Transformer as an Incomplete Cognitive Architecture: What It Captures Well and What It Misses (A11 Perspective)
A new cognitive framework called Structure A11 proposes a hierarchical model for intelligence, with distinct layers for Will, Wisdom, Knowledge, Comprehension, Living Domain, and Realization. The paper argues that while transformer architectures excel at the Knowledge and Comprehension layers, they lack a true Will and struggle with genuine integrity, often smoothing over contradictions rather than acknowledging them. This framework suggests that transformers miss crucial aspects of human cognition, such as persistent intention and experiential qualia. AI
IMPACT This framework offers a new lens for evaluating LLM capabilities, potentially guiding future research towards more robust and integrated AI systems.