Language models represent and manipulate relationships well enough to answer, translate, and reason in many tasks. That functional success is real.
Whether this constitutes understanding in a human, conscious, or philosophical sense depends on the definition and is not established by fluent output.
Example
Translation with no lived experience
A model can translate grief accurately without evidence that it feels grief.
Important limit
Behavior does not reveal inner experience
Capability tests show performance, not consciousness, intention, or a human mental model.
Interactive model
Separate before deciding
Selected layerFunctional understanding
Using relationships successfully in tasks.
Read the complete text alternative
Functional understandingUsing relationships successfully in tasks.
Conscious experienceSubjective awareness, which output alone cannot establish.
Useful distinctions
Separate the questions before judging
Functional understanding
Using relationships successfully in tasks.
Conscious experience
Subjective awareness, which output alone cannot establish.
inAi