Arun Kumar

The theory is that — once we have words to distinguish one shade from another, our brains will train itself to discriminate between the shades, so the difference would become more and more “obvious” over time. In seeing with our brain, not with our eyes, language drives perception.

The Sapir-Whorf Controversy

pping to human-defined labels, because they are constrained to match…ring that the activations in successive layers appear to go from lower to higher conceptual levels. An image recognition network encodes bitmaps at the lowest layer, then apparent corners and edges at the next layer, common shapes at the next, and so on. These intermediate layers don’t necessarily have any activations corresponding to explicit high-level concepts, like “cat” or “dog”, yet they do encode a distributed representation of the sensory inputs. Only the final, output layer has such a mapping to human-defined labels, because they are constrained to match those labels.