{"id":"https://openalex.org/W2903988544","doi":"https://doi.org/10.1109/kse.2018.8573382","title":"A study on integrating distinct classifiers with bidirectional LSTM for Slot Filling task","display_name":"A study on integrating distinct classifiers with bidirectional LSTM for Slot Filling task","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2903988544","doi":"https://doi.org/10.1109/kse.2018.8573382","mag":"2903988544"},"language":"en","primary_location":{"id":"doi:10.1109/kse.2018.8573382","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kse.2018.8573382","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 10th International Conference on Knowledge and Systems Engineering (KSE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dspace.jaist.ac.jp/dspace/bitstream/10119/14179/5/abstract.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023570529","display_name":"Khac-Phong Do","orcid":null},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Khac-Phong Do","raw_affiliation_strings":["Faculty of Information and Technology, VNU-University of Engineering and Technology"],"affiliations":[{"raw_affiliation_string":"Faculty of Information and Technology, VNU-University of Engineering and Technology","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077641909","display_name":"Le-Minh Nguyen","orcid":"https://orcid.org/0000-0002-2265-1010"},"institutions":[{"id":"https://openalex.org/I177738480","display_name":"Japan Advanced Institute of Science and Technology","ror":"https://ror.org/03frj4r98","country_code":"JP","type":"education","lineage":["https://openalex.org/I177738480"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Le-Minh Nguyen","raw_affiliation_strings":["School of Information Science, Japan Advanced Institute of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of Information Science, Japan Advanced Institute of Science and Technology","institution_ids":["https://openalex.org/I177738480"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5023570529"],"corresponding_institution_ids":["https://openalex.org/I142732210"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14793287,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":null,"first_page":"312","last_page":"317"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9998000264167786,"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/T12031","display_name":"Speech and dialogue systems","score":0.9994999766349792,"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/crfs","display_name":"CRFS","score":0.9043502807617188},{"id":"https://openalex.org/keywords/conditional-random-field","display_name":"Conditional random field","score":0.8779414892196655},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8131401538848877},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6904659271240234},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.556021511554718},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5419015288352966},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5418750047683716},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5317182540893555},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49484390020370483},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.42418578267097473},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41637641191482544},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3296087384223938},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.19470295310020447}],"concepts":[{"id":"https://openalex.org/C2775953691","wikidata":"https://www.wikidata.org/wiki/Q5013874","display_name":"CRFS","level":3,"score":0.9043502807617188},{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.8779414892196655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8131401538848877},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6904659271240234},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.556021511554718},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5419015288352966},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5418750047683716},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5317182540893555},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49484390020370483},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.42418578267097473},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41637641191482544},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3296087384223938},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.19470295310020447},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/kse.2018.8573382","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kse.2018.8573382","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 10th International