Show Your Work: Mechanistic Transparency in LLM-Powered Human-Robot Interaction. - Umur Yildiz; Berk Yüce; Ayaz Karadag; Tugçe Nur Pekçetin; Burcu A. Urgen (HRI Companion, 2026)