{"id":"https://openalex.org/W3214052284","doi":"https://doi.org/10.18653/v1/2021.latechclfl-1.1","title":"The Early Modern Dutch Mediascape. Detecting Media Mentions in Chronicles Using Word Embeddings and CRF","display_name":"The Early Modern Dutch Mediascape. Detecting Media Mentions in Chronicles Using Word Embeddings and CRF","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3214052284","doi":"https://doi.org/10.18653/v1/2021.latechclfl-1.1","mag":"3214052284"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2021.latechclfl-1.1","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2021.latechclfl-1.1","pdf_url":"https://aclanthology.org/2021.latechclfl-1.1.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 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2021.latechclfl-1.1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044845161","display_name":"Alie Lassche","orcid":"https://orcid.org/0000-0002-7607-0174"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Alie Lassche","raw_affiliation_strings":["Leiden University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden University","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009134331","display_name":"Roser Morante","orcid":"https://orcid.org/0000-0002-8356-6469"},"institutions":[{"id":"https://openalex.org/I865915315","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50","country_code":"NL","type":"education","lineage":["https://openalex.org/I865915315"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Roser Morante","raw_affiliation_strings":["VU University Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VU University Amsterdam","institution_ids":["https://openalex.org/I865915315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5044845161"],"corresponding_institution_ids":["https://openalex.org/I121797337"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.994700014591217,"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"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.994700014591217,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9879000186920166,"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/T10028","display_name":"Topic Modeling","score":0.9837999939918518,"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":0.7069954872131348},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6369410157203674},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.605546236038208},{"id":"https://openalex.org/keywords/lexicon","display_name":"Lexicon","score":0.5923060178756714},{"id":"https://openalex.org/keywords/conditional-random-field","display_name":"Conditional random field","score":0.5170191526412964},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.4998185634613037},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.37557071447372437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7069954872131348},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6369410157203674},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.605546236038208},{"id":"https://openalex.org/C2778121359","wikidata":"https://www.wikidata.org/wiki/Q8096","display_name":"Lexicon","level":2,"score":0.5923060178756714},{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.5170191526412964},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.4998185634613037},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.37557071447372437}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.18653/v1/2021.latechclfl-1.1","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2021.latechclfl-1.1","pdf_url":"https://aclanthology.org/2021.latechclfl-1.1.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 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/b3aa5a20-1d8e-4023-938e-68c4c0dab692","is_oa":false,"landing_page_url":"https://pure.au.dk/portal/en/publications/b3aa5a20-1d8e-4023-938e-68c4c0dab692","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lassche , A &amp; Morante , R 2021 , The early modern Dutch mediascape. Detecting media mentions in chronicles using word embeddings and CRF . in Proceedings of the 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature . Association for Computational Linguistics (ACL) , pp. 1-10 . https://doi.org/10.18653/v1/2021.latechclfl-1.1","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_3246966","is_oa":true,"landing_page_url":"https://github.com/awlassche/media-mentions-latech","pdf_url":null,"source":{"id":"https://openalex.org/S4306400850","display_name":"Leiden Repository (Leiden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121797337","host_organization_name":"Leiden University","host_organization_lineage":["https://openalex.org/I121797337"],"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":"Proceedings of the 5th joint SIGHUM workshop on computational linguistics for cultural heritage, social sciences, humanities and literature","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:ul:oai:scholarlypublications.universiteitleiden.nl:item_3246966","is_oa":true,"landing_page_url":"http://hdl.handle.net/1887/3246966","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the 5th joint SIGHUM