{"id":"https://openalex.org/W4416034013","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.982","title":"Assess and Prompt: A Generative RL Framework for Improving Engagement in Online Mental Health Communities","display_name":"Assess and Prompt: A Generative RL Framework for Improving Engagement in Online Mental Health Communities","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416034013","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.982"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.982","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.982","pdf_url":"https://aclanthology.org/2025.findings-emnlp.982.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-emnlp.982.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120308471","display_name":"Bhagesh Gaur","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bhagesh Gaur","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082518296","display_name":"Karan Gupta","orcid":"https://orcid.org/0000-0002-4825-6625"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karan Gupta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020634829","display_name":"Aseem Srivastava","orcid":"https://orcid.org/0000-0003-1239-0707"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aseem Srivastava","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087575001","display_name":"Manish Gupta","orcid":"https://orcid.org/0000-0002-1949-2231"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manish Gupta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5066369545","display_name":"Md Shad Akhtar","orcid":"https://orcid.org/0000-0002-2033-2382"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md Shad Akhtar","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":"18102","last_page":"18118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.18320000171661377,"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"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.18320000171661377,"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/T12488","display_name":"Mental Health via Writing","score":0.11900000274181366,"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/T11639","display_name":"Mental Health and Patient Involvement","score":0.0843999981880188,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5755000114440918},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.337799996137619},{"id":"https://openalex.org/keywords/agency","display_name":"Agency (philosophy)","score":0.33219999074935913},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.3287999927997589},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.28929999470710754},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.289000004529953}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5755000114440918},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5597000122070312},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.38029998540878296},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.337799996137619},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.33219999074935913},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.33000001311302185},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.28929999470710754},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.289000004529953},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.27410000562667847},{"id":"https://openalex.org/C2776674806","wikidata":"https://www.wikidata.org/wiki/Q12135","display_name":"Mental illness","level":3,"score":0.27090001106262207},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.26460000872612},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26109999418258667},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.25929999351501465}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-emnlp.982","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.982","pdf_url":"https://aclanthology.org/2025.findings-emnlp.982.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.982","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.982","pdf_url":"https://aclanthology.org/2025.findings-emnlp.982.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322753","display_name":"Infosys Foundation","ror":"https://ror.org/03bs18y54"},{"id":"https://openalex.org/F4320330597","display_name":"Indraprastha Institute of Information Technology, Delhi","ror":"https://ror.org/03vfp4g33"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416034013.pdf","grobid_xml":"https://content.openalex.org/works/W4416034013.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Online":[0],"Mental":[1],"Health":[2],"Communities":[3],"(OMHCs)":[4],"provide":[5],"crucial":[6],"peer":[7],"and":[8,35,64,79,124,141,161],"expert":[9],"support,":[10],"yet":[11],"many":[12],"posts":[13,55,134],"remain":[14],"unanswered":[15],"due":[16],"to":[17,38,145],"missing":[18,147],"support":[19,45,69,82,92,112,139],"attributes":[20,93],"that":[21,31,105],"signal":[22],"the":[23,62,76,136,168],"need":[24],"for":[25,61,94,128,135],"help.We":[26],"present":[27],"a":[28,50,87,101,121,126],"novel":[29],"framework":[30],"identifies":[32],"these":[33],"gaps":[34],"prompts":[36,144],"users":[37],"enrich":[39],"their":[40],"posts,":[41],"thereby":[42],"improving":[43],"engagement.To":[44],"this,":[46],"we":[47,85,98],"introduce":[48],"REDDME,":[49],"new":[51],"dataset":[52],"of":[53,66,91,138],"4,760":[54],"from":[56],"mental":[57],"health":[58],"subreddits":[59],"annotated":[60],"span":[63],"intensity":[65,114],"three":[67],"key":[68],"attributes:":[70],"event":[71],"(what":[72,74,81],"happened?),effect":[73],"did":[75],"user":[77,162],"experience?),":[78],"requirement":[80],"they":[83],"need?).Next,":[84],"devise":[86],"hierarchical":[88,122],"taxonomy,":[89,123],"CUETAXO,":[90],"controlled":[95,117],"question":[96,118],"generation.Further,":[97],"propose":[99],"MH-COPILOT,":[100],"reinforcement":[102],"learning-based":[103],"system":[104],"integrates":[106],"(a)":[107],"contextual":[108],"attribute-span":[109],"identification,":[110],"(b)":[111],"attribute":[113,159],"classification,":[115],"(c)":[116],"generation":[119],"via":[120],"(d)":[125],"verifier":[127],"reward":[129],"modeling.Our":[130],"model":[131],"dynamically":[132],"assesses":[133],"presence/absence":[137],"attributes,":[140],"generates":[142],"targeted":[143],"elicit":[146],"information.Empirical":[148],"results":[149],"across":[150],"four":[151],"notable":[152],"language":[153],"models":[154],"demonstrate":[155],"significant":[156],"improvements":[157],"in":[158,171],"elicitation":[160],"engagement.A":[163],"human":[164],"evaluation":[165],"further":[166],"validates":[167],"model's":[169],"effectiveness":[170],"real-world":[172],"OMHC":[173],"settings.":[174]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-11-08T00:00:00"}
