{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T09:49:23Z","timestamp":1747216163600,"version":"3.40.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"type":"electronic","value":"9781643685489"}],"license":[{"start":{"date-parts":[[2024,10,16]],"date-time":"2024-10-16T00:00:00Z","timestamp":1729036800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,10,16]]},"abstract":"<jats:p>This paper introduces InsideOut, an original innovative framework that augments the emotional intelligence of Large Language Models (LLMs). Motivated by the cartoon, InsideOut is designed around a net of specialized agents, each dedicated to one of Ekman\u2019s fundamental emotions. These agents collaboratively refine responses sensitive to the emotional context of interactions. Our assessments, conducted using EmpatheticDialogues and involving models like GPT-4 and GigaChat, indicate substantial improvements in identifying human emotions and generating empathetic responses. These improvements are most evident in situations with apparent valence-arousal differences. InsideOut offers a promising avenue for evolving AI into more perceptive and human-centric communicators.<\/jats:p>","DOI":"10.3233\/faia241039","type":"book-chapter","created":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T13:58:32Z","timestamp":1729173512000},"source":"Crossref","is-referenced-by-count":0,"title":["InsideOut: Unifying Emotional LLMs to Foster Empathy"],"prefix":"10.3233","author":[{"given":"Mikhail","family":"Mozikov","sequence":"first","affiliation":[{"name":"AIRI, Moscow, Russia"},{"name":"NUST MISIS, Moscow, Russia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nikita","family":"Severin","sequence":"additional","affiliation":[{"name":"HSE University, Moscow, Russia"},{"name":"ISP RAS Research Center for Trusted Artificial Intelligence, Moscow, Russia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria","family":"Glushanina","sequence":"additional","affiliation":[{"name":"SPbU, Saint-Petersburg, Russia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mikhail","family":"Baklashkin","sequence":"additional","affiliation":[{"name":"MIPT, Moscow, Russia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6196-0564","authenticated-orcid":false,"given":"Andrey","family":"Savchenko","sequence":"additional","affiliation":[{"name":"Sber AI Lab, Moscow, Russia"},{"name":"ISP RAS Research Center for Trusted Artificial Intelligence, Moscow, Russia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3308-8825","authenticated-orcid":false,"given":"Ilya","family":"Makarov","sequence":"additional","affiliation":[{"name":"AIRI, Moscow, Russia"},{"name":"ISP RAS Research Center for Trusted Artificial Intelligence, Moscow, Russia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","ECAI 2024"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA241039","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T13:58:32Z","timestamp":1729173512000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA241039"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,16]]},"ISBN":["9781643685489"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia241039","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"type":"print","value":"0922-6389"},{"type":"electronic","value":"1879-8314"}],"subject":[],"published":{"date-parts":[[2024,10,16]]}}}