{"id":"https://openalex.org/W7140115464","doi":"https://doi.org/10.18653/v1/2026.healing-1.7","title":"Position: Biomedical NLP Demands Specialization, Not Generalization","display_name":"Position: Biomedical NLP Demands Specialization, Not Generalization","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7140115464","doi":"https://doi.org/10.18653/v1/2026.healing-1.7"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2026.healing-1.7","doi":"https://doi.org/10.18653/v1/2026.healing-1.7","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.healing-1.7","pdf_url":"https://aclanthology.org/2026.healing-1.7.pdf","source":{"id":"https://openalex.org/S7407120713","display_name":"Workshop on Linguistic Analysis for Health (HeaLing)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320244","host_organization_name":"Association for Computational Linguistics","host_organization_lineage":["https://openalex.org/P4310320244"],"host_organization_lineage_names":["Association for Computational Linguistics"],"type":"conference"},"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 1st Workshop on Linguistic Analysis for Health (HeaLing 2026)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://aclanthology.org/2026.healing-1.7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017188403","display_name":"Azmine Toushik Wasi","orcid":"https://orcid.org/0000-0001-9509-5804","observed_orcids":["https://orcid.org/0000-0001-9509-5804"]},"institutions":[{"id":"https://openalex.org/I133190216","display_name":"Shahjalal University of Science and Technology","ror":"https://ror.org/05hm0vv72","country_code":"BD","type":"education","lineage":["https://openalex.org/I133190216"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Azmine Toushik Wasi","raw_affiliation_strings":["Computational Intelligence and Operations Laboratory , Bangladesh Shahjalal University of Science and Technology , Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Intelligence and Operations Laboratory , Bangladesh Shahjalal University of Science and Technology , Bangladesh","institution_ids":["https://openalex.org/I133190216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5017188403"],"corresponding_institution_ids":["https://openalex.org/I133190216"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11790393,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"77","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9570000171661377,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9570000171661377,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.03200000151991844,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.004100000020116568,"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/biomedical-natural-language-processing","display_name":"biomedical natural language processing","score":0.9369999766349792},{"id":"https://openalex.org/keywords/model-specialization","display_name":"model specialization","score":0.6019999980926514},{"id":"https://openalex.org/keywords/multimodal-artificial-intelligence","display_name":"multimodal AI","score":0.6850000023841858},{"id":"https://openalex.org/keywords/bias-amplification","display_name":"bias amplification","score":0.875},{"id":"https://openalex.org/keywords/underrepresented-groups","display_name":"underrepresented groups","score":0.796999990940094}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6593000292778015},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6057999730110168},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5877000093460083},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5550000071525574},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3513000011444092},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.23680000007152557},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2296999990940094},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2264000028371811},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.22169999778270721},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.21559999883174896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.healing-1.7","doi":"https://doi.org/10.18653/v1/2026.healing-1.7","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.healing-1.7","pdf_url":"https://aclanthology.org/2026.healing-1.7.pdf","source":{"id":"https://openalex.org/S7407120713","display_name":"Workshop on Linguistic Analysis for Health (HeaLing)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320244","host_organization_name":"Association for Computational Linguistics","host_organization_lineage":["https://openalex.org/P4310320244"],"host_organization_lineage_names":["Association for Computational Linguistics"],"type":"conference"},"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 1st Workshop on Linguistic Analysis for Health (HeaLing 2026)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.healing-1.7","doi":"https://doi.org/10.18653/v1/2026.healing-1.7","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.healing-1.7","pdf_url":"https://aclanthology.org/2026.healing-1.7.pdf","source":{"id":"https://openalex.org/S7407120713","display_name":"Workshop on Linguistic Analysis for Health (HeaLing)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320244","host_organization_name":"Association for Computational Linguistics","host_organization_lineage":["https://openalex.org/P4310320244"],"host_organization_lineage_names":["Association for Computational Linguistics"],"type":"conference"},"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 1st Workshop on Linguistic Analysis for Health (HeaLing 2026)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7140115464.pdf","grobid_xml":"https://content.openalex.org/works/W7140115464.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4409531882","https://openalex.org/W4392044798","https://openalex.org/W7134955975","https://openalex.org/W4392139142","https://openalex.org/W7162766760","https://openalex.org/W4402701735","https://openalex.org/W4401397240","https://openalex.org/W7159847229","https://openalex.org/W7171457669","https://openalex.org/W7172321488"],"abstract_inverted_index":{"Multimodal":[0],"Artificial":[1],"Intelligence":[2],"(AI)promises":[3],"to":[4,167],"transform":[5],"biomedicine":[6],"by":[7],"integrating":[8],"imaging,":[9],"genomics,":[10],"and":[11,54,76,111,120,138,152,162],"clinical":[12],"data":[13,74],"for":[14,95,116,146,160,179],"superior":[15],"decision-making.Yet,":[16],"we":[17,101,123],"contend":[18],"that":[19,40,50,89],"the":[20,31,48,157],"current":[21],"pursuit":[22],"of":[23,34,83,140,149],"large-scale":[24],"generalist":[25,90],"models":[26,91],"is":[27],"fundamentally":[28],"misaligned":[29],"with":[30,127],"high-risk":[32],"nature":[33],"biomedical":[35,41,68,86,117,164],"applications.This":[36],"position":[37],"paper":[38],"argues":[39],"NLP":[42],"demands":[43],"specialization,":[44],"not":[45],"generalization,":[46],"challenging":[47],"assumption":[49],"greater":[51],"model":[52],"scale":[53],"generality":[55],"inherently":[56],"ensure":[57],"robustness":[58],"in":[59,85,176],"healthcare.We":[60],"propose":[61],"a":[62,80,98,103,147],"theoretical":[63],"framework":[64],"built":[65],"on":[66,108,171],"three":[67],"axioms:":[69],"error":[70],"cost":[71],"asymmetry,":[72],"multimodal":[73],"fragility,":[75],"interpretability-utility":[77],"coupling,":[78],"alongside":[79],"formal":[81],"proof":[82],"criticality":[84],"AI,":[87],"showing":[88],"are":[92],"intrinsically":[93],"unsuited":[94],"medical":[96],"tasks.As":[97],"secondary":[99],"contribution,":[100],"advance":[102],"task-first":[104],"design":[105],"paradigm":[106],"centered":[107],"modular,":[109],"specialized,":[110],"ethically":[112],"grounded":[113],"AI":[114],"architectures":[115],"use.Through":[118],"analysis":[119],"illustrative":[121],"cases,":[122],"contrast":[124],"this":[125],"approach":[126],"scale-centric":[128],"strategies,":[129],"exposing":[130],"risks":[131],"such":[132],"as":[133,156],"bias":[134],"amplification,":[135],"reduced":[136],"interpretability,":[137],"exclusion":[139],"rare":[141],"or":[142],"underrepresented":[143],"populations.We":[144],"call":[145],"realignment":[148],"research,":[150],"funding,":[151],"regulation":[153],"toward":[154],"specialization":[155],"sustainable":[158],"path":[159],"meaningful":[161],"equitable":[163],"NLP,":[165],"aiming":[166],"spark":[168],"critical":[169],"discourse":[170],"what":[172],"constitutes":[173],"genuine":[174],"progress":[175],"machine":[177],"learning":[178],"health.":[180]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-03-24T00:00:00"}
