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Towards a cognitive architecture to enable natural language interaction in co-constructive task learning

arXiv 2503.23760 ↗First posted 31 Mar 2025cs.RO cs.CL cs.HCcited by 0

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Abstract (arXiv)

This research addresses the question, which characteristics a cognitive architecture must have to leverage the benefits of natural language in Co-Constructive Task Learning (CCTL). To provide context, we first discuss Interactive Task Learning (ITL), the mechanisms of the human memory system, and the significance of natural language and multi-modality. Next, we examine the current state of cognitive architectures, analyzing their capabilities to inform a concept of CCTL grounded in multiple sources. We then integrate insights from various research domains to develop a unified framework. Finally, we conclude by identifying the remaining challenges and requirements necessary to achieve CCTL in Human-Robot Interaction (HRI).

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References · 8

  1. 2023Structured prompt interrogation and recursive extraction of semantics (SPIRES): A method for populating knowledge bases using zero-shot learningcited by 50
  2. 2023Incremental Learning of Humanoid Robot Behavior from Natural Interaction and Large Language Modelscited by 19
  3. 2015A Roadmap towards Machine Intelligencecited by 15
  4. 2022A Memory System of a Robot Cognitive Architecture and its Implementation in ArmarXcited by 11
  5. 2020Foundations of the Socio-physical Model of Activities (SOMA) for Autonomous Robotic Agentscited by 7
  6. 2021EMISSOR: A platform for capturing multimodal interactions as Episodic Memories and Interpretations with Situated Scenario-based Ontological Referencescited by 4
  7. 2022CASPER: Cognitive Architecture for Social Perception and Engagement in Robotscited by 1
  8. 2023From Interactive to Co-Constructive Task Learningcited by 1

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