D3.1 Algorithms Definition, Baselines, Open Issues and Use Cases

This report presents Deliverable D3.1, offering and methodological exploration of knowledge representation, with a focus on enhancing context-aware dialogue systems through contextual information. It outlines the algorithms for handling of contextual elements within dialogue systems acting in low-risk and high-risk scenarios, focusing on improve interpretability and trustworthiness, aligning with ELOQUENCE's objectives of developing hybrid LLMs for effective conversational agents.