{"id":"https://openalex.org/W1930695965","doi":"https://doi.org/10.21437/interspeech.2013-369","title":"Annotation and detection of conflict escalation in Political debates","display_name":"Annotation and detection of conflict escalation in Political debates","publication_year":2013,"publication_date":"2013-08-25","ids":{"openalex":"https://openalex.org/W1930695965","doi":"https://doi.org/10.21437/interspeech.2013-369","mag":"1930695965"},"language":"en","primary_location":{"id":"doi:10.21437/interspeech.2013-369","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2013-369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2013","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://eprints.gla.ac.uk/93667/1/93667.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100762841","display_name":"Samuel Kim","orcid":"https://orcid.org/0000-0001-5237-6358"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Samuel Kim","raw_affiliation_strings":["Yonsei university"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yonsei university","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061495800","display_name":"Fabio Valente","orcid":null},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Fabio Valente","raw_affiliation_strings":["Idiap Research Institute, Martigny-Combe, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Idiap Research Institute, Martigny-Combe, Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075533617","display_name":"Alessandro Vinciarelli","orcid":"https://orcid.org/0000-0002-9048-0524"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alessandro Vinciarelli","raw_affiliation_strings":["University of Glasgow, Glasgow, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":"1409","last_page":"1413"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.9952999949455261,"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/T12031","display_name":"Speech and dialogue systems","score":0.9952999949455261,"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/T10028","display_name":"Topic Modeling","score":0.9921000003814697,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9919000267982483,"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/clips","display_name":"CLIPS","score":0.7960428595542908},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7483799457550049},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.7083753347396851},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5973427295684814},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.45677274465560913},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4350556433200836},{"id":"https://openalex.org/keywords/conflict-management","display_name":"Conflict management","score":0.42134183645248413},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3782038390636444},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3382321000099182},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.18951097130775452},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.06190153956413269}],"concepts":[{"id":"https://openalex.org/C2778739407","wikidata":"https://www.wikidata.org/wiki/Q165372","display_name":"CLIPS","level":2,"score":0.7960428595542908},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7483799457550049},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.7083753347396851},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5973427295684814},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.45677274465560913},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4350556433200836},{"id":"https://openalex.org/C2779683958","wikidata":"https://www.wikidata.org/wiki/Q1640893","display_name":"Conflict management","level":2,"score":0.42134183645248413},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3782038390636444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3382321000099182},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.18951097130775452},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.06190153956413269},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.21437/interspeech.2013-369","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2013-369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2013","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:100494","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":false,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"},{"id":"pmh:oai:eprints.gla.ac.uk:93667","is_oa":true,"landing_page_url":"http://eprints.gla.ac.uk/view/author/2912.html>","pdf_url":"http://eprints.gla.ac.uk/93667/1/93667.pdf","source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":false,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:93667","is_oa":true,"landing_page_url":"http://eprints.gla.ac.uk/view/author/2912.html>","pdf_url":"http://eprints.gla.ac.uk/93667/1/93667.pdf","source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":false,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1930695965.pdf","grobid_xml":"https://content.openalex.org/works/W1930695965.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W47232516","https://openalex.org/W78683566","https://openalex.org/W108142163","https://openalex.org/W140329658","https://openalex.org/W2010998574","https://openalex.org/W2056818712","https://openalex.org/W2078384373","https://openalex.org/W2094386595","https://openalex.org/W2098726438","https://openalex.org/W2102800123","https://openalex.org/W2112039577","https://openalex.org/W2129421456","https://openalex.org/W2143229091","https://openalex.org/W2144005487","https://openalex.org/W2153635508","https://openalex.org/W2160009005","https://openalex.org/W2296199791","https://openalex.org/W2406713305"],"related_works":["https://openalex.org/W2417253731","https://openalex.org/W2350469024","https://openalex.org/W2491583298","https://openalex.org/W2036154621","https://openalex.org/W2327827625","https://openalex.org/W2395860100","https://openalex.org/W795077857","https://openalex.org/W2376416463","https://openalex.org/W2007338512","https://openalex.org/W4388801239"],"abstract_inverted_index":{"Conflict":[0],"escalation":[1,22,37,104],"in":[2,23,120,161],"multi-party":[3],"conversations":[4],"refers":[5,69],"to":[6,51,70,96],"an":[7],"increase&#13;\\nin":[8],"the":[9,53,65,81,84,97,101,144,151],"intensity":[10],"of":[11,20,109,117,124],"conflict":[12,21,29,36,54,103,125],"during":[13,80],"conversations.":[14],"Here":[15],"we":[16,34],"study":[17],"annotation&#13;\\nand":[18],"detection":[19],"broadcast":[24],"political&#13;\\ndebates":[25],"towards":[26],"a":[27,71],"machine-mediated":[28],"management":[30],"system.&#13;\\nIn":[31],"this":[32],"regard,":[33],"label":[35],"using":[38],"crowd-sourced":[39],"annotations&#13;\\nand":[40],"predict":[41],"it":[42],"with":[43,94,115],"automatically":[44],"extracted":[45],"conversational&#13;\\nand":[46],"prosodic":[47],"features.":[48],"In":[49],"particular,":[50],"annotate":[52],"escalation&#13;\\nwe":[55],"deploy":[56],"two":[57,77,110],"different":[58],"strategies,":[59],"i.e.,":[60],"indirect":[61,85,147],"inference":[62,86],"and&#13;\\ndirect":[63],"assessment;":[64],"direct":[66,134],"assessment":[67,135],"method":[68,87],"way":[72],"that&#13;\\nannotators":[73],"watch":[74],"and":[75,129,164],"compare":[76],"consecutive":[78,111,118],"clips":[79,119],"annotation&#13;\\nprocess,":[82],"while":[83],"indicates":[88],"that&#13;\\neach":[89],"clip":[90],"is":[91,105],"independently":[92],"annotated":[93],"respect":[95],"level":[98,102],"of&#13;\\nconflict":[99],"then":[100],"inferred":[106],"by":[107],"comparing&#13;\\nannotations":[108],"clips.":[112],"Empirical":[113],"results":[114],"792&#13;\\npairs":[116],"classifying":[121],"three":[122],"types":[123],"escalation,&#13;\\ni.e.,":[126],"escalation,":[127],"de-escalation,":[128],"constant,":[130],"show":[131],"that":[132],"labels&#13;\\nfrom":[133],"yield":[136],"higher":[137],"classification":[138],"performance&#13;\\n(45.3%":[139],"unweighted":[140],"accuracy":[141],"(UA))":[142],"than":[143],"one":[145],"from":[146,153],"inference&#13;\\n(39.7%":[148],"UA),":[149],"although":[150],"annotations":[152],"both":[154],"methods":[155],"are&#13;\\nhighly":[156],"correlated":[157],"(\u03c1":[158],"=":[159],"0.74":[160],"continuous":[162],"values":[163],"63%":[165],"agreement&#13;\\nin":[166],"ternary":[167],"classes).":[168]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
