Exact(8)
"This process also does away with all the hierarchical trappings of grammar and with the distinction between important and unimportant words.
Despite the size of Burchfield's Supplements, he was under severe space constraints, constantly fending off demands to cut back from Oxford University Press, concerned with the rising costs and receding deadlines, and it was hard to justify carrying over seemingly unimportant words from the 1933 Supplement for a new work that was meant to stand on its own.
In this way, the text embeddings are more affected by those important words while less affected by those unimportant words.
First, I did word segmentation for all resumes, then dropped all unimportant words (such as "born," "serve as").
Of 99 different words used, 21 are unimportant words like "and" or "the", leaving 78 significant words.
Unimportant words such as AT, OR and TO are stripped out, although in some cases case sensitivity is maintained, so that while 'a'nd is ignored, And is converted to "Andromedae", and Her is converted to "Herculis", but 'h'er is ignored.
Similar(52)
If you see a high long note, make sure it's a vowel that can actually be held by a human, not a wolf or an emu, and that an unimportant word isn't being idiotically foregrounded, so no one finds themselves warbling "shoooooooes".
Not only is 'our' (not an unimportant word in this context) natural gas vastly cheaper than crude oil as to the energy it delivers, but also much cleaner burning.
If the meaning of the message was clear, the spelling of individual words seemed unimportant.
Text embeddings are trained to pay more attention to those important words while ignore unimportant ones.
The weighting information guides PV to focus on important words while ignores unimportant ones.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com