{"id":"https://openalex.org/W2954942190","doi":"https://doi.org/10.18653/v1/s19-1013","title":"Deconstructing multimodality: visual properties and visual context in human semantic processing","display_name":"Deconstructing multimodality: visual properties and visual context in human semantic processing","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2954942190","doi":"https://doi.org/10.18653/v1/s19-1013","mag":"2954942190"},"language":"en","primary_location":{"id":"doi:10.18653/v1/s19-1013","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-1013","pdf_url":"https://www.aclweb.org/anthology/S19-1013.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 Eighth Joint Conference on Lexical and Computational Semantics (*SEM 2019)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/S19-1013.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104356569","display_name":"Christopher Davis","orcid":null},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Christopher Davis","raw_affiliation_strings":["Department of Computer Science & Technology, University of Cambridge, U.K","\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Technology, University of Cambridge, U.K","institution_ids":[]},{"raw_affiliation_string":"\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081732202","display_name":"Luana Bulat","orcid":null},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Luana Bulat","raw_affiliation_strings":["Department of Computer Science & Technology, University of Cambridge, U.K","\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Technology, University of Cambridge, U.K","institution_ids":[]},{"raw_affiliation_string":"\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067859727","display_name":"Anita L. Ver\u0151","orcid":null},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Anita Lilla Vero","raw_affiliation_strings":["Department of Computer Science & Technology, University of Cambridge, U.K","\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Technology, University of Cambridge, U.K","institution_ids":[]},{"raw_affiliation_string":"\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016184654","display_name":"Ekaterina Shutova","orcid":"https://orcid.org/0009-0003-6664-4474"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ekaterina Shutova","raw_affiliation_strings":["Department of Computer Science & Technology, University of Cambridge, U.K","\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Technology, University of Cambridge, U.K","institution_ids":[]},{"raw_affiliation_string":"\u2021Institute for Logic, Language and Computation, University of Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5104356569"],"corresponding_institution_ids":["https://openalex.org/I887064364"],"apc_list":null,"apc_paid":null,"fwci":0.4085,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.64887138,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"118","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9983000159263611,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9983000159263611,"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/T11148","display_name":"Language, Metaphor, and Cognition","score":0.9764999747276306,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T10028","display_name":"Topic Modeling","score":0.9699000120162964,"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/computer-science","display_name":"Computer science","score":0.7949515581130981},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6245225667953491},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5988495349884033},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5700695514678955},{"id":"https://openalex.org/keywords/noun","display_name":"Noun","score":0.5040294528007507},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49416473507881165},{"id":"https://openalex.org/keywords/multimodality","display_name":"Multimodality","score":0.46585187315940857},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.453172504901886},{"id":"https://openalex.org/keywords/visual-perception","display_name":"Visual perception","score":0.44945377111434937},{"id":"https://openalex.org/keywords/human-visual-system-model","display_name":"Human visual system model","score":0.4480776786804199},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.4287198781967163},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.4238201379776001},{"id":"https://openalex.org/keywords/visual-language","display_name":"Visual language","score":0.41210103034973145},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.16494476795196533},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.12398484349250793},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12106820940971375}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7949515581130981},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6245225667953491},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5988495349884033},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5700695514678955},{"id":"https://openalex.org/C121934690","wikidata":"https://www.wikidata.org/wiki/Q1084","display_name":"Noun","level":2,"score":0.5040294528007507},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49416473507881165},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.46585187315940857},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.453172504901886},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.44945377111434937},{"id":"https://openalex.org/C160086991","wikidata":"https://www.wikidata.org/wiki/Q5939193","display_name":"Human visual system model","level":3,"score":0.4480776786804199},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4287198781967163},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.4238201379776001},{"id":"https://openalex.org/C2780878386","wikidata":"https://www.wikidata.org/wiki/Q1659648","display_name":"Visual language","level":2,"score":0.41210103034973145},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.16494476795196533},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.12398484349250793},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12106820940971375},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.18653/v1/s19-1013","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-1013","pdf_url":"https://www.aclweb.org/anthology/S19-1013.