{"id":"https://openalex.org/W7134260393","doi":"https://doi.org/10.1145/3742414.3794723","title":"From Verification Burden to Trusted Collaboration: Design Goals for LLM-Assisted Literature Reviews","display_name":"From Verification Burden to Trusted Collaboration: Design Goals for LLM-Assisted Literature Reviews","publication_year":2026,"publication_date":"2026-03-09","ids":{"openalex":"https://openalex.org/W7134260393","doi":"https://doi.org/10.1145/3742414.3794723"},"language":null,"primary_location":{"id":"doi:10.1145/3742414.3794723","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3794723","pdf_url":null,"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 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3742414.3794723","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043247629","display_name":"Brenda Nogueira","orcid":"https://orcid.org/0000-0003-1936-9863"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]},{"id":"https://openalex.org/I1295409710","display_name":"History of Science Society","ror":"https://ror.org/03fz1tt45","country_code":"US","type":"other","lineage":["https://openalex.org/I1295409710"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Brenda Nogueira","raw_affiliation_strings":["Lucy Institute for Data and Society, University of Notre Dame, Notre Dame, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Lucy Institute for Data and Society, University of Notre Dame, Notre Dame, Indiana, USA","institution_ids":["https://openalex.org/I107639228","https://openalex.org/I1295409710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022799238","display_name":"Werner Geyer","orcid":"https://orcid.org/0000-0003-4699-5026"},"institutions":[{"id":"https://openalex.org/I4210087032","display_name":"Cambridge Scientific (United States)","ror":"https://ror.org/001s4dh65","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087032"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Werner Geyer","raw_affiliation_strings":["IBM Research, Cambridge, Massachusetts, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Cambridge, Massachusetts, USA","institution_ids":["https://openalex.org/I4210087032"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074383732","display_name":"A. W. Anderson","orcid":"https://orcid.org/0000-0003-4964-6059"},"institutions":[{"id":"https://openalex.org/I4210085935","display_name":"IBM Research - Almaden","ror":"https://ror.org/005w8dd04","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210085935","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew A. Anderson","raw_affiliation_strings":["IBM Research, Almaden, California, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Almaden, California, USA","institution_ids":["https://openalex.org/I4210085935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128463025","display_name":"Toby Jia-Jun Li","orcid":null},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Toby Jia-Jun Li","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, Indiana, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028751115","display_name":"Dongwhi Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dongwhi Kim","raw_affiliation_strings":["University of Notre Dame, Notre Dame, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"University of Notre Dame, Notre Dame, Indiana, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128418119","display_name":"Nuno Moniz","orcid":null},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nuno Moniz","raw_affiliation_strings":["Lucy Family Institute for Data &amp; Society, University of Notre Dame, Notre Dame, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Lucy Family Institute for Data &amp; Society, University of Notre Dame, Notre Dame, Indiana, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5128553366","display_name":"Nitesh V Chawla","orcid":null},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nitesh V Chawla","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Notre Dame, South Bend, Indiana, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Notre Dame, South Bend, Indiana, USA","institution_ids":["https://openalex.org/I107639228"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5043247629"],"corresponding_institution_ids":["https://openalex.org/I107639228","https://openalex.org/I1295409710"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.93964016,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"61","last_page":"65"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.3319000005722046,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.3319000005722046,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.09769999980926514,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.08089999854564667,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5151000022888184},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4916999936103821},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.361299991607666},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.3562000095844269},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.32109999656677246},{"id":"https://openalex.org/keywords/design-process","display_name":"Design process","score":0.3100000023841858}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5853000283241272},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5151000022888184},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4916999936103821},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.477400004863739},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3898000121116638},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.361299991607666},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.3562000095844269},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3467999994754791},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.32109999656677246},{"id":"https://openalex.org/C48262172","wikidata":"https://www.wikidata.org/wiki/Q16908765","display_name":"Design process","level":3,"score":0.3100000023841858},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C2779318504","wikidata":"https://www.wikidata.org/wiki/Q1438035","display_name":"Research design","level":2,"score":0.30720001459121704},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.30570000410079956},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.3050000071525574},{"id":"https://openalex.org/C33276779","wikidata":"https://www.wikidata.org/wiki/Q1943363","display_name":"Design elements and principles","level":2,"score":0.30230000615119934},{"id":"https://openalex.org/C191015642","wikidata":"https://www.wikidata.org/wiki/Q1132459","display_name":"Fragmentation (computing)","level":2,"score":0.28940001130104065},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2648000121116638},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.2648000121116638},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2646999955177307},{"id":"https://openalex.org/C161772715","wikidata":"https://www.wikidata.org/wiki/Q1136996","display_name":"User-centered design","level":2,"score":0.2538999915122986}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3742414.3794723","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3794723","pdf_url":null,"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 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3742414.3794723","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3794723","pdf_url":null,"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 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7472519278526306}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1979290264","https://openalex.org/W2111628838","https://openalex.org/W2574823327","https://openalex.org/W3034209683","https://openalex.org/W3176077300","https://openalex.org/W3177353800","https://openalex.org/W4282007696","https://openalex.org/W4377866068","https://openalex.org/W4389523765","https://openalex.org/W4392846385","https://openalex.org/W4394576991","https://openalex.org/W4395052272","https://openalex.org/W4396781199","https://openalex.org/W4401667275","https://openalex.org/W4402667050","https://openalex.org/W4404534210","https://openalex.org/W4405440804","https://openalex.org/W4405713902","https://openalex.org/W4405894594","https://openalex.org/W4406775489","https://openalex.org/W4406891912","https://openalex.org/W4409381867","https://openalex.org/W7133209886"],"related_works":[],"abstract_inverted_index":{"Although":[0],"numerous":[1],"studies":[2],"have":[3],"examined":[4],"how":[5],"researchers":[6,40],"use":[7],"Large":[8],"Language":[9],"Models":[10],"(LLMs)":[11],"in":[12,22,68],"academic":[13],"writing,":[14],"their":[15],"concrete":[16],"implementation,":[17],"limitations,":[18],"and":[19,49,75,89,106],"design":[20,87],"challenges":[21],"the":[23],"literature":[24],"review":[25],"process":[26],"remain":[27],"underexplored.":[28],"In":[29],"this":[30],"paper,":[31],"we":[32,84],"present":[33],"findings":[34],"from":[35],"a":[36,71,90],"user":[37],"study":[38],"with":[39,109],"across":[41,78],"multiple":[42],"disciplines":[43],"that":[44,93],"characterize":[45],"current":[46],"practices,":[47],"benefits,":[48],"pain":[50],"points":[51],"when":[52],"using":[53],"LLMs":[54],"to":[55],"investigate":[56],"related":[57,100],"work.":[58],"We":[59],"identified":[60],"three":[61],"recurring":[62],"gaps:":[63],"(i)":[64],"lack":[65],"of":[66,99],"trust":[67],"outputs,":[69],"(ii)":[70],"persistent":[72],"verification":[73,102],"burden,":[74],"(iii)":[76],"fragmentation":[77],"tools.":[79],"To":[80],"address":[81],"these":[82],"gaps,":[83],"propose":[85],"six":[86],"goals":[88],"high-level":[91],"framework":[92],"operationalizes":[94],"them":[95],"through":[96],"improved":[97],"visualization":[98],"papers,":[101],"at":[103],"every":[104],"step,":[105],"human-feedback":[107],"alignment":[108],"generation-guided":[110],"explanations":[111]},"counts_by_year":[],"updated_date":"2026-03-10T14:13:21.323994","created_date":"2026-03-10T00:00:00"}
