{"id":"https://openalex.org/W2891369851","doi":"https://doi.org/10.18653/v1/d18-1094","title":"A Hierarchical Neural Attention-based Text Classifier","display_name":"A Hierarchical Neural Attention-based Text Classifier","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2891369851","doi":"https://doi.org/10.18653/v1/d18-1094","mag":"2891369851"},"language":"en","primary_location":{"id":"doi:10.18653/v1/d18-1094","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/d18-1094","pdf_url":"https://www.aclweb.org/anthology/D18-1094.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 2018 Conference on Empirical Methods in Natural Language Processing","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/D18-1094.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109576489","display_name":"Koustuv Sinha","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Koustuv Sinha","raw_affiliation_strings":["Montreal Institute of Learning Algorithms, Canada","School of Computer Science, McGill University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Montreal Institute of Learning Algorithms, Canada","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, McGill University, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063215270","display_name":"Yue Dong","orcid":"https://orcid.org/0000-0003-2161-8566"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yue Dong","raw_affiliation_strings":["Montreal Institute of Learning Algorithms, Canada","School of Computer Science, McGill University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Montreal Institute of Learning Algorithms, Canada","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, McGill University, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050801868","display_name":"Jackie Chi Kit Cheung","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jackie Chi Kit Cheung","raw_affiliation_strings":["Montreal Institute of Learning Algorithms, Canada","School of Computer Science, McGill University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Montreal Institute of Learning Algorithms, Canada","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, McGill University, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041513167","display_name":"Derek Ruths","orcid":"https://orcid.org/0000-0002-5592-6412"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Derek Ruths","raw_affiliation_strings":["School of Computer Science, McGill University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, McGill University, Canada","institution_ids":["https://openalex.org/I5023651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5023651"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":60,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"817","last_page":"823"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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":0.9998999834060669,"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/T11550","display_name":"Text and Document Classification Technologies","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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9984999895095825,"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/interpretability","display_name":"Interpretability","score":0.9190658330917358},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7776955366134644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7600918412208557},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7192351818084717},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6250202059745789},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6079623103141785},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.567402720451355},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"Multiclass classification","score":0.4517289698123932},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37923088669776917},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.11743655800819397}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9190658330917358},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7776955366134644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7600918412208557},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7192351818084717},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6250202059745789},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6079623103141785},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.567402720451355},{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.4517289698123932},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37923088669776917},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.11743655800819397}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/d18-1094","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/d18-1094","pdf_url":"https://www.aclweb.org/anthology/D18-1094.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 2018 Conference on Empirical Methods in Natural Language Processing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/d18-1094","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/d18-1094","pdf_url":"https://www.aclweb.org/anthology/D18-1094.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 2018 Conference on Empirical Methods in Natural Language Processing","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"id":"https://metadata.un.org/sdg/1","display_name":"No poverty"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320314000","display_name":"Compute Canada","ror":"https://ror.org/03ty8yr27"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320334841","display_name":"Fonds de recherche du Qu\u00e9bec \u2013 Nature et technologies","ror":"https://ror.org/00b9f9778"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2891369851.pdf","grobid_xml":"https://content.openalex.org/works/W2891369851.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W756166754","https://openalex.org/W1550206324","https://openalex.org/W1620204465","https://openalex.org/W1823546577","https://openalex.org/W1967542092","https://openalex.org/W1978394996","https://openalex.org/W2064675550","https://openalex.org/W2073830447","https://openalex.org/W2094934653","https://openalex.org/W2095705004","https://openalex.org/W2107008379","https://openalex.org/W2108189529","https://openalex.org/W2117130368","https://openalex.org/W2130942839","https://openalex.org/W2135813353","https://openalex.org/W2150766729","https://openalex.org/W2158899491","https://openalex.org/W2163321856","https://openalex.org/W2170240176","https://openalex.org/W2170654002","https://openalex.org/W2171066191","https://openalex.org/W2184188583","https://openalex.org/W2265846598","https://openalex.org/W2470673105","https://openalex.org/W2593887162","https://openalex.org/W2597655663","https://openalex.org/W2735364069","https://openalex.org/W2759474451","https://openalex.org/W2952230511","https://openalex.org/W2963012544","https://openalex.org/W2963026768","https://openalex.org/W2963386218","https://openalex.org/W2963626623","https://openalex.org/W2964046515","https://openalex.org/W2964121744","https://openalex.org/W2964308564","https://openalex.org/W2964331270","https://openalex.org/W4285719527","https://openalex.org/W4294238563"],"related_works":["https://openalex.org/W4319993887","https://openalex.org/W4297789176","https://openalex.org/W2897047917","https://openalex.org/W2946956129","https://openalex.org/W2768346313","https://openalex.org/W2963249138","https://openalex.org/W2952159951","https://openalex.org/W2998594699","https://openalex.org/W4396882122","https://openalex.org/W3178016723"],"abstract_inverted_index":{"superior":[0],"performance":[1,46],"over":[2],"traditional":[3],"supervised":[4],"classifiers":[5],"in":[6,28,36,44,58],"text":[7],"classification.":[8],"They":[9],"learn":[10],"to":[11,65,84],"extract":[12],"useful":[13],"features":[14],"automatically":[15],"when":[16],"sufficient":[17],"amount":[18],"of":[19,31,39,47,61],"data":[20],"is":[21],"presented.":[22],"However,":[23],"along":[24],"with":[25],"the":[26,29,34,37,48,59,67],"growth":[27],"number":[30,38],"documents":[32],"comes":[33],"increase":[35],"categories,":[40],"which":[41],"often":[42],"results":[43],"poor":[45],"multiclass":[49],"classifiers.":[50],"In":[51],"this":[52],"work,":[53],"we":[54],"use":[55],"external":[56],"knowledge":[57],"form":[60],"topic":[62],"category":[63],"taxonomies":[64],"aide":[66],"classification":[68],"by":[69],"introducing":[70],"a":[71],"deep":[72],"hierarchical":[73,86],"neural":[74],"attention-based":[75],"classifier.":[76],"Our":[77],"model":[78],"performs":[79],"better":[80],"than":[81],"or":[82],"comparable":[83],"state-of-the-art":[85],"models":[87],"at":[88],"significantly":[89],"lower":[90],"computational":[91],"cost":[92],"while":[93],"maintaining":[94],"high":[95],"interpretability.":[96]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":6}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}