{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,24]],"date-time":"2025-09-24T00:17:21Z","timestamp":1758673041415,"version":"3.44.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686110","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,9,22]],"date-time":"2025-09-22T00:00:00Z","timestamp":1758499200000},"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":[[2025,9,22]]},"abstract":"<jats:p>Large Language Model (LLM) \u201challucinations\u201d can be catalysts for discovery. This paper introduces a neurosymbolic framework leveraging these errors to enhance reliability and interdisciplinary innovation. We propose an ontology-guided verification and human-in-the-loop (HITL) refinement cycle, where LLM-generated insights are checked against and refine an evolving ontology. Discrepancies are flagged, and experts validate and integrate these insights, mitigating biases and fostering emergent concepts. A case study in avionic diagnostics demonstrates potential. Our contributions include a framework for leveraging LLM hallucinations, suggesting pathways towards improved scalability, fostering interdisciplinary insights, and ensuring ethical alignment, contributing to Hybrid Human-AI Intelligence. Future work will focus on implementation and validation.<\/jats:p>","DOI":"10.3233\/faia250695","type":"book-chapter","created":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T14:38:53Z","timestamp":1758638333000},"source":"Crossref","is-referenced-by-count":0,"title":["Transforming Hallucinations into Discovery: A Neurosymbolic Framework for Human-AI Collaborative Knowledge Evolution"],"prefix":"10.3233","author":[{"given":"Marco","family":"Monti","sequence":"first","affiliation":[{"name":"Free University of Bozen-Bolzano (UNIBZ), Piazza Universit\u00e0, 1\u201439100, Bozen-Bolzano (BZ), Italy"},{"name":"IBM, Circonvallazione Idroscalo, 20090, Segrate (MI), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ruslan Idelfonso","family":"Maga\u00f1a Vsevolodovna","sequence":"additional","affiliation":[{"name":"IBM Client Innovation Center Italy, Via San Bovio 3 - Localit\u00e0 San Felice \u2013 20054 Segrate (MI), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","HHAI 2025"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA250695","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T14:38:53Z","timestamp":1758638333000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA250695"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,22]]},"ISBN":["9781643686110"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia250695","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9,22]]}}}