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30720001459121704},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2800000011920929},{"id":"https://openalex.org/C198036527","wikidata":"https://www.wikidata.org/wiki/Q2074634","display_name":"Black swan theory","level":2,"score":0.27950000762939453},{"id":"https://openalex.org/C48243021","wikidata":"https://www.wikidata.org/wiki/Q932522","display_name":"Strategic planning","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.2757999897003174},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26669999957084656}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3799914.3799938","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3799914.3799938","pdf_url":null,"source":{"id":"https://openalex.org/S6756005","display_name":"ACM SIGIR Forum","issn_l":"0163-5840","issn":["0163-5840","1558-0229"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGIR Forum","raw_type":"journal-article"},{"id":"pmh:oai:shareok.org:11244/341759","is_oa":false,"landing_page_url":"https://shareok.org//handle/11244/341759","pdf_url":null,"source":{"id":"https://openalex.org/S4306401290","display_name":"SHAREOK (University of Oklahoma)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I8692664","host_organization_name":"University of Oklahoma","host_organization_lineage":["https://openalex.org/I8692664"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.451266348361969}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0],"long-term":[1,62,84,99,116,143,177,204,220,241],"life":[2,63,85,100,117,144,205],"tasks,":[3],"people":[4,106],"often":[5],"face":[6],"challenges":[7],"from":[8],"uncertainty":[9,89,223],"in":[10,18,25,30,38,61,114,141,176,240,266],"tasks":[11,118,206],"and":[12,20,42,88,103,119,152,170,191,194,207,222,230,255,270],"information-seeking,":[13],"which":[14],"can":[15,55,82],"create":[16],"difficulties":[17],"decision-making":[19],"task":[21,40,86,101,145,150,268],"completion.":[22],"Recent":[23],"advancements":[24,265],"Artificial":[26],"Intelligence":[27],"(AI),":[28],"especially":[29],"Large":[31],"Language":[32],"Models":[33],"(LLMs),":[34],"offer":[35],"transformative":[36],"capabilities":[37],"domain-specific":[39],"planning":[41,87,115,131,154,178,221,242,257],"problem-solving.":[43],"Despite":[44],"these":[45],"innovations,":[46],"there":[47],"is":[48],"limited":[49],"understanding":[50],"of":[51,174,186,203,216,238,277],"how":[52,75,105],"such":[53],"technologies":[54],"be":[56],"applied":[57],"to":[58,69,111,137,168],"assist":[59,112],"humans":[60],"tasks.":[64],"This":[65,180,246],"dissertation":[66,95],"work":[67,247],"seeks":[68],"address":[70],"this":[71,94],"gap":[72,250],"by":[73,199],"exploring":[74],"human-AI":[76,139,192,217],"collaboration,":[77],"mediated":[78],"through":[79,226],"LLM-based":[80],"agents,":[81],"improve":[83],"management.":[90,224],"To":[91],"achieve":[92],"this,":[93],"first":[96],"proposes":[97,125],"the":[98,126,159,162,172,184,201,209,214,231,249],"type":[102],"investigates":[104],"may":[107],"use":[108],"AI":[109,256],"tools":[110],"them":[113],"cope":[120],"with":[121],"uncertainty.":[122],"Secondly,":[123],"it":[124,212,234],"Goal":[127],"Oriented":[128],"Long-term":[129],"liFe":[130],"(GOLF)":[132],"framework":[133,148],"that":[134],"integrates":[135],"LLMs":[136,175,239],"emulate":[138],"collaboration":[140],"diverse":[142],"domains.":[146,245],"The":[147,275],"facilitates":[149],"decomposition":[151],"iterative":[153],"while":[155],"evaluating":[156],"uncertainties":[157],"throughout":[158],"process.":[160],"Thirdly,":[161],"study":[163,181],"introduces":[164],"a":[165,227,260],"GOLF":[166,210],"benchmark":[167],"evaluate":[169],"generalize":[171],"effectiveness":[173],"scenarios.":[179],"operates":[182],"at":[183],"intersection":[185],"cognitive":[187,253],"science,":[188,190],"information":[189],"interaction,":[193],"makes":[195],"multifaceted":[196],"contributions.":[197],"Theoretically,":[198],"introducing":[200],"concept":[202],"proposing":[208],"framework,":[211],"explores":[213],"potential":[215],"collaborations":[218],"for":[219,263],"Methodologically,":[225],"simulation-based":[228],"approach":[229],"LLM":[232],"benchmark,":[233],"enables":[235],"systematic":[236],"evaluation":[237],"scenarios":[243],"across":[244],"bridges":[248],"between":[251],"human":[252],"strategies":[254],"capabilities,":[258],"providing":[259],"robust":[261],"foundation":[262],"future":[264],"AI-assisted":[267],"management":[269],"goal":[271],"achievement.":[272],"Awarded":[273],"by:":[274,287],"University":[276],"Oklahoma,":[278],"Norman,":[279],"OK,":[280],"USA":[281],"on":[282],"4":[283],"December":[284],"2025.":[285],"Supervised":[286],"Jiqun":[288],"Liu.":[289]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-03-05T00:00:00"}
