{"id":"https://openalex.org/W7127300889","doi":"https://doi.org/10.48550/arxiv.2602.02440","title":"Large Language Models for Mental Health: A Multilingual Evaluation","display_name":"Large Language Models for Mental Health: A Multilingual Evaluation","publication_year":2026,"publication_date":"2026-02-02","ids":{"openalex":"https://openalex.org/W7127300889","doi":"https://doi.org/10.48550/arxiv.2602.02440"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.02440","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5124951873","display_name":"Nishat Raihan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raihan, Nishat","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049236106","display_name":"Sadiya Sayara Chowdhury Puspo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Puspo, Sadiya Sayara Chowdhury","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124886759","display_name":"Ana-Maria Bucur","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bucur, Ana-Maria","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046479021","display_name":"Stevie Chancellor","orcid":"https://orcid.org/0000-0003-0620-0903"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chancellor, Stevie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5124896832","display_name":"Marcos Zampieri","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zampieri, Marcos","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":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09167022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T12488","display_name":"Mental Health via Writing","score":0.7545999884605408,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.7545999884605408,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.10740000009536743,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.020400000736117363,"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/quality","display_name":"Quality (philosophy)","score":0.5221999883651733},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.4864000082015991},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.483599990606308},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.3993000090122223},{"id":"https://openalex.org/keywords/multilingualism","display_name":"Multilingualism","score":0.30230000615119934}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5630999803543091},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5221999883651733},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.4864000082015991},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.483599990606308},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.43720000982284546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4065999984741211},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.3993000090122223},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.3718999922275543},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32089999318122864},{"id":"https://openalex.org/C2780035574","wikidata":"https://www.wikidata.org/wiki/Q30081","display_name":"Multilingualism","level":2,"score":0.30230000615119934},{"id":"https://openalex.org/C2779313563","wikidata":"https://www.wikidata.org/wiki/Q17072565","display_name":"On Language","level":2,"score":0.2955999970436096}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.02440","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.02440","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.02440","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":"pmh:doi:10.48550/arxiv.2602.02440","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8539693355560303,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"have":[4],"remarkable":[5],"capabilities":[6],"across":[7,76],"NLP":[8,63],"tasks.":[9],"However,":[10,105],"their":[11,47,143],"performance":[12,54,106],"in":[13,41,55,132,137],"multilingual":[14],"contexts,":[15],"especially":[16],"within":[17],"the":[18,114,128],"mental":[19,38,134],"health":[20,39,135],"domain,":[21],"has":[22],"not":[23,67],"been":[24],"thoroughly":[25],"explored.":[26],"In":[27,70],"this":[28,117],"paper,":[29],"we":[30,72],"evaluate":[31],"proprietary":[32],"and":[33,58,79,90,113,122,142],"open-source":[34,92],"LLMs":[35,89,93,131],"on":[36,85,98,107],"eight":[37],"datasets":[40],"various":[42],"languages,":[43],"as":[44,46],"well":[45],"machine-translated":[48],"(MT)":[49],"counterparts.":[50],"We":[51],"compare":[52],"LLM":[53,86],"zero-shot,":[56],"few-shot,":[57],"fine-tuned":[59,91],"settings":[60],"against":[61],"conventional":[62],"baselines":[64],"that":[65],"do":[66],"employ":[68],"LLMs.":[69],"addition,":[71],"assess":[73],"translation":[74,146],"quality":[75,147],"language":[77,121],"families":[78],"typologies":[80],"to":[81],"understand":[82],"its":[83],"influence":[84],"performance.":[87],"Proprietary":[88],"achieve":[94],"competitive":[95],"F1":[96],"scores":[97],"several":[99],"datasets,":[100],"often":[101],"surpassing":[102],"state-of-the-art":[103],"results.":[104],"MT":[108],"data":[109],"is":[110],"generally":[111],"lower,":[112],"extent":[115],"of":[116,130],"decline":[118],"varies":[119],"by":[120],"typology.":[123],"This":[124],"variation":[125],"highlights":[126],"both":[127],"strengths":[129],"handling":[133],"tasks":[136],"languages":[138],"other":[139],"than":[140],"English":[141],"limitations":[144],"when":[145],"introduces":[148],"structural":[149],"or":[150],"lexical":[151],"mismatches.":[152]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-02-04T00:00:00"}
