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In Sect. 4, PV-GloVe and weighted PV-GloVe are proposed, where text embedding and weighting information are introduced into GloVe.
Like the way we introduce weighting information into PV-DBOW, we can optimize the following weighted objective function: begin{aligned} sum ^{|T|}_{i=1}sum ^{|t_{i}|}_{j=1}mathrm{Weight}(w_{ij} mathrm{log}P(w_{ij}|w^mathrm{context}_{ij}) end{aligned} (5 An alternative of introducing weighting information into PV-DM is to change the representation of (w^mathrm{context}).
The weighting information guides PV to focus on important words while ignores unimportant ones.
To be specific, we introduce weighting information into Paragraph Vector (PV) [11].
Significant and consistent improvements are witnessed with the introduction of weighting information.
In the following two sections, we introduce text embedding and weighting information into GloVe for generating distributed text representations.
Similar(48)
No attempt was made to weight information based on the number of sources reporting the information because many of the sources are not independent.
When preparIng a HELLO message, OLSR extracts the most recently calculated weight from the MAC layer to fill in HELLO message's weight field and the most recently learned neighbor weights to fill in Nb_Weight fields.
In order to account for these differences weighting of information was necessary.
Salmon steaks were priced at $2.99, with no variable weight information or date.
The DataBar, by contrast, allows stores to scan for variable weight information.
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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