Conference on Knowledge and Systems Engineering (KSE)","raw_type":"proceedings-article"},{"id":"pmh:oai:irdb.nii.ac.jp:01333:0002026852","is_oa":true,"landing_page_url":"http://hdl.handle.net/10119/14179","pdf_url":"https://dspace.jaist.ac.jp/dspace/bitstream/10119/14179/5/abstract.pdf","source":{"id":"https://openalex.org/S7407056385","display_name":"Institutional Repositories DataBase (IRDB)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184597095","host_organization_name":"National Institute of Informatics","host_organization_lineage":["https://openalex.org/I184597095"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"thesis"}],"best_oa_location":{"id":"pmh:oai:irdb.nii.ac.jp:01333:0002026852","is_oa":true,"landing_page_url":"http://hdl.handle.net/10119/14179","pdf_url":"https://dspace.jaist.ac.jp/dspace/bitstream/10119/14179/5/abstract.pdf","source":{"id":"https://openalex.org/S7407056385","display_name":"Institutional Repositories DataBase (IRDB)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184597095","host_organization_name":"National Institute of Informatics","host_organization_lineage":["https://openalex.org/I184597095"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"thesis"},"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2903988544.pdf","grobid_xml":"https://content.openalex.org/works/W2903988544.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1546411676","https://openalex.org/W1895577753","https://openalex.org/W1990549830","https://openalex.org/W2016053056","https://openalex.org/W2064675550","https://openalex.org/W2076440176","https://openalex.org/W2105030639","https://openalex.org/W2120375264","https://openalex.org/W2130942839","https://openalex.org/W2137871902","https://openalex.org/W2143612262","https://openalex.org/W2147880316","https://openalex.org/W2153579005","https://openalex.org/W2153962611","https://openalex.org/W2158899491","https://openalex.org/W2160200434","https://openalex.org/W2163605009","https://openalex.org/W2166293310","https://openalex.org/W2250539671","https://openalex.org/W2296194829","https://openalex.org/W2296283641","https://openalex.org/W2399456070","https://openalex.org/W2400801499","https://openalex.org/W2575101493","https://openalex.org/W2952230511","https://openalex.org/W4294170691","https://openalex.org/W6632670727","https://openalex.org/W6679436768","https://openalex.org/W6682082992","https://openalex.org/W6682691769","https://openalex.org/W6683738474","https://openalex.org/W6684017090","https://openalex.org/W6684191040","https://openalex.org/W6732187701"],"related_works":["https://openalex.org/W2055466819","https://openalex.org/W50079190","https://openalex.org/W2356597680","https://openalex.org/W182104056","https://openalex.org/W2111726165","https://openalex.org/W2011251309","https://openalex.org/W3108423214","https://openalex.org/W2796133761","https://openalex.org/W3088215229","https://openalex.org/W2511246383"],"abstract_inverted_index":{"In":[0],"spite":[1],"of":[2,48,68,83,95],"being":[3],"investigated":[4],"for":[5],"decades,":[6],"in":[7,18,42,63],"Spoken":[8],"Language":[9],"Understanding,":[10],"slot":[11],"filling":[12],"task":[13],"perceived":[14],"as":[15,54],"sequential":[16],"labeling":[17],"a":[19,39,57,66],"specific":[20],"domain":[21],"is":[22,38],"still":[23],"challenging":[24],"and":[25,126],"attractive":[26],"to":[27,44,56],"many":[28],"researchers.":[29],"For":[30],"this":[31],"task,":[32],"Recurrent":[33],"Conditional":[34],"Random":[35],"Field":[36],"(RCRF)":[37],"popular":[40],"model":[41],"order":[43],"learn":[45],"latent":[46],"representations":[47],"data":[49],"which":[50,104],"are":[51,106,116],"then":[52,105],"utilized":[53],"input":[55],"classifier":[58],"CRF.":[59],"Our":[60],"proposed":[61],"model,":[62],"contrast,":[64],"employed":[65],"variant":[67],"RNNs,":[69],"called":[70],"Long":[71],"Short-Tem":[72],"Memory":[73],"Networks":[74],"(LSTMs)":[75],"which,":[76],"more":[77],"or":[78],"less,":[79],"tackle":[80],"the":[81,93,131],"downside":[82],"RNNs:":[84],"vanishing":[85],"gradients.":[86],"Additionally,":[87],"we":[88],"also":[89],"conducted":[90],"experiments":[91],"on":[92,118],"integration":[94],"bidirectional":[96],"LSTM":[97],"with":[98,130],"distinct":[99],"classifiers,":[100],"e.g":[101],"CRFs,":[102],"SVMs;":[103],"trained":[107],"simultaneously.":[108],"The":[109],"experimental":[110],"results":[111],"show":[112],"that":[113],"these":[114],"combinations":[115],"beneficial":[117],"both":[119],"dataset":[120],"Airline":[121],"Travel":[122],"Information":[123],"System":[124],"(ATIS)":[125],"DARPA":[127],"Communicator,":[128],"compared":[129],"state-of-the-art":[132],"model.":[133]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
