{"id":"https://openalex.org/W7154324744","doi":"https://doi.org/10.48550/arxiv.2604.10008","title":"Raiven: LLM-Based Visualization Authoring via Domain-Specific Language Mediation","display_name":"Raiven: LLM-Based Visualization Authoring via Domain-Specific Language Mediation","publication_year":2026,"publication_date":"2026-04-11","ids":{"openalex":"https://openalex.org/W7154324744","doi":"https://doi.org/10.48550/arxiv.2604.10008"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.10008","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.10008","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.10008","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003630024","display_name":"Alexandra Irger","orcid":"https://orcid.org/0009-0004-1021-8887"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Irger, Alexandra","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116086262","display_name":"Ella Hugie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hugie, Ella","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133608349","display_name":"Minghao Guo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guo, Minghao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018685036","display_name":"Simon Warchol","orcid":"https://orcid.org/0000-0001-9067-6888"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Warchol, Simon","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133609140","display_name":"Kenneth Moreland","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Moreland, Kenneth","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133558811","display_name":"David Pugmire","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pugmire, David","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018010391","display_name":"Wojciech Matusik","orcid":"https://orcid.org/0000-0003-0212-5643"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matusik, Wojciech","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5133606652","display_name":"Hanspeter Pfister","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pfister, Hanspeter","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5003630024"],"corresponding_institution_ids":[],"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":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.5216000080108643,"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":0.5216000080108643,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.179299995303154,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.10700000077486038,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.713699996471405},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.6610000133514404},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.6089000105857849},{"id":"https://openalex.org/keywords/executable","display_name":"Executable","score":0.6057999730110168},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.5785999894142151},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4406000077724457},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.43459999561309814},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.4041999876499176},{"id":"https://openalex.org/keywords/visual-language","display_name":"Visual language","score":0.35199999809265137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8640999794006348},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.718999981880188},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.713699996471405},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.6610000133514404},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.6089000105857849},{"id":"https://openalex.org/C160145156","wikidata":"https://www.wikidata.org/wiki/Q778586","display_name":"Executable","level":2,"score":0.6057999730110168},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.5785999894142151},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4406000077724457},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.43459999561309814},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.4041999876499176},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.37380000948905945},{"id":"https://openalex.org/C2780878386","wikidata":"https://www.wikidata.org/wiki/Q1659648","display_name":"Visual language","level":2,"score":0.35199999809265137},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3431999981403351},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.334199994802475},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.32280001044273376},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.30970001220703125},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.2971000075340271},{"id":"https://openalex.org/C52723943","wikidata":"https://www.wikidata.org/wiki/Q1127410","display_name":"Serialization","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C150569060","wikidata":"https://www.wikidata.org/wiki/Q32110","display_name":"XSLT","level":3,"score":0.2870999872684479},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.2799000144004822},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2770000100135803},{"id":"https://openalex.org/C2778562939","wikidata":"https://www.wikidata.org/wiki/Q1298791","display_name":"Synchronization (alternating current)","level":3,"score":0.27570000290870667},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.2662999927997589},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2614000141620636},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2572000026702881},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2547999918460846},{"id":"https://openalex.org/C59740354","wikidata":"https://www.wikidata.org/wiki/Q2737866","display_name":"Scientific visualization","level":3,"score":0.2502000033855438}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.10008","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.10008","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.10008","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.10008","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.4384031295776367}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Visualization":[0],"is":[1,130,142],"central":[2],"to":[3,22,32,105,144,178],"scientific":[4,14,75],"discovery,":[5],"yet":[6],"authoring":[7,66],"tools":[8],"remain":[9],"split":[10],"between":[11],"information":[12,77],"and":[13,16,50,76,86,99,127,148,160,174],"visualization,":[15],"expertise":[17],"in":[18,79],"one":[19],"rarely":[20],"transfers":[21],"the":[23,112],"other.":[24],"Large":[25],"Language":[26],"Model":[27],"(LLM)":[28],"based":[29],"systems":[30],"promise":[31],"bridge":[33],"this":[34],"gap":[35],"through":[36,67],"natural":[37],"language,":[38],"but":[39],"current":[40],"approaches":[41],"generate":[42],"code":[43],"non-deterministically,":[44],"with":[45],"no":[46,51],"guarantee":[47],"of":[48],"correctness":[49],"protection":[52],"against":[53],"silent":[54],"data":[55,128,161],"fabrication.":[56],"We":[57],"present":[58],"Raiven,":[59],"a":[60,68,80,92,100,135],"conversational":[61],"system":[62],"that":[63,168],"mediates":[64],"visualization":[65,78],"formally":[69],"defined":[70],"domain-specific":[71],"language.":[72],"RaivenDSL":[73,94],"unifies":[74],"single":[81],"representation":[82],"spanning":[83],"2D,":[84],"3D,":[85],"tabular":[87],"data.":[88],"The":[89],"LLM":[90,113],"produces":[91],"compact":[93],"specification":[95],"under":[96],"schema-guided":[97],"constraints,":[98],"deterministic":[101],"compiler":[102],"translates":[103],"it":[104,176],"executable":[106],"D3":[107],"or":[108],"VTK.js":[109],"code.":[110],"Because":[111],"operates":[114],"only":[115],"on":[116],"dataset":[117],"metadata,":[118],"outputs":[119],"are":[120,123],"deterministic,":[121],"specifications":[122],"verifiable":[124],"before":[125],"execution,":[126],"fabrication":[129],"impossible":[131],"by":[132],"construction.":[133],"In":[134],"100-task":[136],"benchmark,":[137],"Raiven":[138,169],"achieves":[139],"100%":[140],"compilation,":[141],"up":[143],"six":[145,149],"times":[146,150],"faster":[147],"cheaper":[151],"than":[152],"state-of-the-art":[153],"LLMs,":[154],"while":[155],"improving":[156],"interaction":[157],"quality,":[158],"correctness,":[159],"faithfulness.":[162],"An":[163],"expert":[164],"user":[165],"study":[166],"shows":[167],"significantly":[170],"reduces":[171],"debugging":[172],"effort":[173],"makes":[175],"easier":[177],"produce":[179],"correct":[180],"visualizations.":[181]},"counts_by_year":[],"updated_date":"2026-04-15T06:04:33.058270","created_date":"2026-04-15T00:00:00"}