workshop on computational linguistics for cultural heritage, social sciences, humanities and literature, 1 - 10. Association for Computational Linguistics","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:vu:oai:research.vu.nl:publications/4f9b98fa-15d1-460f-97bf-14ff921bd0de","is_oa":true,"landing_page_url":"https://research.vu.nl/en/publications/4f9b98fa-15d1-460f-97bf-14ff921bd0de","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":"Proceedings of the 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature, LaTeCHCLfL 2021 - Co-located with the 2021 Conference on Empirical Methods in Natural Language Processing, EMNLP 2021, 1 - 10","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":{"id":"doi:10.18653/v1/2021.latechclfl-1.1","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2021.latechclfl-1.1","pdf_url":"https://aclanthology.org/2021.latechclfl-1.1.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 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8899999856948853}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320929","display_name":"Universiteit Leiden","ror":"https://ror.org/027bh9e22"},{"id":"https://openalex.org/F4320321014","display_name":"Vrije Universiteit Amsterdam","ror":"https://ror.org/008xxew50"},{"id":"https://openalex.org/F4320321800","display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","ror":"https://ror.org/04jsz6e67"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3214052284.pdf","grobid_xml":"https://content.openalex.org/works/W3214052284.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W79139011","https://openalex.org/W583848895","https://openalex.org/W1496062202","https://openalex.org/W1526576338","https://openalex.org/W1738051624","https://openalex.org/W1940872118","https://openalex.org/W1995088878","https://openalex.org/W2004436699","https://openalex.org/W2041480774","https://openalex.org/W2101234009","https://openalex.org/W2138238723","https://openalex.org/W2157807817","https://openalex.org/W2158899491","https://openalex.org/W2251874715","https://openalex.org/W2467995757","https://openalex.org/W2493916176","https://openalex.org/W2521136931","https://openalex.org/W2549961669","https://openalex.org/W2551900203","https://openalex.org/W2588236310","https://openalex.org/W2787677190","https://openalex.org/W2893553329","https://openalex.org/W2903465945","https://openalex.org/W2911563920","https://openalex.org/W2921621939","https://openalex.org/W2925301679","https://openalex.org/W2952230511","https://openalex.org/W2962914241","https://openalex.org/W2965053432","https://openalex.org/W2971028401","https://openalex.org/W3000081538","https://openalex.org/W3024226488","https://openalex.org/W3113654713","https://openalex.org/W3175205311","https://openalex.org/W4230978927","https://openalex.org/W4245740227","https://openalex.org/W4297575547","https://openalex.org/W4299569026","https://openalex.org/W4300201153"],"related_works":["https://openalex.org/W2078793151","https://openalex.org/W4293870971","https://openalex.org/W1831473261","https://openalex.org/W2886890203","https://openalex.org/W4286432911","https://openalex.org/W2911655849","https://openalex.org/W2892839738","https://openalex.org/W3134737443","https://openalex.org/W4299970913","https://openalex.org/W2940007344"],"abstract_inverted_index":{"While":[0],"the":[1,6,15,22,37,70,113,125,134,148],"production":[2],"of":[3,59,72,85,94],"information":[4,23,51],"in":[5,27,64,69],"European":[7],"early":[8,28,60,73],"modern":[9,29,61,74],"period":[10],"is":[11,31],"a":[12,57,79,83,143],"wellresearched":[13],"topic,":[14],"question":[16],"how":[17],"people":[18,77],"were":[19],"engaging":[20],"with":[21,88,142],"explosion":[24],"that":[25,115,124,133],"occurred":[26],"Europe,":[30],"still":[32],"underexposed.":[33],"This":[34],"paper":[35],"presents":[36],"annotations":[38],"and":[39,54,100,108],"experiments":[40,87],"aimed":[41],"at":[42],"exploring":[43],"whether":[44],"we":[45,131],"can":[46],"automatically":[47],"extract":[48],"media":[49],"related":[50],"(source,":[52],"perception,":[53],"receiver)":[55],"from":[56,78],"corpus":[58],"Dutch":[62],"chronicles":[63],"order":[65],"to":[66,139,150,153],"get":[67],"insight":[68],"mediascape":[71],"middle":[75],"class":[76],"historic":[80],"perspective.":[81],"In":[82],"number":[84],"classification":[86],"Conditional":[89],"Random":[90],"Fields,":[91],"three":[92],"categories":[93],"features":[95],"are":[96,128],"tested:":[97],"(i)":[98],"raw":[99,117],"binary":[101],"word":[102],"embedding":[103],"features,":[104,107],"(ii)":[105],"lexicon":[106],"(iii)":[109],"character":[110],"features.":[111],"Overall,":[112],"classifier":[114],"uses":[116],"embeddings":[118],"performs":[119],"slightly":[120],"better.":[121],"However,":[122],"given":[123],"best":[126],"F-scores":[127],"around":[129],"0.60,":[130],"conclude":[132],"machine":[135],"learning":[136],"approach":[137,146],"needs":[138],"be":[140,151],"combined":[141],"close":[144],"reading":[145],"for":[147],"results":[149],"useful":[152],"answer":[154],"history":[155],"research":[156],"questions.":[157]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
