The Five-Dimensional Innovation Model: A Conceptual Framework for Distinguishing Human and Artificial Cognition
This paper introduces the Five-Dimensional Innovation Model (FDIM), a novel conceptual framework for systematically assessing the fundamental gap between Large Language Models (LLMs) and human innovative capacity. While LLMs demonstrate impressive linguistic fluency and pattern recognition, they lack the cognitive ecology necessary for genuine innovation. The FDIM identifies five essential dimensions—Embodiment, Embeddedness, Enactment, Extension, and Meta-Awareness—that constitute the lived structure of human innovation. Through phenomenological and cognitive science perspectives, this paper argues that innovation is not merely the generation of novel outputs but the unfolding of awareness through experiential engagement with the world. LLMs operate within a reduced-dimensional cognitive plane, producing syntactic novelty without semantic depth, contextual relevance, or self-reflective growth. The framework concludes by proposing pathways toward artificial innovation through experiential learning architectures, embedded awareness systems, enactive feedback mechanisms, co-creative partnerships, and meta-cognitive capabilities. This work contributes a theoretical foundation for rethinking artificial intelligence beyond computational scaling toward enriched, dimensionally complete cognition.
Institutions
- American University of Beirut (LB)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2025-10-14
- DOI
- https://doi.org/10.5281/zenodo.17346348
- Primary Topic
- Language and cultural evolution
- Type
- article
- Field-Weighted Citation Impact
- 0.00