{"id":"https://openalex.org/W4412876982","doi":"https://doi.org/10.1145/3711896.3737393","title":"MentalChat16K: A Benchmark Dataset for Conversational Mental Health Assistance","display_name":"MentalChat16K: A Benchmark Dataset for Conversational Mental Health Assistance","publication_year":2025,"publication_date":"2025-08-03","ids":{"openalex":"https://openalex.org/W4412876982","doi":"https://doi.org/10.1145/3711896.3737393","pmid":"https://pubmed.ncbi.nlm.nih.gov/41098434"},"language":"en","primary_location":{"id":"doi:10.1145/3711896.3737393","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3711896.3737393","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104706366","display_name":"Jia Xu","orcid":"https://orcid.org/0000-0002-2034-9029"},"institutions":[{"id":"https://openalex.org/I73443619","display_name":"University of Southern Maine","ror":"https://ror.org/03ke6tv85","country_code":"US","type":"education","lineage":["https://openalex.org/I2802397601","https://openalex.org/I73443619"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jia Xu","raw_affiliation_strings":["University of Pennsylvania, Philadephia, PA, USA and The Roux Institute, Northeastern University, Portland, Maine, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadephia, PA, USA and The Roux Institute, Northeastern University, Portland, Maine, USA","institution_ids":["https://openalex.org/I73443619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101316323","display_name":"Tianyi Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I83399316","display_name":"Rockefeller University","ror":"https://ror.org/0420db125","country_code":"US","type":"education","lineage":["https://openalex.org/I83399316"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tianyi Wei","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA and The Rockefeller University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA and The Rockefeller University, New York, NY, USA","institution_ids":["https://openalex.org/I83399316"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005452724","display_name":"Bojian Hou","orcid":"https://orcid.org/0000-0002-3894-4547"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bojian Hou","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009262032","display_name":"Patryk Orzechowski","orcid":"https://orcid.org/0000-0003-3578-9809"},"institutions":[{"id":"https://openalex.org/I3019092743","display_name":"University of Agriculture in Krakow","ror":"https://ror.org/012dxyr07","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019092743"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Patryk Orzechowski","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA and AGH University of Krakow, Krak\u00f3w, Poland"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA and AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I3019092743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005417395","display_name":"Shu Yang","orcid":"https://orcid.org/0000-0002-8507-7191"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shu Yang","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069132601","display_name":"Ruochen Jin","orcid":"https://orcid.org/0000-0002-0822-539X"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruochen Jin","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119175119","display_name":"Rachael Paulbeck","orcid":null},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rachael Paulbeck","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049576009","display_name":"Joost Wagenaar","orcid":"https://orcid.org/0000-0003-0837-7120"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]},{"id":"https://openalex.org/I922845939","display_name":"Philadelphia University","ror":"https://ror.org/03zzmyz63","country_code":"US","type":"education","lineage":["https://openalex.org/I922845939"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joost Wagenaar","raw_affiliation_strings":["University of Pennsylvania, Philadephia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadephia, PA, USA","institution_ids":["https://openalex.org/I922845939","https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062843873","display_name":"George Demiris","orcid":"https://orcid.org/0000-0002-6318-5829"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]},{"id":"https://openalex.org/I922845939","display_name":"Philadelphia University","ror":"https://ror.org/03zzmyz63","country_code":"US","type":"education","lineage":["https://openalex.org/I922845939"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George Demiris","raw_affiliation_strings":["University of Pennsylvania, Philadephia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadephia, PA, USA","institution_ids":["https://openalex.org/I922845939","https://openalex.org/I79576946"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100333320","display_name":"Li Shen","orcid":"https://orcid.org/0000-0002-5443-0503"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li