{"id":"https://openalex.org/W7163025919","doi":"https://doi.org/10.48550/arxiv.2605.30995","title":"Traceable by Design: An LLM Pipeline and Dashboard for EU Regulatory Consultation Analysis","display_name":"Traceable by Design: An LLM Pipeline and Dashboard for EU Regulatory Consultation Analysis","publication_year":2026,"publication_date":"2026-05-29","ids":{"openalex":"https://openalex.org/W7163025919","doi":"https://doi.org/10.48550/arxiv.2605.30995"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.30995","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.30995","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.30995","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137527186","display_name":"Thales Bertaglia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bertaglia, Thales","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114401573","display_name":"Haoyang Gui","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gui, Haoyang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137550193","display_name":"Catalina Goanta","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Goanta, Catalina","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5137564399","display_name":"Gerasimos Spanakis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Spanakis, Gerasimos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.14830000698566437,"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"}},"topics":[{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.14830000698566437,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.13330000638961792,"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"}},{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.08889999985694885,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.8101999759674072},{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.7412999868392944},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.5669000148773193},{"id":"https://openalex.org/keywords/public-consultation","display_name":"Public consultation","score":0.5514000058174133},{"id":"https://openalex.org/keywords/stakeholder","display_name":"Stakeholder","score":0.4975999891757965},{"id":"https://openalex.org/keywords/paragraph","display_name":"Paragraph","score":0.4271000027656555},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.41850000619888306},{"id":"https://openalex.org/keywords/payment","display_name":"Payment","score":0.40070000290870667}],"concepts":[{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.8101999759674072},{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.7412999868392944},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7350999712944031},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5669000148773193},{"id":"https://openalex.org/C2780402928","wikidata":"https://www.wikidata.org/wiki/Q2991722","display_name":"Public consultation","level":2,"score":0.5514000058174133},{"id":"https://openalex.org/C201305675","wikidata":"https://www.wikidata.org/wiki/Q852998","display_name":"Stakeholder","level":2,"score":0.4975999891757965},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4715999960899353},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4666000008583069},{"id":"https://openalex.org/C2777206241","wikidata":"https://www.wikidata.org/wiki/Q194431","display_name":"Paragraph","level":2,"score":0.4271000027656555},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.41850000619888306},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.4027999937534332},{"id":"https://openalex.org/C145097563","wikidata":"https://www.wikidata.org/wiki/Q1148747","display_name":"Payment","level":2,"score":0.40070000290870667},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35179999470710754},{"id":"https://openalex.org/C2777466982","wikidata":"https://www.wikidata.org/wiki/Q5227287","display_name":"Data extraction","level":3,"score":0.3472999930381775},{"id":"https://openalex.org/C2777230681","wikidata":"https://www.wikidata.org/wiki/Q7923820","display_name":"Vetting","level":2,"score":0.3278000056743622},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.3246000111103058},{"id":"https://openalex.org/C2776390805","wikidata":"https://www.wikidata.org/wiki/Q7258035","display_name":"Public use","level":2,"score":0.2969000041484833},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C2779135771","wikidata":"https://www.wikidata.org/wiki/Q403574","display_name":"Named-entity recognition","level":3,"score":0.28940001130104065},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28679999709129333},{"id":"https://openalex.org/C195807954","wikidata":"https://www.wikidata.org/wiki/Q1662562","display_name":"Information extraction","level":2,"score":0.28139999508857727},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.26840001344680786},{"id":"https://openalex.org/C69360830","wikidata":"https://www.wikidata.org/wiki/Q1172237","display_name":"Data Protection Act 1998","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C1173588","wikidata":"https://www.wikidata.org/wiki/Q6554294","display_name":"Link analysis","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.25949999690055847},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.25679999589920044},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.30995","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.30995","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.30995","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.30995","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7293259501457214}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Public":[0],"consultations":[1],"generate":[2],"large":[3],"volumes":[4],"of":[5,10],"data":[6,194],"in":[7,70],"the":[8,39,75,83,98,112,136,141],"form":[9],"stakeholder":[11,145],"submissions":[12],"that":[13,157],"are":[14,195],"practically":[15],"unfeasible":[16],"to":[17,79,124,132,170],"analyse":[18],"manually.":[19],"We":[20],"present":[21],"an":[22],"end-to-end":[23],"LLM-based":[24],"pipeline":[25,84,142,165],"and":[26,60,66,105,154,179,192],"interactive":[27],"dashboard":[28,110],"for":[29,48],"structured":[30],"topic":[31,64,87,122,139],"extraction":[32,69,114],"from":[33,74,120],"regulatory":[34],"consultation":[35,173],"submissions,":[36,82],"demonstrated":[37],"on":[38],"European":[40],"Commission's":[41],"Digital":[42,155],"Fairness":[43],"Act":[44],"(DFA)":[45],"public":[46],"call":[47],"evidence":[49,93],"as":[50,148],"a":[51,71,158,171,176,180],"case":[52],"study.":[53],"The":[54,109,164,190],"system":[55],"processes":[56],"raw":[57],"PDF":[58],"attachments":[59],"web-form":[61],"responses,":[62],"extracts":[63],"annotations,":[65],"grounds":[67],"every":[68,129],"verbatim":[72,92,101],"quote":[73],"source":[76],"text.":[77],"Applied":[78],"4,322":[80],"DFA":[81,138],"produced":[85],"15,368":[86],"annotations":[88],"supported":[89],"by":[90,107],"20,951":[91],"quotes.":[94],"Three":[95],"principles":[96],"govern":[97],"proposed":[99],"design:":[100],"grounding,":[102],"full":[103,113],"traceability,":[104],"transparency":[106],"design.":[108],"exposes":[111],"dataset":[115],"through":[116],"five":[117],"analytical":[118],"views,":[119],"dataset-level":[121],"overviews":[123],"individual":[125],"paragraph":[126],"drill-downs,":[127],"with":[128],"result":[130],"traceable":[131],"its":[133],"source.":[134],"Beyond":[135],"predefined":[137],"categories,":[140],"generated":[143],"certain":[144],"concerns,":[146],"such":[147],"Age":[149],"Verification,":[150],"Payment":[151],"Processor":[152],"Censorship,":[153],"Ownership,":[156],"fixed-taxonomy":[159],"approach":[160],"would":[161],"have":[162],"missed.":[163],"is":[166,186],"domain-generic;":[167],"adapting":[168],"it":[169],"new":[172,181],"requires":[174],"only":[175],"prompt":[177],"update":[178],"dataset.":[182],"A":[183],"live":[184],"demo":[185],"available":[187,197],"at":[188,198],"https://dfa-dashboard.thalesbertaglia.com/.":[189],"code":[191],"processed":[193],"publicly":[196],"https://github.com/thalesbertaglia/dfa-dashboard.":[199]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-06-02T00:00:00"}
