{"id":"https://openalex.org/W4403487118","doi":"https://doi.org/10.3233/faia240928","title":"Interpretation of the Intent Detection Problem as Dynamics in a Low-Dimensional Space","display_name":"Interpretation of the Intent Detection Problem as Dynamics in a Low-Dimensional Space","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403487118","doi":"https://doi.org/10.3233/faia240928"},"language":"en","primary_location":{"id":"doi:10.3233/faia240928","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240928","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240928","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240928","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073806456","display_name":"Eduardo S\u00e1nchez Karhunen","orcid":"https://orcid.org/0000-0003-0136-3332"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Eduardo Sanchez-Karhunen","raw_affiliation_strings":["University of Seville, Department of Computer Science and Artificial Intelligence. Seville, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0136-3332","affiliations":[{"raw_affiliation_string":"University of Seville, Department of Computer Science and Artificial Intelligence. Seville, Spain","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114285660","display_name":"Jose F. Quesada-Moreno","orcid":"https://orcid.org/0000-0001-7458-5855"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose F. Quesada-Moreno","raw_affiliation_strings":["University of Seville, Department of Computer Science and Artificial Intelligence. Seville, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7458-5855","affiliations":[{"raw_affiliation_string":"University of Seville, Department of Computer Science and Artificial Intelligence. Seville, Spain","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030982174","display_name":"Miguel \u00c1. Guti\u00e9rrez-Naranjo","orcid":"https://orcid.org/0000-0002-3624-6139"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel A. Guti\u00e9rrez-Naranjo","raw_affiliation_strings":["University of Seville, Department of Computer Science and Artificial Intelligence. Seville, Spain"],"raw_orcid":"https://orcid.org/0000-0002-3624-6139","affiliations":[{"raw_affiliation_string":"University of Seville, Department of Computer Science and Artificial Intelligence. Seville, Spain","institution_ids":["https://openalex.org/I79238269"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5073806456"],"corresponding_institution_ids":["https://openalex.org/I79238269"],"apc_list":null,"apc_paid":null,"fwci":0.7063,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.73442741,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.5637000203132629,"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/T10320","display_name":"Neural Networks and Applications","score":0.5637000203132629,"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/interpretation","display_name":"Interpretation (philosophy)","score":0.7925194501876831},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.6463202834129333},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.5902008414268494},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43032947182655334},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.327664315700531},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2587113678455353},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.15606731176376343},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.057235121726989746}],"concepts":[{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.7925194501876831},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.6463202834129333},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5902008414268494},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43032947182655334},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.327664315700531},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2587113678455353},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.15606731176376343},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.057235121726989746},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia240928","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240928","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240928","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia240928","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240928","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240928","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403487118.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4313320911","https://openalex.org/W4327743144","https://openalex.org/W4245077728","https://openalex.org/W2390279801","https://openalex.org/W2607424049","https://openalex.org/W4390922876","https://openalex.org/W3183204001"],"abstract_inverted_index":{"Intent":[0],"detection":[1,34,105,193],"is":[2,9,48,124,132],"a":[3,17,22,88,118,127,173],"text":[4],"classification":[5],"task":[6,47],"whose":[7,130],"aim":[8],"to":[10,68,126,134],"recognize":[11],"and":[12,137],"label":[13],"the":[14,32,38,41,56,62,70,81,102,135,146,154,161,184,191],"semantics":[15],"behind":[16],"users\u2019":[18],"query.":[19],"It":[20],"plays":[21],"critical":[23],"role":[24],"in":[25],"various":[26],"business":[27],"applications.":[28],"The":[29],"output":[30,155],"of":[31,40,59,77,176,187],"intent":[33,104,192],"module":[35],"strongly":[36],"conditions":[37],"behavior":[39],"whole":[42],"system.":[43],"This":[44,122],"sequence":[45],"analysis":[46],"mainly":[49],"tackled":[50],"using":[51],"deep":[52],"learning":[53],"techniques.":[54],"Despite":[55],"widespread":[57],"use":[58],"these":[60],"techniques,":[61],"internal":[63],"mechanisms":[64,83],"used":[65],"by":[66,85],"networks":[67,111,188],"solve":[69,101,190],"problem":[71],"are":[72],"poorly":[73],"understood.":[74],"Recent":[75],"lines":[76],"work":[78],"have":[79],"analyzed":[80],"computational":[82],"learned":[84],"RNNs":[86],"from":[87],"dynamical":[89],"systems":[90],"perspective.":[91],"In":[92],"this":[93],"work,":[94],"we":[95],"investigate":[96],"how":[97],"different":[98],"RNN":[99,144],"architectures":[100],"SNIPS":[103],"problem.":[106],"Sentences":[107],"injected":[108],"into":[109,183],"trained":[110],"can":[112],"be":[113],"interpreted":[114],"as":[115],"trajectories":[116,147],"traversing":[117],"hidden":[119,138],"state":[120],"space.":[121],"space":[123],"constrained":[125],"low-dimensional":[128],"manifold":[129],"dimensionality":[131],"related":[133],"embedding":[136],"layer":[139,156],"sizes.":[140],"To":[141],"generate":[142],"predictions,":[143],"steers":[145],"towards":[148],"concrete":[149],"regions,":[150],"spatially":[151],"aligned":[152],"with":[153,172],"matrix":[157],"rows":[158],"directions.":[159],"Underlying":[160],"system":[162],"dynamics,":[163],"an":[164],"unexpected":[165],"fixed":[166],"point":[167],"topology":[168],"has":[169],"been":[170],"identified":[171],"limited":[174],"number":[175],"attractors.":[177],"Our":[178],"results":[179],"provide":[180],"new":[181],"insights":[182],"inner":[185],"workings":[186],"that":[189],"task.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}