{"id":"https://openalex.org/W4416035066","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.286","title":"What Media Frames Reveal About Stance: A Dataset and Study about Memes in Climate Change Discourse","display_name":"What Media Frames Reveal About Stance: A Dataset and Study about Memes in Climate Change Discourse","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416035066","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.286"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.286","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.286","pdf_url":"https://aclanthology.org/2025.findings-emnlp.286.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":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-emnlp.286.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013532487","display_name":"Shijia Zhou","orcid":"https://orcid.org/0000-0002-5936-8948"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shijia Zhou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008224824","display_name":"Siyao Peng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Siyao Peng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083172385","display_name":"Simon M. Luebke","orcid":"https://orcid.org/0000-0003-3398-6649"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Simon M. Luebke","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068300609","display_name":"J\u00f6rg Ha\u00dfler","orcid":"https://orcid.org/0000-0003-2907-5228"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"J\u00f6rg Ha\u00dfler","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061890573","display_name":"Mario Haim","orcid":"https://orcid.org/0000-0002-0643-2299"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mario Haim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033684482","display_name":"Saif M. Mohammad","orcid":"https://orcid.org/0000-0003-2716-7516"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Saif M. Mohammad","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5088832285","display_name":"Barbara Plank","orcid":"https://orcid.org/0000-0002-4394-1965"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Barbara Plank","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.9105,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.9274454,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"5337","last_page":"5356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.3156999945640564,"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"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.3156999945640564,"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/T11795","display_name":"Humor Studies and Applications","score":0.28839999437332153,"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"}},{"id":"https://openalex.org/T12214","display_name":"Media Influence and Health","score":0.05999999865889549,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/framing","display_name":"Framing (construction)","score":0.8639000058174133},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6525999903678894},{"id":"https://openalex.org/keywords/frame-analysis","display_name":"Frame analysis","score":0.574999988079071},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.5378000140190125},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5224000215530396},{"id":"https://openalex.org/keywords/public-discourse","display_name":"Public discourse","score":0.4618000090122223},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.3734999895095825}],"concepts":[{"id":"https://openalex.org/C169087156","wikidata":"https://www.wikidata.org/wiki/Q2131593","display_name":"Framing (construction)","level":2,"score":0.8639000058174133},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6525999903678894},{"id":"https://openalex.org/C146303308","wikidata":"https://www.wikidata.org/wiki/Q425573","display_name":"Frame analysis","level":3,"score":0.574999988079071},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.5378000140190125},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5224000215530396},{"id":"https://openalex.org/C2992826032","wikidata":"https://www.wikidata.org/wiki/Q17945","display_name":"Public discourse","level":3,"score":0.4618000090122223},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.44269999861717224},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.375900000333786},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.3734999895095825},{"id":"https://openalex.org/C84389358","wikidata":"https://www.wikidata.org/wiki/Q1129466","display_name":"Discourse analysis","level":2,"score":0.3682999908924103},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.3472999930381775},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3188999891281128},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.30390000343322754},{"id":"https://openalex.org/C529147693","wikidata":"https://www.wikidata.org/wiki/Q1193236","display_name":"News media","level":2,"score":0.2978000044822693},{"id":"https://openalex.org/C2986440788","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climate science","level":3,"score":0.28209999203681946},{"id":"https://openalex.org/C29595303","wikidata":"https://www.wikidata.org/wiki/Q165650","display_name":"Media studies","level":1,"score":0.2799000144004822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27619999647140503},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2635999917984009},{"id":"https://openalex.org/C136714292","wikidata":"https://www.wikidata.org/wiki/Q1440683","display_name":"Framing effect","level":3,"score":0.25839999318122864},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.2563000023365021}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.18653/v1/2025.findings-emnlp.286","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.286","pdf_url":"https://aclanthology.org/2025.findings-emnlp.286.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":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},{"id":"pmh:oai:cisti-icist.nrc-cnrc.ca:cistinparc:bd9b6424-0a45-44a8-9b96-8c1127464b24","is_oa":true,"landing_page_url":"https://nrc-publications.canada.ca/eng/view/object/?id=bd9b6424-0a45-44a8-9b96-8c1127464b24","pdf_url":"https://nrc-publications.canada.ca/eng/view/ft/?id=bd9b6424-0a45-44a8-9b96-8c1127464b24","source":{"id":"https://openalex.org/S7407055245","display_name":"NPARC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.286","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.286","pdf_url":"https://aclanthology.org/2025.findings-emnlp.286.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":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324306","display_name":"Bayerische Akademie der Wissenschaften","ror":"https://ror.org/001rdaz60"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416035066.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Media":[0],"framing":[1,114],"refers":[2],"to":[3,12,25,57],"the":[4,33,39,73,113,142],"emphasis":[5],"on":[6,67,112,145,169,173,191],"specific":[7],"aspects":[8],"of":[9,76,102,116],"perceived":[10],"reality":[11],"shape":[13,26],"how":[14],"an":[15,54],"issue":[16],"is":[17,24],"defined":[18],"and":[19,36,43,59,83,107,109,128,135,140,156,188],"understood.":[20],"Its":[21],"primary":[22],"purpose":[23],"public":[27],"perceptions":[28],"often":[29],"in":[30,89,137,184],"alignment":[31],"with":[32,64,80],"authors\u2019":[34],"opinions":[35],"stances.":[37],"However,":[38],"interaction":[40,63],"between":[41],"stance":[42,82,118,126,189],"media":[44,84,129],"frame":[45,103,130],"remains":[46],"largely":[47],"unexplored.":[48],"In":[49],"this":[50,62],"work,":[51],"we":[52,180],"apply":[53],"interdisciplinary":[55],"approach":[56],"conceptualize":[58],"computationally":[60],"explore":[61],"internet":[65,194],"memes":[66,78,95],"climate":[68,192],"change.":[69],"We":[70,120,132],"curate":[71],"CLIMATEMEMES,":[72],"first":[74],"dataset":[75],"climate-change":[77],"annotated":[79],"both":[81],"frames,":[85,174],"inspired":[86],"by":[87],"research":[88],"communication":[90],"science.":[91],"CLIMATEMEMES":[92],"includes":[93],"1,184":[94],"sourced":[96],"from":[97],"47":[98],"subreddits,":[99],"enabling":[100],"analysis":[101],"prominence":[104],"over":[105],"time":[106],"communities,":[108],"sheds":[110],"light":[111],"preferences":[115],"different":[117],"holders.":[119],"propose":[121],"two":[122],"meme":[123],"understanding":[124],"tasks:":[125],"detection":[127],"detection.":[131],"evaluate":[133],"LLaVA-NeXT":[134],"Molmo":[136],"various":[138],"setups,":[139],"report":[141],"corresponding":[143],"results":[144],"their":[146],"LLM":[147],"backbone.":[148],"Human":[149],"captions":[150,155],"consistently":[151],"enhance":[152],"performance.":[153],"Synthetic":[154],"human-corrected":[157],"OCR":[158],"also":[159],"help":[160],"occasionally.":[161],"Our":[162],"findings":[163],"highlight":[164],"that":[165],"VLMs":[166],"perform":[167],"well":[168],"stance,":[170],"but":[171],"struggle":[172],"where":[175],"LLMs":[176],"outperform":[177],"VLMs.":[178],"Finally,":[179],"analyze":[181],"VLMs\u2019":[182],"limitations":[183],"handling":[185],"nuanced":[186],"frames":[187],"expressions":[190],"change":[193],"memes.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-11-08T00:00:00"}
