{"id":"https://openalex.org/W2759149807","doi":"https://doi.org/10.18653/v1/w17-5113","title":"Unsupervised Detection of Argumentative Units though Topic Modeling Techniques","display_name":"Unsupervised Detection of Argumentative Units though Topic Modeling Techniques","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2759149807","doi":"https://doi.org/10.18653/v1/w17-5113","mag":"2759149807"},"language":"en","primary_location":{"id":"doi:10.18653/v1/w17-5113","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w17-5113","pdf_url":"https://www.aclweb.org/anthology/W17-5113.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 4th Workshop on Argument Mining","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/W17-5113.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062638440","display_name":"Alfio Ferrara","orcid":"https://orcid.org/0000-0002-4991-4984"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alfio Ferrara","raw_affiliation_strings":["Dipartimento di Informatica, Universit degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy","Dipartimento di Informatica, Universit\u00e0 degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy","institution_ids":["https://openalex.org/I189158943","https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007380154","display_name":"Stefano Montanelli","orcid":"https://orcid.org/0000-0002-6594-6644"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Montanelli","raw_affiliation_strings":["Dipartimento di Informatica, Universit degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy","Dipartimento di Informatica, Universit\u00e0 degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy","institution_ids":["https://openalex.org/I189158943","https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Milano Via Comelico 39, 20135 -Milano, Italy","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088044797","display_name":"Georgios Petasis","orcid":"https://orcid.org/0000-0003-3157-1597"},"institutions":[{"id":"https://openalex.org/I203474044","display_name":"National Centre of Scientific Research \"Demokritos\"","ror":"https://ror.org/038jp4m40","country_code":"GR","type":"facility","lineage":["https://openalex.org/I203474044"]},{"id":"https://openalex.org/I4387152169","display_name":"Institute of Informatics & Telecommunications","ror":"https://ror.org/0396t6k89","country_code":null,"type":"facility","lineage":["https://openalex.org/I203474044","https://openalex.org/I4387152169"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Petasis","raw_affiliation_strings":["Institute of Informatics and Telecommunications, National Centre for Scientific Research (N.C.S.R.) \"Demokritos\" P.O. BOX 60228, Aghia Paraskevi, GR-153 10, Athens, Greece"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, National Centre for Scientific Research (N.C.S.R.) \"Demokritos\" P.O. BOX 60228, Aghia Paraskevi, GR-153 10, Athens, Greece","institution_ids":["https://openalex.org/I203474044","https://openalex.org/I4387152169"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5062638440"],"corresponding_institution_ids":["https://openalex.org/I189158943","https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":1.2463,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.85424463,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"97","last_page":"107"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9993000030517578,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9993000030517578,"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":0.9987000226974487,"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/T10260","display_name":"Software Engineering Research","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/argumentative","display_name":"Argumentative","score":0.9760135412216187},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8087438941001892},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.7347074747085571},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6558314561843872},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6348645687103271},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.5567048192024231},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.525867223739624},{"id":"https://openalex.org/keywords/argument","display_name":"Argument (complex analysis)","score":0.5242305397987366},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.49577149748802185},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.44196322560310364},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.2082342505455017}],"concepts":[{"id":"https://openalex.org/C2781306805","wikidata":"https://www.wikidata.org/wiki/Q4789761","display_name":"Argumentative","level":2,"score":0.9760135412216187},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8087438941001892},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.7347074747085571},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6558314561843872},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6348645687103271},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.5567048192024231},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.525867223739624},{"id":"https://openalex.org/C98184364","wikidata":"https://www.wikidata.org/wiki/Q1780131","display_name":"Argument (complex analysis)","level":2,"score":0.5242305397987366},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.49577149748802185},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.44196322560310364},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2082342505455017},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.18653/v1/w17-5113","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w17-5113","pdf_url":"https://www.aclweb.org/anthology/W17-5113.