{"id":"https://openalex.org/W4405180204","doi":"https://doi.org/10.1109/ict4da62874.2024.10777172","title":"Sub Event Relation Classification for Amharic Texts Using Deep Learning Approach","display_name":"Sub Event Relation Classification for Amharic Texts Using Deep Learning Approach","publication_year":2024,"publication_date":"2024-11-18","ids":{"openalex":"https://openalex.org/W4405180204","doi":"https://doi.org/10.1109/ict4da62874.2024.10777172"},"language":"en","primary_location":{"id":"doi:10.1109/ict4da62874.2024.10777172","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict4da62874.2024.10777172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Information and Communication Technology for Development for Africa (ICT4DA)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115059661","display_name":"Abinet Bizuayehu Desta","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124803","display_name":"Debark University","ror":"https://ror.org/034yc4v31","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210124803"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Abinet Bizuayehu Desta","raw_affiliation_strings":["Debark University,Dept. Information Technology,Debark,Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Debark University,Dept. Information Technology,Debark,Ethiopia","institution_ids":["https://openalex.org/I4210124803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115059662","display_name":"Abebe Alemu Abetw","orcid":null},"institutions":[{"id":"https://openalex.org/I8764889","display_name":"University of Gondar","ror":"https://ror.org/0595gz585","country_code":"ET","type":"education","lineage":["https://openalex.org/I8764889"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Abebe Alemu Abetw","raw_affiliation_strings":["University of Gondar,Dept. Computer Science,Gondar,Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Gondar,Dept. Computer Science,Gondar,Ethiopia","institution_ids":["https://openalex.org/I8764889"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115059663","display_name":"Kebad Nigussie Werku","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124803","display_name":"Debark University","ror":"https://ror.org/034yc4v31","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210124803"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Kebad Nigussie Werku","raw_affiliation_strings":["Debark University,Dept. Information Technology,Debark,Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Debark University,Dept. Information Technology,Debark,Ethiopia","institution_ids":["https://openalex.org/I4210124803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114277546","display_name":"Nega Agmas Asfaw","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159645","display_name":"Woldia University","ror":"https://ror.org/05a7f9k79","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210159645"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Nega Agmas Asfaw","raw_affiliation_strings":["Woldia University,Dept. Computer Science,Woldia,Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Woldia University,Dept. Computer Science,Woldia,Ethiopia","institution_ids":["https://openalex.org/I4210159645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094167693","display_name":"Habtamu Molla Belachew","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124803","display_name":"Debark University","ror":"https://ror.org/034yc4v31","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210124803"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Habtamu Molla Belachew","raw_affiliation_strings":["Debark University,Dept. Information Technology,Debark,Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Debark University,Dept. Information Technology,Debark,Ethiopia","institution_ids":["https://openalex.org/I4210124803"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115059664","display_name":"Wubie Belay Alemu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124803","display_name":"Debark University","ror":"https://ror.org/034yc4v31","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210124803"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Wubie Belay Alemu","raw_affiliation_strings":["Debark University,Dept. Information Technology,Debark,Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Debark University,Dept. Information Technology,Debark,Ethiopia","institution_ids":["https://openalex.org/I4210124803"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"205","last_page":"210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14228","display_name":"Religion and Sociopolitical Dynamics in Nigeria","score":0.9521999955177307,"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"}},"topics":[{"id":"https://openalex.org/T14228","display_name":"Religion and Sociopolitical Dynamics in