For example destination and last stop technically mean the same thing but students of semantics analyze their subtle shades of meaning. This is very different from the small-memory upstream-focused RNNs and also quite distinct from the proximity-focused convolutional networks.
It can be applied to entire texts or to single words.
![](https://thecontentauthority.com/wp-content/uploads/2022/02/anomaly-definition.jpg)
How would you put anomaly in a sentence. So attention allows you to look at the totality of a sentence the Gesamtbedeutung as the Germans might say to make connections between any particular word and its relevant context. Semantics is the study of meaning in language.
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