{"dcterms:modified":"2026-05-10","dcterms:creator":"Harvard Dataverse","@type":"ore:ResourceMap","schema:additionalType":"Dataverse OREMap Format v1.0.2","dvcore:generatedBy":{"@type":"schema:SoftwareApplication","schema:name":"Dataverse","schema:version":"6.10.1 build iqss-3","schema:url":"https://github.com/iqss/dataverse"},"@id":"https://dataverse.harvard.edu/api/datasets/export?exporter=OAI_ORE&persistentId=https://doi.org/10.7910/DVN/SGI0VK","ore:describes":{"author":[{"citation:authorName":"Blinova, Daria","citation:authorAffiliation":"University of Delaware","authorIdentifierScheme":"ORCID","authorIdentifier":{"personName":"Blinova, Daria","@id":"https://orcid.org/0000-0001-9418-6544","scheme":"ORCID","@type":"https://schema.org/Person"}},{"citation:authorName":"Gayathri Emuru","citation:authorAffiliation":"University of Delaware"},{"citation:authorName":"Rakesh Emuru","citation:authorAffiliation":"University of Delaware"},{"citation:authorName":"Kushagradheer Shridheer Srivastava","citation:authorAffiliation":"University of Delaware"},{"citation:authorName":"Rulis, Mina","citation:authorAffiliation":"University of Pennsylvania","authorIdentifierScheme":"ORCID","authorIdentifier":{"personName":"Rulis, Mina","@id":"https://orcid.org/0009-0002-3264-8680","scheme":"ORCID","@type":"https://schema.org/Person"}},{"citation:authorName":"Sunita Chandrasekaran","citation:authorAffiliation":"University of Delaware"},{"citation:authorName":"Bagozzi, Benjamin","citation:authorAffiliation":"University of Delaware","authorIdentifierScheme":"ORCID","authorIdentifier":{"personName":"Bagozzi, Benjamin","@id":"https://orcid.org/0000-0002-6233-6453","scheme":"ORCID","@type":"https://schema.org/Person"}}],"citation:dsDescription":{"citation:dsDescriptionValue":"This Dataverse entry incldues a dataset of interlinked multimodal political communications from the Russian government, addressing  persistent deficiencies in the availability of social text- and image-based data for authoritarian politics contexts. The dataset comprises two large corpora of official speeches delivered by senior actors within the Kremlin and the Russian Ministry of Foreign Affairs over multiple decades. For each speech, we provide Russian- and English-language texts, associated images and captions where available, and harmonized metadata including (e.g.) dates, speakers, (geo)locations, and official government content tags. Unique identifiers link images to speeches and align Russian and English versions of the same communication texts. We further augment these linked datasets with validated topical annotations for both speech texts and speech images, which are generated via transformer-based multimodal topic modeling and refined by a Russian politics expert. The resulting data resources support multimodal, multilingual, temporal, and/or spatial analyses of (authoritarian) political communication and offer a valuable testbed for social science research and large language model (LLM) applications in political domains."},"citation:datasetContact":{"citation:datasetContactName":"Bagozzi, Benjamin","citation:datasetContactAffiliation":"University of Delaware","citation:datasetContactEmail":"bagozzib@udel.edu"},"citation:depositor":"Bagozzi, Benjamin","title":"Linked Multi-Model Data on Russian Domestic and Foreign Policy Speeches","dateOfDeposit":"2026-01-13","subject":["Computer and Information Science","Social Sciences"],"@id":"https://doi.org/10.7910/DVN/SGI0VK","@type":["ore:Aggregation","schema:Dataset"],"schema:version":"1.0","schema:name":"Linked Multi-Model Data on Russian Domestic and Foreign Policy Speeches","schema:dateModified":"Tue Jan 27 09:02:17 EST 2026","schema:datePublished":"2026-01-27","schema:creativeWorkStatus":"RELEASED","schema:license":"http://creativecommons.org/publicdomain/zero/1.0","dvcore:fileTermsOfAccess":{"dvcore:fileRequestAccess":true},"schema:includedInDataCatalog":"Harvard Dataverse","schema:isPartOf":{"schema:name":"Linked Multi-Model Data on Russian Domestic and Foreign Policy Speeches","@id":"https://dataverse.harvard.edu/dataverse/linkedmultimodaldata","schema:isPartOf":{"schema:name":"Harvard Dataverse","@id":"https://dataverse.harvard.edu/dataverse/harvard","schema:description":"<span><span><span><h3>Share, archive, and get credit for your data. Find and cite data across all research fields.