{"id":"https://openalex.org/W7160611089","doi":"https://doi.org/10.48550/arxiv.2605.06276","title":"Linear Semantic Segmentation for Low-Resource Spoken Dialects","display_name":"Linear Semantic Segmentation for Low-Resource Spoken Dialects","publication_year":2026,"publication_date":"2026-05-07","ids":{"openalex":"https://openalex.org/W7160611089","doi":"https://doi.org/10.48550/arxiv.2605.06276"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.06276","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.06276","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.06276","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117865139","display_name":"Kirill Chirkunov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chirkunov, Kirill","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086381528","display_name":"Younes Samih","orcid":"https://orcid.org/0000-0002-0485-7920"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Samih, Younes","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087143068","display_name":"Abed Alhakim Freihat","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Freihat, Abed Alhakim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5002602581","display_name":"Hanan Aldarmaki","orcid":"https://orcid.org/0000-0003-1706-1777"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aldarmaki, Hanan","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":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T11640","display_name":"Linguistic Variation and Morphology","score":0.26100000739097595,"subfield":{"id":"https://openalex.org/subfields/3310","display_name":"Linguistics and Language"},"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/T11640","display_name":"Linguistic Variation and Morphology","score":0.26100000739097595,"subfield":{"id":"https://openalex.org/subfields/3310","display_name":"Linguistics and Language"},"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/T12380","display_name":"Authorship Attribution and Profiling","score":0.14810000360012054,"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/T12090","display_name":"Language and cultural evolution","score":0.1143999993801117,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7578999996185303},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.656499981880188},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5795999765396118},{"id":"https://openalex.org/keywords/coherence","display_name":"Coherence (philosophical gambling strategy)","score":0.4399000108242035},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.43209999799728394},{"id":"https://openalex.org/keywords/computational-linguistics","display_name":"Computational linguistics","score":0.4196999967098236},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.4041999876499176}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7578999996185303},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7059000134468079},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.656499981880188},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6538000106811523},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6086999773979187},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5795999765396118},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.4399000108242035},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.43209999799728394},{"id":"https://openalex.org/C155092808","wikidata":"https://www.wikidata.org/wiki/Q182557","display_name":"Computational linguistics","level":2,"score":0.4196999967098236},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.4041999876499176},{"id":"https://openalex.org/C98501671","wikidata":"https://www.wikidata.org/wiki/Q1948408","display_name":"Text segmentation","level":3,"score":0.3637999892234802},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3366999924182892},{"id":"https://openalex.org/C2781426162","wikidata":"https://www.wikidata.org/wiki/Q2275793","display_name":"Casual","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.3260999917984009},{"id":"https://openalex.org/C2776230583","wikidata":"https://www.wikidata.org/wiki/Q1322198","display_name":"Spoken language","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C2778243841","wikidata":"https://www.wikidata.org/wiki/Q56467","display_name":"Modern Standard Arabic","level":3,"score":0.3086000084877014},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.30070000886917114},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.29120001196861267},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.06276","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.06276","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.06276","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.06276","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7942158579826355}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Semantic":[0],"segmentation":[1,44,61,100,117],"is":[2],"a":[3,51,116],"core":[4],"component":[5],"of":[6],"discourse":[7,39,127],"analysis,":[8],"yet":[9],"existing":[10],"models":[11,101],"are":[12],"primarily":[13],"developed":[14],"and":[15,36,80,85,88,124,139],"evaluated":[16],"on":[17,24,66,104,109,133],"high-resource":[18],"written":[19],"text,":[20],"limiting":[21],"their":[22],"effectiveness":[23],"low-resource":[25,144],"spoken":[26,145],"varieties.":[27],"In":[28,46],"particular,":[29],"dialectal":[30,67,110,134],"Arabic":[31,92],"exhibits":[32],"informal":[33],"syntax,":[34],"code-switching,":[35],"weakly":[37],"marked":[38],"structure":[40],"that":[41,99,119],"challenge":[42],"standard":[43],"approaches.":[45],"this":[47,95],"paper,":[48],"we":[49,97],"introduce":[50],"new":[52],"multi-genre":[53],"benchmark":[54,70,138],"(more":[55],"than":[56],"1000":[57],"samples)":[58],"for":[59],"semantic":[60,122],"in":[62],"conversational":[63],"Arabic,":[64],"focusing":[65],"discourse.":[68],"The":[69,137],"covers":[71],"transcribed":[72,111],"casual":[73],"telephone":[74],"conversations,":[75],"code-switched":[76],"podcasts,":[77],"broadcast":[78],"news,":[79],"expressive":[81],"dialogue":[82],"from":[83],"novels,":[84],"was":[86],"annotated":[87],"validated":[89],"by":[90],"native":[91],"annotators.":[93],"Using":[94],"benchmark,":[96],"show":[98],"performing":[102],"well":[103],"MSA":[105],"news":[106],"genres":[107],"degrade":[108],"speech.":[112],"We":[113],"further":[114],"propose":[115],"model":[118],"targets":[120],"local":[121],"coherence":[123],"robustness":[125],"to":[126,142],"discontinuities,":[128],"consistently":[129],"outperforming":[130],"strong":[131],"baselines":[132],"non-news":[135],"genres.":[136],"approach":[140],"generalize":[141],"other":[143],"languages.":[146]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-09T00:00:00"}