{"id":"https://openalex.org/W4415433177","doi":"https://doi.org/10.21437/interspeech.2025-1624","title":"Assessing the Performance and Efficiency of Mamba ASR in Low-Resource Scenarios","display_name":"Assessing the Performance and Efficiency of Mamba ASR in Low-Resource Scenarios","publication_year":2025,"publication_date":"2025-08-17","ids":{"openalex":"https://openalex.org/W4415433177","doi":"https://doi.org/10.21437/interspeech.2025-1624"},"language":"en","primary_location":{"id":"doi:10.21437/interspeech.2025-1624","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2025-1624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/2117/458974","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006038779","display_name":"Rodolfo Zevallos","orcid":"https://orcid.org/0000-0003-0192-7740"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rodolfo Zevallos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Mart\u00ed Cortada Garcia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mart\u00ed Cortada Garcia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114525676","display_name":"Sarah Solito","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sarah Solito","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055627499","display_name":"Carlos Mena","orcid":"https://orcid.org/0000-0002-2294-5895"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carlos Mena","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050307792","display_name":"Alex Peir\u00f3-Lilja","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alex Peir\u00f3-Lilja","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5025633053","display_name":"Javier Hernando","orcid":"https://orcid.org/0000-0002-1730-8154"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Javier Hernando","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5198","last_page":"5202"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.945900022983551,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.945900022983551,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.27160000801086426},{"id":"https://openalex.org/keywords/statistical-analysis","display_name":"Statistical analysis","score":0.24130000174045563},{"id":"https://openalex.org/keywords/theodolite","display_name":"Theodolite","score":0.2215999960899353},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.20180000364780426}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.33480000495910645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3061000108718872},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2964000105857849},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.27160000801086426},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2655999958515167},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.24130000174045563},{"id":"https://openalex.org/C46399941","wikidata":"https://www.wikidata.org/wiki/Q181517","display_name":"Theodolite","level":2,"score":0.2215999960899353},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.20180000364780426},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19589999318122864},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.19470000267028809}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.21437/interspeech.2025-1624","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2025-1624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2025","raw_type":"proceedings-article"},{"id":"pmh:oai:upcommons.upc.edu:2117/458974","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/458974","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference report"}],"best_oa_location":{"id":"pmh:oai:upcommons.upc.edu:2117/458974","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/458974","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference report"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Mamba,":[0],"a":[1,9,108],"state":[2],"space":[3],"model-based":[4],"architecture,":[5],"is":[6],"emerging":[7],"as":[8],"strong":[10],"alternative":[11],"to":[12,68,84],"Transformer":[13],"models,":[14],"showing":[15],"equal":[16],"or":[17],"superior":[18],"performance":[19,76],"in":[20,38],"sequence":[21],"generation,":[22],"including":[23],"speech.":[24],"However,":[25],"analyses":[26],"have":[27],"focused":[28],"mainly":[29],"on":[30,77,86],"highresource":[31],"scenarios.":[32,42,117],"This":[33],"paper":[34],"explores":[35],"Mamba\u2019s":[36],"potential":[37],"ASR":[39,111],"for":[40,70],"low-resource":[41],"We":[43],"compare":[44],"the":[45],"Transformerbased":[46],"Conformer":[47,69],"and":[48,101],"its":[49],"state-space":[50],"counterpart,":[51],"ConMamba,":[52],"across":[53,113],"nine":[54],"languages":[55],"with":[56],"varying":[57],"training":[58,95],"data.":[59],"Our":[60],"results":[61],"show":[62],"that":[63],"ConMamba":[64,89],"achieves":[65],"similar":[66],"WER":[67,81],"short-context":[71],"inputs":[72],"but":[73],"significantly":[74],"improves":[75],"long-context":[78],"inputs,":[79],"reducing":[80],"by":[82,104],"up":[83],"50%":[85,98],"average.":[87],"Additionally,":[88],"enhances":[90],"efficiency,":[91],"requiring":[92],"40\u201345%":[93],"less":[94,99],"time,":[96],"using":[97],"memory,":[100],"accelerating":[102],"inference":[103],"63\u201370%,":[105],"making":[106],"it":[107],"more":[109],"effective":[110],"solution":[112],"different":[114],"data":[115],"availability":[116]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-24T00:00:00"}