Nigeria","score":0.9521999955177307,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9162999987602234,"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/amharic","display_name":"Amharic","score":0.9587651491165161},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6932894587516785},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.6608827710151672},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6007420420646667},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.571255624294281},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5469309687614441},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.16905435919761658},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.04835236072540283}],"concepts":[{"id":"https://openalex.org/C2780900699","wikidata":"https://www.wikidata.org/wiki/Q28244","display_name":"Amharic","level":2,"score":0.9587651491165161},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6932894587516785},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.6608827710151672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6007420420646667},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.571255624294281},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5469309687614441},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.16905435919761658},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.04835236072540283},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ict4da62874.2024.10777172","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict4da62874.2024.10777172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Information and Communication Technology for Development for Africa (ICT4DA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2114117930","https://openalex.org/W2251026067","https://openalex.org/W2517194566","https://openalex.org/W2593636700","https://openalex.org/W2747680751","https://openalex.org/W2962924839","https://openalex.org/W2972051378","https://openalex.org/W3004082902","https://openalex.org/W3103722398","https://openalex.org/W4210385506","https://openalex.org/W4212799744","https://openalex.org/W4285147295","https://openalex.org/W4293468105","https://openalex.org/W4385573153","https://openalex.org/W4385573933","https://openalex.org/W4385574280","https://openalex.org/W4404784155","https://openalex.org/W6639620173","https://openalex.org/W6753747839","https://openalex.org/W6764509651","https://openalex.org/W6776944748","https://openalex.org/W6778833190"],"related_works":["https://openalex.org/W2071761836","https://openalex.org/W2068668614","https://openalex.org/W3121919928","https://openalex.org/W584933867","https://openalex.org/W2021956231","https://openalex.org/W4386930358","https://openalex.org/W1972048371","https://openalex.org/W4287822602","https://openalex.org/W589849612","https://openalex.org/W3204019825"],"abstract_inverted_index":{"This":[0],"research":[1,144],"focuses":[2],"on":[3],"the":[4,15,89,123,126,159,174],"challenge":[5],"of":[6,17,53,114,125,133,142,176],"Sub-event":[7],"Relation":[8],"Classification":[9],"(SERC)":[10],"in":[11,25,34,68,84,95,99,153],"Amharic":[12,35,48,73,97,118,136,154],"text,":[13],"with":[14],"objective":[16],"identifying":[18],"relationships":[19,33,71],"between":[20,92],"event":[21,58,70,93],"triggers":[22],"or":[23],"mentions":[24],"sentences.":[26],"The":[27,105,140],"aim":[28],"is":[29],"to":[30,55,87,101,165,173],"predict":[31],"sub-event":[32,137],"sentences,":[36],"benefiting":[37],"applications":[38,152],"such":[39],"as":[40],"information":[41],"extraction,":[42],"question":[43],"answering,":[44],"and":[45,60,80,109,155],"document":[46],"summarization.":[47],"text":[49,98],"requires":[50],"a":[51,64,112,130,170],"lot":[52],"effort":[54],"manually":[56,116],"identify":[57],"relationships,":[59],"there":[61],"isn\u2019t":[62],"yet":[63],"model":[65,161],"that":[66],"specializes":[67],"extracting":[69],"from":[72],"language.":[74],"Deep":[75],"learning":[76],"techniques,":[77],"particularly":[78],"LSTM":[79],"BiLSTM,":[81],"are":[82,107],"used":[83],"this":[85,103,143],"work":[86],"categorize":[88],"relation":[90,138],"type":[91],"pairs":[94],"unstructured":[96],"order":[100],"address":[102],"difficulty.":[104],"models":[106],"trained":[108],"assessed":[110],"using":[111],"dataset":[113],"6622":[115],"annotated":[117],"texts.":[119],"Experimental":[120],"results":[121],"showcase":[122],"effectiveness":[124],"BiLSTM":[127],"model,":[128],"achieving":[129],"high":[131],"accuracy":[132],"93%":[134],"for":[135,148],"classification.":[139],"findings":[141],"hold":[145],"significant":[146],"implications":[147],"natural":[149,177],"language":[150,178],"processing":[151],"other":[156,166],"languages.":[157],"Moreover,":[158],"developed":[160],"can":[162],"be":[163],"extended":[164],"languages,":[167],"making":[168],"it":[169],"valuable":[171],"contribution":[172],"field":[175],"processing.":[179]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
