{"id":"https://openalex.org/W7168124925","doi":"https://doi.org/10.1145/3803784.3807528","title":"Human-AI Sensemaking in DH Archives: Comparing Expert and LLM Interpretations of Topic Word Lists","display_name":"Human-AI Sensemaking in DH Archives: Comparing Expert and LLM Interpretations of Topic Word Lists","publication_year":2026,"publication_date":"2026-07-13","ids":{"openalex":"https://openalex.org/W7168124925","doi":"https://doi.org/10.1145/3803784.3807528"},"language":null,"primary_location":{"id":"doi:10.1145/3803784.3807528","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803784.3807528","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":"Proceedings of the 2026 Conference on Creativity and Cognition","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3803784.3807528","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5140532479","display_name":"Qianqi Huang","orcid":"https://orcid.org/0009-0009-3666-6270"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Qianqi Huang","raw_affiliation_strings":["Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0009-0009-3666-6270","affiliations":[{"raw_affiliation_string":"Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060962290","display_name":"Sukran Karaosmanoglu","orcid":"https://orcid.org/0000-0002-9624-4258"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sukran Karaosmanoglu","raw_affiliation_strings":["Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9624-4258","affiliations":[{"raw_affiliation_string":"Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003853978","display_name":"Lucie Kruse","orcid":"https://orcid.org/0000-0002-1914-7008"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lucie Kruse","raw_affiliation_strings":["Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1914-7008","affiliations":[{"raw_affiliation_string":"Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115973699","display_name":"Vanessa Klomfa\u00df","orcid":null},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Vanessa Klomfa\u00df","raw_affiliation_strings":["Institut f\u00fcr Germanistik, Universit\u00e4t Hamburg, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0009-0002-1677-5321","affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Germanistik, Universit\u00e4t Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117587148","display_name":"Julia Nantke","orcid":null},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julia Nantke","raw_affiliation_strings":["Institut f\u00fcr Germanistik, Universit\u00e4t Hamburg, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8037-1009","affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Germanistik, Universit\u00e4t Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056266983","display_name":"Frank Steinicke","orcid":"https://orcid.org/0000-0001-9879-7414"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frank Steinicke","raw_affiliation_strings":["Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9879-7414","affiliations":[{"raw_affiliation_string":"Human-Computer Interaction, Universit\u00e4t Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I159176309"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"211","last_page":"228"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.16920000314712524,"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":0.16920000314712524,"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/T13274","display_name":"Expert finding and Q&A systems","score":0.12970000505447388,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.11180000007152557,"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":0.5651999711990356},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5027999877929688},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.33469998836517334},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3172999918460846},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.30250000953674316},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.29490000009536743}],"concepts":[{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.5651999711990356},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5385000109672546},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5232999920845032},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.5199000239372253},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5027999877929688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42260000109672546},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.33469998836517334},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3172999918460846},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.302700012922287},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.29490000009536743},{"id":"https://openalex.org/C59656382","wikidata":"https://www.wikidata.org/wiki/Q191536","display_name":"Conjunction (astronomy)","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C2777601683","wikidata":"https://www.wikidata.org/wiki/Q6499736","display_name":"Vocabulary","level":2,"score":0.2540000081062317}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3803784.3807528","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803784.3807528","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":"Proceedings of the 2026 Conference on Creativity and Cognition","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3803784.3807528","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803784.3807528","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":"Proceedings of the 2026 Conference on Creativity and Cognition","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W76930416","https://openalex.org/W151377110","https://openalex.org/W1982500521","https://openalex.org/W2038043464","https://openalex.org/W2098258670","https://openalex.org/W2128213565","https://openalex.org/W2132052677","https://openalex.org/W2166354010","https://openalex.org/W2174706414","https://openalex.org/W2250533720","https://openalex.org/W2603039744","https://openalex.org/W2625532170","https://openalex.org/W2737946880","https://openalex.org/W2766736723","https://openalex.org/W2786672974","https://openalex.org/W2897225504","https://openalex.org/W2962686197","https://openalex.org/W2962849707","https://openalex.org/W2962955084","https://openalex.org/W2970641574","https://openalex.org/W2971034336","https://openalex.org/W2992347006","https://openalex.org/W3036644138","https://openalex.org/W3037013468","https://openalex.org/W3141474827","https://openalex.org/W3156106752","https://openalex.org/W3176456866","https://openalex.org/W3197150955","https://openalex.org/W3207594185","https://openalex.org/W3207918626","https://openalex.org/W4213371886","https://openalex.org/W4221142221","https://openalex.org/W4224276467","https://openalex.org/W4229011615","https://openalex.org/W4244181777","https://openalex.org/W4253150312","https://openalex.org/W4280497323","https://openalex.org/W4281480207","https://openalex.org/W4286859280","https://openalex.org/W4287100616","https://openalex.org/W4294750388","https://openalex.org/W4322618977","https://openalex.org/W4378470965","https://openalex.org/W4383532971","https://openalex.org/W4385574240","https://openalex.org/W4388327657","https://openalex.org/W4391218191","https://openalex.org/W4395450962","https://openalex.org/W4396833700","https://openalex.org/W4399775500","https://openalex.org/W4401051771","https://openalex.org/W4401235455","https://openalex.org/W4401306886","https://openalex.org/W4402427376","https://openalex.org/W4403214714","https://openalex.org/W4404355974","https://openalex.org/W4407598474","https://openalex.org/W4408043595","https://openalex.org/W4409158700","https://openalex.org/W4410700100","https://openalex.org/W4411119858","https://openalex.org/W4411993048","https://openalex.org/W4414176514","https://openalex.org/W6891911876","https://openalex.org/W6910981234","https://openalex.org/W7160273849"],"related_works":[],"abstract_inverted_index":{"Topic":[0],"models":[1,22],"help":[2],"digital":[3,68],"humanists":[4],"explore":[5],"large":[6],"archives,":[7],"but":[8],"their":[9,29],"outputs":[10],"are":[11],"sparse":[12],"word":[13],"lists":[14],"that":[15],"still":[16],"require":[17],"expert":[18,71,112],"interpretation.":[19],"Large":[20],"language":[21],"(LLMs)":[23],"can":[24],"draft":[25],"topic":[26],"interpretations,":[27],"yet":[28],"usefulness":[30],"for":[31,126,131],"end":[32],"users":[33],"and":[34,59,74,96,98],"exploratory":[35],"sensemaking":[36],"remains":[37],"unclear.":[38],"We":[39,123],"report":[40],"a":[41,45,66],"feasibility":[42],"study":[43],"on":[44,86,106,115],"German":[46,62],"twentieth-century":[47],"cultural":[48],"heritage":[49],"archive,":[50],"Ortslinien":[51],"(OL).":[52],"Using":[53],"BERTopic,":[54],"we":[55],"identified":[56],"recurring":[57],"topics":[58],"produced":[60],"three":[61],"interpretations":[63,85],"per":[64],"topic:":[65],"peer-proofread":[67],"humanities":[69],"(DH)":[70],"baseline,":[72],"GPT-4o,":[73],"LLaMA-3.":[75],"In":[76],"an":[77],"online":[78],"survey":[79],"(N":[80],"=":[81],"111),":[82],"participants":[83],"rated":[84],"coherence,":[87],"relevance":[88],"to":[89],"top":[90],"words,":[91],"informativeness,":[92],"readability,":[93],"interpretive":[94,116],"value,":[95],"theme,":[97],"ranked":[99],"the":[100,110],"best":[101],"overall":[102],"match.":[103],"GPT-4o":[104],"led":[105],"most":[107],"dimensions,":[108],"while":[109],"human":[111],"outperformed":[113],"LLaMA-3":[114],"value;":[117],"disciplinary":[118],"background":[119],"moderated":[120],"several":[121],"judgments.":[122],"discuss":[124],"implications":[125],"designing":[127],"human\u2013AI":[128],"co-interpretation":[129],"workflows":[130],"scalable,":[132],"user-facing":[133],"archive":[134],"exploration.":[135]},"counts_by_year":[],"updated_date":"2026-07-15T05:50:42.429089","created_date":"2026-07-14T00:00:00"}
