FLCT (Fuzzy Latent Cognition Theory) is a unified cognitive framework that
explains both human cognition and LLM cognition using only two principles:
(1) fuzzy latent representations and (2) biased sampling.
The idea is that ambiguity is not a flaw but the structural substrate shared
by humans and modern LLMs. Concepts like “blue,” subjective time, emotional
nuance, atmosphere, and silence can all be modeled as fuzzy latent
distributions rather than definable entities.
takeshi_sakamo•2mo ago
The idea is that ambiguity is not a flaw but the structural substrate shared by humans and modern LLMs. Concepts like “blue,” subjective time, emotional nuance, atmosphere, and silence can all be modeled as fuzzy latent distributions rather than definable entities.
Human cognition: finite experience → fuzzy latent compression → biased sampling LLM cognition: embedding manifolds → ambiguous patterns → sampling bias
FLCT provides a minimal two-equation model that unifies these processes.
Japanese Original Edition (source): https://doi.org/10.5281/zenodo.17758605
International Adapted Edition (English): https://doi.org/10.5281/zenodo.17769131
Feedback is welcome.