Shen","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5104706366"],"corresponding_institution_ids":["https://openalex.org/I73443619"],"apc_list":null,"apc_paid":null,"fwci":7.3334,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.96974526,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"2025","issue":null,"first_page":"5367","last_page":"5378"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9994999766349792,"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":0.9994999766349792,"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":0.996999979019165,"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":0.9923999905586243,"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/benchmark","display_name":"Benchmark (surveying)","score":0.8192485570907593},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7027342915534973},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6346753239631653},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37959396839141846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35317131876945496},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2415638267993927},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.15500274300575256},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.08345609903335571},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07124912738800049}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8192485570907593},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7027342915534973},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6346753239631653},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37959396839141846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35317131876945496},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2415638267993927},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.15500274300575256},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.08345609903335571},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07124912738800049}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3711896.3737393","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3711896.3737393","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"},{"id":"pmid:41098434","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41098434","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KDD : proceedings. International Conference on Knowledge Discovery & Data Mining","raw_type":null},{"id":"pmh:oai:europepmc.org:11327841","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12520247","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1964157254","https://openalex.org/W2041889512","https://openalex.org/W2063757992","https://openalex.org/W2108822415","https://openalex.org/W2164777277","https://openalex.org/W2340886687","https://openalex.org/W2964262738","https://openalex.org/W2990138404","https://openalex.org/W3020723637","https://openalex.org/W3021327547","https://openalex.org/W3173209146","https://openalex.org/W3196194504","https://openalex.org/W3197232629","https://openalex.org/W4210468276","https://openalex.org/W4212764525","https://openalex.org/W4223610593","https://openalex.org/W4290948184","https://openalex.org/W4297502289","https://openalex.org/W4307433227","https://openalex.org/W4320921249","https://openalex.org/W4376630419","https://openalex.org/W4376871976","https://openalex.org/W4385571232","https://openalex.org/W4385572714","https://openalex.org/W4387251677","https://openalex.org/W4387617694","https://openalex.org/W4399317448","https://openalex.org/W4400412362","https://openalex.org/W6600228653","https://openalex.org/W6600424091","https://openalex.org/W6600662749"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4246352526"],"abstract_inverted_index":{"We":[0],"introduce":[1],"MentalChat16K,":[2],"an":[3],"English":[4],"benchmark":[5],"dataset":[6,13,16,48,95,125],"combining":[7],"a":[8,15,36,68,107],"synthetic":[9],"mental":[10,63,90,122],"health":[11,64,91],"counseling":[12],"and":[14,26,44,55,101,130,133],"of":[17,28,39,57],"anonymized":[18],"transcripts":[19],"from":[20],"interventions":[21],"between":[22],"Behavioral":[23],"Health":[24],"Coaches":[25],"Caregivers":[27],"patients":[29],"in":[30],"palliative":[31],"or":[32],"hospice":[33],"care.":[34],"Covering":[35],"diverse":[37],"range":[38],"conditions":[40],"like":[41],"depression,":[42],"anxiety,":[43],"grief,":[45],"this":[46,73],"curated":[47],"is":[49,126],"designed":[50],"to":[51,72,78,86,89,114],"facilitate":[52],"the":[53,111,131],"development":[54],"evaluation":[56],"large":[58],"language":[59],"models":[60],"for":[61,110],"conversational":[62],"assistance.":[65],"By":[66],"providing":[67],"high-quality":[69],"resource":[70],"tailored":[71],"critical":[74],"domain,":[75],"MentalChat16K":[76,105],"aims":[77],"advance":[79],"research":[80,112],"on":[81,137],"empathetic,":[82],"personalized":[83],"AI":[84,116],"solutions":[85],"improve":[87],"access":[88],"support":[92],"services.":[93],"The":[94,124],"prioritizes":[96],"patient":[97],"privacy,":[98],"ethical":[99],"considerations,":[100],"responsible":[102],"data":[103],"usage.":[104],"presents":[106],"valuable":[108],"opportunity":[109],"community":[113],"innovate":[115],"technologies":[117],"that":[118],"can":[119],"positively":[120],"impact":[121],"well-being.":[123],"available":[127],"at":[128,139],"https://huggingface.co/datasets/ShenLab/MentalChat16K":[129],"code":[132],"documentation":[134],"are":[135],"hosted":[136],"GitHub":[138],"https://github.com/PennShenLab/MentalChat16K.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-29T08:15:47.926485","created_date":"2025-10-10T00:00:00"}
