Perception: audition (vision for sign language) to phonology,
meaning to all other perception
Action: phonology to articulation,
all other action to meaning
Affect
Brain states
Events in the world
Interaction with other agents
Why ground?
Practical reasons: without grounding, no robot can talk to or
understand us.
Theoretical reasons
Without grounding, our models depend on
us for their interpretation.
Without grounding, we have no account of how meaning gets
into the system.
Approaches to grounding
Visual preprocessing + supervised learning of spatial maps
with words
Unsupervised learning of visual categories + unsupervised
learning of "acoustic" categories + supervised learning of association
of visual and acoustic categories
Relate semantics to natural states and trajectories
that emerge in certain types of dynamical systems
Iconicity in word meaning
Onomatopoeia: linguistic form resembles its meaning acoustically
Articulatory iconicity: production of a linguistic form looks or
feels like some aspect of its meaning