{"id":"https://openalex.org/W4410636918","doi":"https://doi.org/10.1145/3701716.3717813","title":"Analyzing the Sensitivity of Prompt Engineering Techniques in Natural Language Interfaces for 2.5D Software Visualization","display_name":"Analyzing the Sensitivity of Prompt Engineering Techniques in Natural Language Interfaces for 2.5D Software Visualization","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410636918","doi":"https://doi.org/10.1145/3701716.3717813"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3717813","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717813","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717813","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":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717813","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056962479","display_name":"Daniel Atzberger","orcid":null},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Atzberger","raw_affiliation_strings":["Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5409-7843","affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039568440","display_name":"Adrian Jobst","orcid":"https://orcid.org/0009-0007-4894-451X"},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Adrian Jobst","raw_affiliation_strings":["Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany"],"raw_orcid":"https://orcid.org/0009-0007-4894-451X","affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099633367","display_name":"Mariia Tytarenko","orcid":"https://orcid.org/0009-0001-6925-272X"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Mariia Tytarenko","raw_affiliation_strings":["Graz University of Technology, Graz, Austria"],"raw_orcid":"https://orcid.org/0009-0001-6925-272X","affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052710697","display_name":"Willy Scheibel","orcid":"https://orcid.org/0000-0002-7885-9857"},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Willy Scheibel","raw_affiliation_strings":["Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7885-9857","affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081246092","display_name":"J\u00fcrgen D\u00f6llner","orcid":null},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen D\u00f6llner","raw_affiliation_strings":["Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8981-8583","affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016219620","display_name":"Tobias Schreck","orcid":"https://orcid.org/0000-0003-0778-8665"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Tobias Schreck","raw_affiliation_strings":["Graz University of Technology, Graz, Austria"],"raw_orcid":"https://orcid.org/0000-0003-0778-8665","affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1591","last_page":"1595"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9965000152587891,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9965000152587891,"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/T12720","display_name":"Multimedia Communication and Technology","score":0.9692999720573425,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10260","display_name":"Software Engineering Research","score":0.9653000235557556,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.7717233896255493},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7711215019226074},{"id":"https://openalex.org/keywords/software-visualization","display_name":"Software visualization","score":0.6194071769714355},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5417192578315735},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.48206573724746704},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4755508601665497},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.465981662273407},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4298448860645294},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.42858439683914185},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3016018569469452},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.2520594000816345},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19754162430763245},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.1965063214302063},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1195279061794281}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7717233896255493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7711215019226074},{"id":"https://openalex.org/C4379982","wikidata":"https://www.wikidata.org/wiki/Q1273511","display_name":"Software visualization","level":5,"score":0.6194071769714355},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5417192578315735},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.48206573724746704},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4755508601665497},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.465981662273407},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4298448860645294},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.42858439683914185},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3016018569469452},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.2520594000816345},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19754162430763245},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.1965063214302063},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1195279061794281},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3701716.3717813","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717813","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717813","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:10.1145/3701716.3717813","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717813","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717813","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":[{"id":"https://openalex.org/G1309521308","display_name":"Human-Centered Adaptive Approaches for Health Information","funder_award_id":"FG 11","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"},{"id":"https://openalex.org/G7935752510","display_name":null,"funder_award_id":"FG 11-B","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"}],"funders":[{"id":"https://openalex.org/F4320321181","display_name":"Austrian Science Fund","ror":"https://ror.org/013tf3c58"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410636918.pdf","grobid_xml":"https://content.openalex.org/works/W4410636918.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W2513780624","https://openalex.org/W3011791478","https://openalex.org/W3121290748","https://openalex.org/W3156470785","https://openalex.org/W3198767185","https://openalex.org/W4237375617","https://openalex.org/W4280596375","https://openalex.org/W4296049565","https://openalex.org/W4310895557","https://openalex.org/W4376492471","https://openalex.org/W4382132409","https://openalex.org/W4385565383","https://openalex.org/W4389519841","https://openalex.org/W4392026410","https://openalex.org/W4399307649","https://openalex.org/W4399563352","https://openalex.org/W4402401766","https://openalex.org/W4402401986","https://openalex.org/W4402402204","https://openalex.org/W4402581130","https://openalex.org/W4408111790"],"related_works":["https://openalex.org/W2013728941","https://openalex.org/W4225274103","https://openalex.org/W2154046714","https://openalex.org/W2386674074","https://openalex.org/W2189613078","https://openalex.org/W2579659702","https://openalex.org/W2923661510","https://openalex.org/W1574055964","https://openalex.org/W834755178","https://openalex.org/W1965329638"],"abstract_inverted_index":{"Natural":[0],"Language":[1,7],"Interfaces":[2],"(NLIs)":[3],"backed":[4],"by":[5,117],"Large":[6],"Models":[8],"(LLMs)":[9],"are":[10],"used":[11],"to":[12,48,77,98,103,132],"interact":[13],"with":[14,38,75],"visualizations":[15],"through":[16],"natural":[17],"language":[18],"queries.":[19],"Using":[20],"the":[21,27,44,53,64,72,90,110,113,139],"specific":[22,81],"example":[23],"of":[24,71,92,112,143],"2.5D":[25,36],"treemaps,":[26],"Delphi":[28,60],"tool":[29],"was":[30],"recently":[31],"presented,":[32],"introducing":[33],"an":[34,39,69],"interactive":[35],"visualization":[37,54,147],"accompanying":[40],"chat":[41],"interface,":[42],"where":[43],"LLM":[45],"can":[46],"react":[47],"user":[49],"input":[50],"and":[51,80,105,137,141],"adapt":[52],"at":[55],"its":[56,78],"own":[57],"discretion.":[58],"While":[59],"has":[61],"demonstrated":[62],"effectiveness,":[63],"authors":[65],"have":[66],"not":[67],"included":[68],"evaluation":[70],"LLM's":[73],"performance":[74],"respect":[76],"prompt":[79,93,134],"task":[82],"types.":[83],"In":[84],"this":[85],"study,":[86],"we":[87,108],"systematically":[88],"evaluate":[89],"impact":[91],"engineering":[94],"on":[95],"Delphi's":[96],"ability":[97],"answer":[99],"factual":[100],"questions":[101,123],"related":[102],"data":[104],"visualization.":[106],"Specifically,":[107],"investigate":[109],"effect":[111],"Chain-of-Thought":[114],"prompting":[115],"technique":[116],"employing":[118],"a":[119],"questionnaire":[120],"comprising":[121],"40":[122],"across":[124],"ten":[125],"low-level":[126],"analytic":[127],"tasks.":[128],"Our":[129],"findings":[130],"aim":[131],"refine":[133],"design":[135],"methodologies":[136],"enhance":[138],"usability":[140],"effectiveness":[142],"NLIs":[144],"in":[145],"advanced":[146],"systems.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
