Let's evaluate our newly acquired knowledge by answering the following questions:

1. What is the difference between the skip-gram and CBOW models?
2. What is the loss function of the CBOW model?
3. What is the need for negative sampling?
4. Define PV-DM.
5. What is the role of the encoder and decoder in the skip-thoughts vector?
6. What are quick thoughts vector?