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 4th Workshop on Argument Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:54460","is_oa":true,"landing_page_url":"https://www.openaccessrepository.it/record/54460","pdf_url":null,"source":{"id":"https://openalex.org/S4306402478","display_name":"INFM-OAR (INFN Catania)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210116497","host_organization_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Catania","host_organization_lineage":["https://openalex.org/I4210116497"],"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":"","raw_type":"info:eu-repo/semantics/conferencePaper"},{"id":"doi:10.5281/zenodo.54460","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.54460","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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-journal"}],"best_oa_location":{"id":"doi:10.18653/v1/w17-5113","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w17-5113","pdf_url":"https://www.aclweb.org/anthology/W17-5113.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 4th Workshop on Argument Mining","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2759149807.pdf","grobid_xml":"https://content.openalex.org/works/W2759149807.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W329130461","https://openalex.org/W1525595230","https://openalex.org/W1532325895","https://openalex.org/W1880262756","https://openalex.org/W1977155386","https://openalex.org/W2034059165","https://openalex.org/W2066288042","https://openalex.org/W2109334098","https://openalex.org/W2109606373","https://openalex.org/W2143017621","https://openalex.org/W2144232471","https://openalex.org/W2150248423","https://openalex.org/W2158266063","https://openalex.org/W2245506337","https://openalex.org/W2250287365","https://openalex.org/W2250309026","https://openalex.org/W2250653239","https://openalex.org/W2250762536","https://openalex.org/W2251314334","https://openalex.org/W2251478708","https://openalex.org/W2251647857","https://openalex.org/W2251931307","https://openalex.org/W2252095873","https://openalex.org/W2266769560","https://openalex.org/W2343649478","https://openalex.org/W2398315902","https://openalex.org/W2401967989","https://openalex.org/W2475415301","https://openalex.org/W2508987398","https://openalex.org/W2513522653","https://openalex.org/W2578653405","https://openalex.org/W2912804155","https://openalex.org/W3105663928","https://openalex.org/W3142428601","https://openalex.org/W4231510805","https://openalex.org/W4296130438","https://openalex.org/W4381304672"],"related_works":["https://openalex.org/W2965892119","https://openalex.org/W3189036019","https://openalex.org/W3123017387","https://openalex.org/W2914617016","https://openalex.org/W2251931307","https://openalex.org/W3094832801","https://openalex.org/W4287631624","https://openalex.org/W2976405147","https://openalex.org/W3202841499","https://openalex.org/W3114396044"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3,35],"present":[4],"a":[5,20,112],"new":[6],"unsupervised":[7,45],"approach,":[8],"\"Attraction":[9],"to":[10,51,59],"Topics\"":[11],"-A2T":[12],",":[13],"for":[14,43,77,85],"the":[15,27,78,89,100,109],"detection":[16,46,79],"of":[17,22,29,47,80,102,114],"argumentative":[18,48,81],"units,":[19],"sub-task":[21],"argument":[23],"mining.":[24],"Motivated":[25],"by":[26],"importance":[28],"topic":[30,38,54,71],"identification":[31],"in":[32,88],"manual":[33],"annotation,":[34],"examine":[36],"whether":[37],"modeling":[39,55],"can":[40,56,73],"be":[41,57,74],"used":[42,58,76,87],"performing":[44],"sentences,":[49,82],"and":[50,64],"what":[52],"extend":[53],"classify":[60],"sentences":[61],"as":[62],"claims":[63],"premises.":[65],"Preliminary":[66],"evaluation":[67],"results":[68],"suggest":[69],"that":[70],"information":[72],"successfully":[75],"at":[83],"least":[84],"corpora":[86],"evaluation.":[90],"Our":[91],"approach":[92],"has":[93],"been":[94],"evaluated":[95],"on":[96],"two":[97],"English":[98],"corpora,":[99],"first":[101],"which":[103],"contains":[104],"90":[105],"persuasive":[106],"essays,":[107],"while":[108],"second":[110],"is":[111],"collection":[113],"340":[115],"documents":[116],"from":[117],"user":[118],"generated":[119],"content.":[120]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4}],"updated_date":"2026-03-21T08:13:44.787528","created_date":"2025-10-10T00:00:00"}