{"id":"https://openalex.org/W2954798959","doi":"https://doi.org/10.18653/v1/w19-4516","title":"Categorizing Comparative Sentences","display_name":"Categorizing Comparative Sentences","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2954798959","doi":"https://doi.org/10.18653/v1/w19-4516","mag":"2954798959"},"language":"en","primary_location":{"id":"doi:10.18653/v1/w19-4516","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w19-4516","pdf_url":"https://www.aclweb.org/anthology/W19-4516.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 6th Workshop on Argument Mining","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/W19-4516.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026157285","display_name":"Alexander Panchenko","orcid":"https://orcid.org/0000-0001-6097-6118"},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]},{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["DE","RU"],"is_corresponding":true,"raw_author_name":"Alexander Panchenko","raw_affiliation_strings":["Language Technology Group, Universitt Hamburg, Hamburg, Germany","Skolkovo Institute of Science and Technology, Skolkovo, Russia"],"affiliations":[{"raw_affiliation_string":"Language Technology Group, Universitt Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I884043246"]},{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, Skolkovo, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032774457","display_name":"Alexander Bondarenko","orcid":"https://orcid.org/0000-0002-1678-0094"},"institutions":[{"id":"https://openalex.org/I68956291","display_name":"Martin Luther University Halle-Wittenberg","ror":"https://ror.org/05gqaka33","country_code":"DE","type":"education","lineage":["https://openalex.org/I68956291"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Bondarenko","raw_affiliation_strings":["Big Data Analytics Group, Martin-Luther Universitt Halle-Wittenberg, Halle, Germany","Martin Luther University Halle-Wittenberg, Halle, Germany"],"affiliations":[{"raw_affiliation_string":"Big Data Analytics Group, Martin-Luther Universitt Halle-Wittenberg, Halle, Germany","institution_ids":["https://openalex.org/I68956291"]},{"raw_affiliation_string":"Martin Luther University Halle-Wittenberg, Halle, Germany","institution_ids":["https://openalex.org/I68956291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011286708","display_name":"Mirco Franzek","orcid":null},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mirco Franzek","raw_affiliation_strings":["Language Technology Group, Universitt Hamburg, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Language Technology Group, Universitt Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I884043246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014322854","display_name":"Matthias Hagen","orcid":"https://orcid.org/0000-0002-9733-2890"},"institutions":[{"id":"https://openalex.org/I68956291","display_name":"Martin Luther University Halle-Wittenberg","ror":"https://ror.org/05gqaka33","country_code":"DE","type":"education","lineage":["https://openalex.org/I68956291"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Hagen","raw_affiliation_strings":["Big Data Analytics Group, Martin-Luther Universitt Halle-Wittenberg, Halle, Germany","Martin Luther University Halle-Wittenberg, Halle, Germany"],"affiliations":[{"raw_affiliation_string":"Big Data Analytics Group, Martin-Luther Universitt Halle-Wittenberg, Halle, Germany","institution_ids":["https://openalex.org/I68956291"]},{"raw_affiliation_string":"Martin Luther University Halle-Wittenberg, Halle, Germany","institution_ids":["https://openalex.org/I68956291"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021287757","display_name":"Chris Biemann","orcid":"https://orcid.org/0000-0002-8449-9624"},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]},{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chris Biemann","raw_affiliation_strings":["Language Technology Group, Universitt Hamburg, Hamburg, Germany","Saarland University, Saarbr\u00fccken, Germany"],"affiliations":[{"raw_affiliation_string":"Language Technology Group, Universitt Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I884043246"]},{"raw_affiliation_string":"Saarland University, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026157285"],"corresponding_institution_ids":["https://openalex.org/I125989756","https://openalex.org/I884043246"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06550443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"136","last_page":"145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9997000098228455,"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/T10028","display_name":"Topic Modeling","score":0.9997000098228455,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9995999932289124,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9864000082015991,"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/python","display_name":"Python (programming language)","score":0.877954363822937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.740960955619812},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.6865754723548889},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6322803497314453},{"id":"https://openalex.org/keywords/argumentation-theory","display_name":"Argumentation