{"id":"https://openalex.org/W7140083421","doi":"https://doi.org/10.18653/v1/2026.eacl-long.71","title":"Contrastive Learning with Narrative Twins for Modeling Story Salience","display_name":"Contrastive Learning with Narrative Twins for Modeling Story Salience","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7140083421","doi":"https://doi.org/10.18653/v1/2026.eacl-long.71"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.eacl-long.71","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.eacl-long.71","pdf_url":"https://aclanthology.org/2026.eacl-long.71.pdf","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 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.eacl-long.71.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130365920","display_name":"Igor Sterner","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Igor Sterner","raw_affiliation_strings":["School of Informatics University of Edinburgh United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics University of Edinburgh United Kingdom","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083233594","display_name":"Alex Lascarides","orcid":"https://orcid.org/0000-0003-1704-1864"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alex Lascarides","raw_affiliation_strings":["School of Informatics University of Edinburgh United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics University of Edinburgh United Kingdom","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130394757","display_name":"Frank Keller","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Frank Keller","raw_affiliation_strings":["School of Informatics University of Edinburgh United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics University of Edinburgh United Kingdom","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"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":0.37254759,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1528","last_page":"1550"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11983","display_name":"Identity, Memory, and Therapy","score":0.15440000593662262,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11983","display_name":"Identity, Memory, and Therapy","score":0.15440000593662262,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.11050000041723251,"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/T10709","display_name":"Social Robot Interaction and HRI","score":0.09549999982118607,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.6909000277519226},{"id":"https://openalex.org/keywords/salience","display_name":"Salience (neuroscience)","score":0.5020999908447266},{"id":"https://openalex.org/keywords/contrastive-analysis","display_name":"Contrastive analysis","score":0.44600000977516174},{"id":"https://openalex.org/keywords/language-acquisition","display_name":"Language acquisition","score":0.2775000035762787},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.2694000005722046}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.6909000277519226},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6198999881744385},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.5131000280380249},{"id":"https://openalex.org/C108154423","wikidata":"https://www.wikidata.org/wiki/Q1469792","display_name":"Salience (neuroscience)","level":2,"score":0.5020999908447266},{"id":"https://openalex.org/C2777629044","wikidata":"https://www.wikidata.org/wiki/Q614959","display_name":"Contrastive analysis","level":2,"score":0.44600000977516174},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4415000081062317},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3197000026702881},{"id":"https://openalex.org/C74672266","wikidata":"https://www.wikidata.org/wiki/Q815859","display_name":"Language acquisition","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.25850000977516174},{"id":"https://openalex.org/C84389358","wikidata":"https://www.wikidata.org/wiki/Q1129466","display_name":"Discourse analysis","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.eacl-long.71","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.eacl-long.71","pdf_url":"https://aclanthology.org/2026.eacl-long.71.pdf","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 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.eacl-long.71","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.eacl-long.71","pdf_url":"https://aclanthology.org/2026.eacl-long.71.pdf","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 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.47638681530952454,"display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G8005586940","display_name":"Exploiting narrative structure in the generation of audio description of video","funder_award_id":"2923920","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320335041","display_name":"School of Informatics, University of Edinburgh","ror":"https://ror.org/01nrxwf90"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7140083421.pdf","grobid_xml":"https://content.openalex.org/works/W7140083421.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Understanding":[0],"narratives":[1,81],"requires":[2],"identifying":[3,110],"which":[4],"events":[5],"are":[6,115],"most":[7,106],"salient":[8,111],"for":[9,18,71,109],"a":[10,14,45,53,98,128],"story's":[11],"progression.We":[12],"present":[13],"contrastive":[15],"learning":[16],"framework":[17],"modeling":[19],"narrative":[20,27,50,113],"salience":[21,73],"that":[22,30,92,102],"learns":[23],"story":[24,46,95],"embeddings":[25,96],"from":[26,47,82,127],"twins:":[28],"stories":[29],"share":[31],"the":[32,62,83,105,125,148],"same":[33,149],"plot":[34,89],"but":[35,59],"differ":[36],"in":[37,140],"surface":[38,57],"form.Our":[39],"model":[40],"is":[41,104],"trained":[42],"to":[43,123],"distinguish":[44],"both":[48],"its":[49],"twin":[51],"and":[52,77,86,101],"distractor":[54],"with":[55],"similar":[56],"features":[58],"different":[60,145],"plot.Using":[61],"resulting":[63],"embeddings,":[64],"we":[65],"evaluate":[66],"four":[67],"narratologically":[68],"motivated":[69],"operations":[70],"inferring":[72],"(deletion,":[74],"shifting,":[75],"disruption,":[76],"summarization).Experiments":[78],"on":[79],"short":[80],"ROCStories":[84],"corpus":[85],"longer":[87],"Wikipedia":[88],"summaries":[90],"show":[91],"contrastively":[93],"learned":[94],"outperform":[97],"masked-language-model":[99],"baseline,":[100],"summarization":[103],"reliable":[107],"operation":[108],"sentences.If":[112],"twins":[114,126],"not":[116],"available,":[117],"random":[118],"dropout":[119],"can":[120,132],"be":[121,133],"used":[122],"generate":[124],"single":[129],"story.Effective":[130],"distractors":[131],"obtained":[134],"either":[135],"by":[136,143],"prompting":[137],"LLMs":[138],"or,":[139],"long-form":[141],"narratives,":[142],"using":[144],"parts":[146],"of":[147],"story.":[150],"1":[151]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-03-24T00:00:00"}
