Reasoning LLMs for User-Aware Multimodal Conversational Agents. - Hamed Rahimi; Jeanne Cattoni; Meriem Beghili; Mouad Abrini; Mahdi Khoramshahi; Maribel Pino; Mohamed Chetouani (CoRR, 2025)