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[D] Does Bert give by default word embedding or sentence embedding ?

Hey all

Since Bert is a language model, by default do we obtain sentence or word embedding?

I actually plan to use these embeddings for various NLP related tasks like Sentence Similarity, NMT, Summarization etc.

Also :

  • If it by default gives Sentence Level Embedding then what is the process to get Word Embedding ( any refer might help here ).
  • If we obtain Word Embeddings then do we just simply do Mean/Max pooling to get Sentence embedding or are there better approaches?

submitted by /u/amil123123
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.