theory","score":0.6283704042434692},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6265685558319092},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.547489583492279},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.4563506245613098},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.2777556777000427},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.235963374376297},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.06294190883636475}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.877954363822937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.740960955619812},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.6865754723548889},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6322803497314453},{"id":"https://openalex.org/C65059942","wikidata":"https://www.wikidata.org/wiki/Q270105","display_name":"Argumentation theory","level":2,"score":0.6283704042434692},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6265685558319092},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.547489583492279},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.4563506245613098},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2777556777000427},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.235963374376297},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.06294190883636475}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.18653/v1/w19-4516","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w19-4516","pdf_url":"https://www.aclweb.org/anthology/W19-4516.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 6th Workshop on Argument Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1809.06152","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1809.06152","pdf_url":"https://arxiv.org/pdf/1809.06152","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:2954798959","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1809.06152.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1809.06152","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1809.06152","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.18653/v1/w19-4516","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w19-4516","pdf_url":"https://www.aclweb.org/anthology/W19-4516.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 6th Workshop on Argument Mining","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G5106512922","display_name":null,"funder_award_id":"Deutsche Forschungsgemeinschaft (DFG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5772793584","display_name":null,"funder_award_id":"HA 5851/2-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6024419964","display_name":null,"funder_award_id":"Deutsche Forschungsgemeinschaft (DFG)","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6052429835","display_name":null,"funder_award_id":"(DFG)","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2954798959.pdf","grobid_xml":"https://content.openalex.org/works/W2954798959.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W70697894","https://openalex.org/W147952312","https://openalex.org/W160318044","https://openalex.org/W1486649854","https://openalex.org/W1678356000","https://openalex.org/W1840435438","https://openalex.org/W2021366071","https://openalex.org/W2064675550","https://openalex.org/W2085750684","https://openalex.org/W2101234009","https://openalex.org/W2135891920","https://openalex.org/W2160660844","https://openalex.org/W2165612380","https://openalex.org/W2250309026","https://openalex.org/W2250539671","https://openalex.org/W2251663606","https://openalex.org/W2327805699","https://openalex.org/W2583264168","https://openalex.org/W2739835834","https://openalex.org/W2757513300","https://openalex.org/W2760347205","https://openalex.org/W2962724755","https://openalex.org/W2962739339","https://openalex.org/W2963037202","https://openalex.org/W2963341956","https://openalex.org/W2963499246","https://openalex.org/W2963804993","https://openalex.org/W2963918774","https://openalex.org/W2964116507","https://openalex.org/W3099569350","https://openalex.org/W3102476541"],"related_works":["https://openalex.org/W2971178307","https://openalex.org/W2369150528","https://openalex.org/W2964314648","https://openalex.org/W2182802560","https://openalex.org/W2460059740","https://openalex.org/W2896807716","https://openalex.org/W2870884803","https://openalex.org/W1980300190","https://openalex.org/W2226383821","https://openalex.org/W2556605533","https://openalex.org/W2116600058","https://openalex.org/W2787170477","https://openalex.org/W2017167913","https://openalex.org/W3097758564","https://openalex.org/W2599373633","https://openalex.org/W2250340190","https://openalex.org/W2941263658","https://openalex.org/W1976732754","https://openalex.org/W1991969934","https://openalex.org/W2166143388"],"abstract_inverted_index":{"We":[0],"tackle":[1],"the":[2,11,44,51],"tasks":[3],"of":[4,43,53,70],"automatically":[5],"identifying":[6],"comparative":[7,83,89],"sentences":[8,32,45,84],"and":[9],"categorizing":[10],"intended":[12],"preference":[13],"(e.g.,":[14],"\"Python":[15],"has":[16],"better":[17],"NLP":[18],"libraries":[19],"than":[20],"MATLAB\"":[21],"Python,":[22],"better,":[23],"MATLAB).":[24],"To":[25],"this":[26],"end,":[27],"we":[28],"manually":[29],"annotate":[30],"7,199":[31],"for":[33,85],"217":[34],"distinct":[35],"target":[36],"item":[37],"pairs":[38],"from":[39],"several":[40],"domains":[41],"(27%":[42],"contain":[46],"an":[47,67],"oriented":[48],"comparison":[49],"in":[50,72,88],"sense":[52],"\"better\"":[54],"or":[55,94],"\"worse\").":[56],"A":[57],"gradient":[58],"boosting":[59],"model":[60,77],"based":[61],"on":[62],"pre-trained":[63],"sentence":[64],"embeddings":[65],"reaches":[66],"F1":[68],"score":[69],"85%":[71],"our":[73],"experimental":[74],"evaluation.":[75],"The":[76],"can":[78],"be":[79],"used":[80],"to":[81],"extract":[82],"pro/con":[86],"argumentation":[87],"/":[90],"argument":[91],"search":[92],"engines":[93],"debating":[95],"technologies.":[96]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