</h3></span></span></span>"}},"ore:aggregates":[{"schema:name":"kremlin_english_images.zip","dvcore:restricted":false,"dvcore:directoryLabel":"kremlin_mid_en_ru_image_files/kremlin_english_images.zip","schema:version":3,"dvcore:datasetVersionId":609525,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=13403176","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/13403176","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":11568931883,"dvcore:storageIdentifier":"s3xxl://dvn-cloud:19bf792f9fc-aa6a91ca6353","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"http://www.w3.org/2001/04/xmldsig-more#md5","@value":"ce5074b99187dc009eccf93fb6d5a3ac"}},{"schema:description":"Auxiliary outputs from BERTopic topic modeling for Kremlin & MID corpora (EN/RU): interactive HTML topic explorers and long-format topic-probability files for text and images","schema:name":"kremlin_mid_en_ru_auxiliary_files.zip","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":609525,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=13402391","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/13402391","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":711031854,"dvcore:storageIdentifier":"s3xxl://dvn-cloud:19bf25e2b83-51433a9218c8","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"http://www.w3.org/2001/04/xmldsig-more#md5","@value":"b3bafb8e7100d0904bbdf779bd951202"}},{"schema:description":"Final curated CSVs for all four corpora (Kremlin EN/RU, MID EN/RU), including metadata + curated text/image topic IDs, labels, groups, and topic probabilities.","schema:name":"kremlin_mid_en_ru_final_csvs.zip","dvcore:restricted":false,"schema:version":2,"dvcore:datasetVersionId":609525,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=13402362","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/13402362","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":249594661,"dvcore:storageIdentifier":"s3xxl://dvn-cloud:19bf18e4136-edf1778d6112","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"http://www.w3.org/2001/04/xmldsig-more#md5","@value":"11a49ca9db846dc4fe30cd04d917400e"}},{"schema:name":"kremlin_russian_images.zip","dvcore:restricted":false,"dvcore:directoryLabel":"kremlin_mid_en_ru_image_files/kremlin_russian_images.zip","schema:version":3,"dvcore:datasetVersionId":609525,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=13403151","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/13403151","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":8159514290,"dvcore:storageIdentifier":"s3xxl://dvn-cloud:19bf7581052-3892a81108c8","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"http://www.w3.org/2001/04/xmldsig-more#md5","@value":"9a4633dfd502f645b11208294bb66387"}},{"schema:name":"mid_english_images.zip","dvcore:restricted":false,"dvcore:directoryLabel":"kremlin_mid_en_ru_image_files/mid_english_images.zip","schema:version":3,"dvcore:datasetVersionId":609525,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=13403125","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/13403125","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":814434769,"dvcore:storageIdentifier":"s3xxl://dvn-cloud:19bf6f1d399-115c1679defb","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"http://www.w3.org/2001/04/xmldsig-more#md5","@value":"7835b9f6a05014b5342d8e4e47e647bd"}},{"schema:name":"mid_russian_images.zip","dvcore:restricted":false,"dvcore:directoryLabel":"kremlin_mid_en_ru_image_files/mid_russian_images.zip","schema:version":3,"dvcore:datasetVersionId":609525,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=13403126","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/13403126","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":890483297,"dvcore:storageIdentifier":"s3xxl://dvn-cloud:19bf7031101-7f430b8da207","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"http://www.w3.org/2001/04/xmldsig-more#md5","@value":"bb606b1b72870e44cb99215a0ac2e66c"}},{"schema:name":"README.txt","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":609525,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=13405778","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/13405778","@type":"ore:AggregatedResource","schema:fileFormat":"text/plain","dvcore:filesize":3736,"dvcore:storageIdentifier":"s3xxl://dvn-cloud:19bfc8cb316-8ad8711267d0","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"http://www.w3.org/2001/04/xmldsig-more#md5","@value":"acb0260ff3cdd9f9cdc0b51991594660"}}],"schema:hasPart":["https://dataverse.harvard.edu/file.xhtml?fileId=13403176","https://dataverse.harvard.edu/file.xhtml?fileId=13402391","https://dataverse.harvard.edu/file.xhtml?fileId=13402362","https://dataverse.harvard.edu/file.xhtml?fileId=13403151","https://dataverse.harvard.edu/file.xhtml?fileId=13403125","https://dataverse.harvard.edu/file.xhtml?fileId=13403126","https://dataverse.harvard.edu/file.xhtml?fileId=13405778"]},"@context":{"author":"http://purl.org/dc/terms/creator","authorIdentifier":"http://purl.org/spar/datacite/AgentIdentifier","authorIdentifierScheme":"http://purl.org/spar/datacite/AgentIdentifierScheme","citation":"https://dataverse.org/schema/citation/","content":"@value","dateOfDeposit":"http://purl.org/dc/terms/dateSubmitted","dcterms":"http://purl.org/dc/terms/","dvcore":"https://dataverse.org/schema/core#","lang":"@language","ore":"http://www.openarchives.org/ore/terms/","personName":"https://schema.org/name","schema":"http://schema.org/","scheme":"http://www.w3.org/2004/02/skos/core#inScheme","subject":"http://purl.org/dc/terms/subject","termName":"https://schema.org/name","title":"http://purl.org/dc/terms/title"}}