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 Eighth Joint Conference on Lexical and Computational Semantics (*SEM 2019)","raw_type":"proceedings-article"},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/c81f8b06-390d-4ec1-a852-d3ca28667d63","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/deconstructing-multimodality-visual-properties-and-visual-context-in-human-semantic-processing(c81f8b06-390d-4ec1-a852-d3ca28667d63).html","pdf_url":"https://pure.uva.nl/ws/files/49729603/S19_1013.pdf","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"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":"Davis, C, Bulat, L, Vero, A & Shutova, E 2019, Deconstructing Multimodality: Visual Properties and Visual Context in Human Semantic Processing. in R Mihalcea, E Shutova, L-W Ku, K Evang & S Poria (eds), Lexical and Computational Semantics (*SEM) : NAACL HLT 2019 : proceedings of the Eighth Conference : June 6-7, 2019, Minneapolis. Stroudsburg, PA, pp. 118-124, The Eighth Joint Conference on Lexical and Computational Semantics - *SEM 2019, 6/06/19. https://doi.org/10.18653/v1/S19-1013","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:uvapub:oai:dare.uva.nl:publications/c81f8b06-390d-4ec1-a852-d3ca28667d63","is_oa":true,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/deconstructing-multimodality-visual-properties-and-visual-context-in-human-semantic-processing(c81f8b06-390d-4ec1-a852-d3ca28667d63).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lexical and Computational Semantics (*SEM): NAACL HLT 2019 : proceedings of the Eighth Conference : June 6-7, 2019, Minneapolis, 118 - 124","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":{"id":"doi:10.18653/v1/s19-1013","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-1013","pdf_url":"https://www.aclweb.org/anthology/S19-1013.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 Eighth Joint Conference on Lexical and Computational Semantics (*SEM 2019)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.800000011920929,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2954942190.pdf","grobid_xml":"https://content.openalex.org/works/W2954942190.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1614298861","https://openalex.org/W1664311846","https://openalex.org/W1686810756","https://openalex.org/W1789976143","https://openalex.org/W1878625794","https://openalex.org/W1912717992","https://openalex.org/W1979606348","https://openalex.org/W2011589116","https://openalex.org/W2089632738","https://openalex.org/W2108598243","https://openalex.org/W2130167591","https://openalex.org/W2145056192","https://openalex.org/W2149557440","https://openalex.org/W2151103935","https://openalex.org/W2155893237","https://openalex.org/W2160654481","https://openalex.org/W2163605009","https://openalex.org/W2164587673","https://openalex.org/W2168217710","https://openalex.org/W2213894688","https://openalex.org/W2250742840","https://openalex.org/W2251109971","https://openalex.org/W2251517092","https://openalex.org/W2277195237","https://openalex.org/W2470413457","https://openalex.org/W2511496043","https://openalex.org/W2525058744","https://openalex.org/W2592280765","https://openalex.org/W2613718673","https://openalex.org/W2759601380","https://openalex.org/W2950577311","https://openalex.org/W4239072543"],"related_works":["https://openalex.org/W4205899436","https://openalex.org/W2462138927","https://openalex.org/W3111427900","https://openalex.org/W3115610221","https://openalex.org/W2153229931","https://openalex.org/W2099247362","https://openalex.org/W2040959874","https://openalex.org/W2936229268","https://openalex.org/W3112550159","https://openalex.org/W2113032778"],"abstract_inverted_index":{"Multimodal":[0],"semantic":[1],"models":[2,64,82],"that":[3,65],"extend":[4],"linguistic":[5],"representations":[6,34],"with":[7,91],"additional":[8],"perceptual":[9],"input":[10],"have":[11,40,48],"proved":[12],"successful":[13],"in":[14],"a":[15],"range":[16],"of":[17,54,71,86,94],"natural":[18],"language":[19],"processing":[20],"(NLP)":[21],"tasks.":[22],"Recent":[23],"research":[24],"has":[25],"successfully":[26],"used":[27],"neural":[28],"methods":[29],"to":[30],"automatically":[31],"create":[32],"visual":[33,42,55,69,77],"for":[35],"words.":[36],"However,":[37],"these":[38],"works":[39],"extracted":[41],"features":[43],"from":[44],"complete":[45,103],"images,":[46],"and":[47,74],"not":[49],"examined":[50],"how":[51],"different":[52],"kinds":[53],"information":[56],"impact":[57],"performance.":[58],"In":[59],"contrast,":[60],"we":[61],"construct":[62],"multimodal":[63],"differentiate":[66],"between":[67],"internal":[68],"properties":[70],"the":[72,81,84,92],"objects":[73],"their":[75,97],"external":[76],"context.":[78],"We":[79],"evaluate":[80],"on":[83,102],"task":[85],"decoding":[87],"brain":[88],"activity":[89],"associated":[90],"meanings":[93],"nouns,":[95],"demonstrating":[96],"advantage":[98],"over":[99],"those":[100],"based":[101],"images.":[104]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-17T17:19:04.345684","created_date":"2025-10-10T00:00:00"}
