They are implemented as regular font files which means that each icon is a regular character, exactly like any other Unicode character.
Only fields that use the FontAwesome or Material Icons font will show the icon characters properly.
I tried and, if I'm not wrong, you cannot use them in a TextField.
EDIT: my mistake
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