What are word embeddings, wordpiece and language-agnostic bert?

WordPiece Embeddings in BERT Word Piece embeddings was developed for google speech recognition system for Asian languages like Korean and Japanese. These languages have large inventory of characters, homonyms and no or few spaces between words. No or fewer spaces meant segmentation was necessary for the text.
One may also ask, how are word embeddings and wordpiece used in Bert?
BERT uses WordPiece Embeddings of 30,000 token vocabulary. The first token of every sequence is always a special classification token ([CLS]). The final hidden state corresponding to this token is used as the aggregate sequence representation for classification tasks. Sentence pairs are packed together into a single sequence.
And, which is an advantage of Bert over word2vec? BERT offers an advantage over models like Word2Vec, because while each word has a fixed representation under Word2Vec regardless of the context within which the word appears, BERT produces word representations that are dynamically informed by the words around them. For example, given two sentences:
In respect to this, how did Bert come up with the language model?
BERT brought everything together to build a bidirectional transformer-based language model using encoders rather than decoders! To overcome the “see itself” issue, the guys at Google had an ingenious idea. They employed masked language modeling. In other words, they hid 15% of the words and used their position information to infer them.
Accordingly, why does Bert use segment embeddings in sentences?
Segment Embeddings: BERT can also take sentence pairs as inputs for tasks (Question-Answering). That’s why it learns a unique embedding for the first and the second sentences to help the model distinguish between them. In the above example, all the tokens marked as EA belong to sentence A (and similarly for EB)

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Which is a better language, bert or k-bert?

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Which is the best j bert serial bert?

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Which is the feminine equivalent of bert or bert?

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What kind of puppet is bert from bert and ernie?

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What does bert say to ernie in ernie and bert?

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What did bert kreischer do on hurt bert?

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Who is q bert in q bert 2?

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What did bert say in the ernie and bert sketch?

This bothers Bert, who tells Ernie to go get a real glass of water - which he does. Ernie notices that none of the lampposts are on, and the lights won't turn on. Bert says that there is a blackout, but has to repeat himself when Ernie suggests they watch TV, play a record and listen to the radio.

How did q bert get the name q bert?

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