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In this study, we investigate an alternate mechanism to handle such non-sensitive posts (i.e., those not indicating mood problems) in college settings. To do so, we generate and use training data provided by a cohort of peer college students so that responses to non-sensitive posts are contextual, emotionally aware, and empathetic while also being terminal (not asking follow-up questions). Using data from a real mental-wellness app used by students, we identify that AI models trained with our peer-provided dataset generate desirable responses to non-sensitive posts, while models trained with state-of-the-art (Facebook\u2019s) Empathetic Dataset yields responses that ask many follow-up questions, hence giving a perception of being intrusive. We believe that mental wellness apps today must not assume that any subject using these apps has mood problems. Perceptions of intrusiveness (i.e., apps asking many questions) must be a factor in design. We also believe that peer students can provide rich and reliable training datasets for college mental wellness apps, a topic that is not yet explored.<\/jats:p>","DOI":"10.1145\/3616382","type":"journal-article","created":{"date-parts":[[2023,9,16]],"date-time":"2023-09-16T10:21:36Z","timestamp":1694859696000},"page":"1-27","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["A Friend in Need Is a Friend Indeed: Investigating the Quality of Training Data from Peers for Auto-generating Empathetic Textual Responses to Non-Sensitive Posts in a Cohort of College Students"],"prefix":"10.1145","volume":"1","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-2676-4125","authenticated-orcid":false,"given":"Ravi","family":"Sharma","sequence":"first","affiliation":[{"name":"University of South Florida, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-7117-0834","authenticated-orcid":false,"given":"Jamshidbek","family":"Mirzakhalov","sequence":"additional","affiliation":[{"name":"Monic.AI, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0508-965X","authenticated-orcid":false,"given":"Pratool","family":"Bharti","sequence":"additional","affiliation":[{"name":"Northern Illinois University, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4365-6304","authenticated-orcid":false,"given":"Raj","family":"Goyal","sequence":"additional","affiliation":[{"name":"Ajivar LLC, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2082-2733","authenticated-orcid":false,"given":"Trine","family":"Schmidt","sequence":"additional","affiliation":[{"name":"Ajivar LLC, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5330-8549","authenticated-orcid":false,"given":"Sriram","family":"Chellappan","sequence":"additional","affiliation":[{"name":"University of South Florida, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2023,12,6]]},"reference":[{"key":"e_1_3_3_2_2","first-page":"65","volume-title":"Proceedings of the ACL Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation and\/or Summarization","author":"Banerjee Satanjeev","year":"2005","unstructured":"Satanjeev Banerjee and Alon Lavie. 2005. 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