{"id":"https://openalex.org/W7155190729","doi":"https://doi.org/10.48550/arxiv.2604.19331","title":"Evaluating LLM-Driven Summarisation of Parliamentary Debates with Computational Argumentation","display_name":"Evaluating LLM-Driven Summarisation of Parliamentary Debates with Computational Argumentation","publication_year":2026,"publication_date":"2026-04-21","ids":{"openalex":"https://openalex.org/W7155190729","doi":"https://doi.org/10.48550/arxiv.2604.19331"},"language":"en","primary_location":{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/32a3191d-89e7-4991-af5c-9fbeb89a63b8","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/32a3191d-89e7-4991-af5c-9fbeb89a63b8","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cunningham, E, Cross, J, Greene, D & Rago, A 2026, 'Evaluating LLM-Driven Summarisation of Parliamentary Debates with Computational Argumentation', Proceedings of the International Conference on Principles of Knowledge Representation and Reasoning.","raw_type":"info:eu-repo/semantics/publishedVersion"},"type":"conference-paper","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://kclpure.kcl.ac.uk/portal/en/publications/32a3191d-89e7-4991-af5c-9fbeb89a63b8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044742359","display_name":"Eoghan Cunningham","orcid":"https://orcid.org/0000-0002-0435-1962"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cunningham, Eoghan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053619267","display_name":"Derek Greene","orcid":"https://orcid.org/0000-0001-8065-5418"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Greene, Derek","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132698789","display_name":"James Cross","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cross, James","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5134320334","display_name":"Antonio Rago","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rago, Antonio","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":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.3604888,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.1851000040769577,"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":0.1851000040769577,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.17329999804496765,"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":0.10119999945163727,"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/parliament","display_name":"Parliament","score":0.8458999991416931},{"id":"https://openalex.org/keywords/argumentative","display_name":"Argumentative","score":0.83160001039505},{"id":"https://openalex.org/keywords/argumentation-theory","display_name":"Argumentation theory","score":0.7200999855995178},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6294000148773193},{"id":"https://openalex.org/keywords/argument","display_name":"Argument (complex analysis)","score":0.6281999945640564},{"id":"https://openalex.org/keywords/deliberation","display_name":"Deliberation","score":0.45649999380111694}],"concepts":[{"id":"https://openalex.org/C2781440851","wikidata":"https://www.wikidata.org/wiki/Q35749","display_name":"Parliament","level":3,"score":0.8458999991416931},{"id":"https://openalex.org/C2781306805","wikidata":"https://www.wikidata.org/wiki/Q4789761","display_name":"Argumentative","level":2,"score":0.83160001039505},{"id":"https://openalex.org/C65059942","wikidata":"https://www.wikidata.org/wiki/Q270105","display_name":"Argumentation theory","level":2,"score":0.7200999855995178},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6294000148773193},{"id":"https://openalex.org/C98184364","wikidata":"https://www.wikidata.org/wiki/Q1780131","display_name":"Argument (complex analysis)","level":2,"score":0.6281999945640564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4999000132083893},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.46459999680519104},{"id":"https://openalex.org/C2776946740","wikidata":"https://www.wikidata.org/wiki/Q358652","display_name":"Deliberation","level":3,"score":0.45649999380111694},{"id":"https://openalex.org/C555826173","wikidata":"https://www.wikidata.org/wiki/Q7174","display_name":"Democracy","level":3,"score":0.4350000023841858},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.39320001006126404},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.37779998779296875},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.3127000033855438},{"id":"https://openalex.org/C2779607372","wikidata":"https://www.wikidata.org/wiki/Q4789757","display_name":"Argumentation framework","level":3,"score":0.29910001158714294},{"id":"https://openalex.org/C2777094542","wikidata":"https://www.wikidata.org/wiki/Q905151","display_name":"Ballot","level":4,"score":0.29089999198913574},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.26829999685287476},{"id":"https://openalex.org/C190253527","wikidata":"https://www.wikidata.org/wiki/Q295354","display_name":"Law and economics","level":1,"score":0.2628999948501587},{"id":"https://openalex.org/C155092808","wikidata":"https://www.wikidata.org/wiki/Q182557","display_name":"Computational linguistics","level":2,"score":0.26089999079704285}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/32a3191d-89e7-4991-af5c-9fbeb89a63b8","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/32a3191d-89e7-4991-af5c-9fbeb89a63b8","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cunningham, E, Cross, J, Greene, D & Rago, A 2026, 'Evaluating LLM-Driven Summarisation of Parliamentary Debates with Computational Argumentation', Proceedings of the International Conference on Principles of Knowledge Representation and Reasoning.","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"doi:10.48550/arxiv.2604.19331","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.19331","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/32a3191d-89e7-4991-af5c-9fbeb89a63b8","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/32a3191d-89e7-4991-af5c-9fbeb89a63b8","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cunningham, E, Cross, J, Greene, D & Rago, A 2026, 'Evaluating LLM-Driven Summarisation of Parliamentary Debates with Computational Argumentation', Proceedings of the International Conference on Principles of Knowledge Representation and Reasoning.","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.7560467720031738,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Understanding":[0],"how":[1],"policy":[2,138],"is":[3,9],"debated":[4],"and":[5,20,87,153],"justified":[6],"in":[7,106],"parliament":[8],"a":[10,94,145],"fundamental":[11],"aspect":[12],"of":[13,22,48,79,130,147],"the":[14,18,107,121,127,131,150],"democratic":[15],"process.":[16],"However,":[17],"volume":[19],"complexity":[21],"such":[23],"debates":[24,49,148],"mean":[25],"that":[26,102],"outside":[27],"audiences":[28],"struggle":[29],"to":[30,40,73,134],"engage.":[31],"Meanwhile,":[32],"Large":[33],"Language":[34],"Models":[35],"(LLMs)":[36],"have":[37,70],"been":[38,71],"shown":[39,72],"enable":[41],"automated":[42,67],"summarisation":[43,68],"at":[44],"scale.":[45],"While":[46],"summaries":[47,59,101],"can":[50],"make":[51],"parliamentary":[52,99],"procedures":[53],"more":[54],"accessible,":[55],"evaluating":[56,98],"whether":[57],"these":[58],"faithfully":[60],"communicate":[61],"argumentative":[62],"content":[63],"remains":[64],"challenging.":[65],"Existing":[66],"metrics":[69],"correlate":[74],"poorly":[75],"with":[76],"human":[77],"judgements":[78],"consistency":[80],"(i.e.,":[81],"faithfulness":[82],"or":[83,136],"alignment":[84],"between":[85],"summary":[86],"source).":[88],"In":[89],"this":[90],"work,":[91],"we":[92],"propose":[93],"formal":[95,124],"framework":[96],"for":[97,111],"debate":[100],"grounds":[103],"argument":[104],"structures":[105],"contested":[108],"proposals":[109],"up":[110],"debate.":[112],"Our":[113],"novel":[114],"approach,":[115],"driven":[116],"by":[117],"computational":[118],"argumentation,":[119],"focuses":[120],"evaluation":[122],"on":[123],"properties":[125],"concerning":[126],"faithful":[128],"preservation":[129],"reasoning":[132],"presented":[133],"justify":[135],"oppose":[137],"outcomes.":[139],"We":[140],"demonstrate":[141],"our":[142],"methods":[143],"using":[144],"case-study":[146],"from":[149],"European":[151],"Parliament":[152],"associated":[154],"LLM-driven":[155],"summaries.":[156]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-04-23T00:00:00"}