Sparse means thinly spread, scattered, or not dense.

In sparse embeddings, chunks are converted into tokens, and each token is represented based on whether it exists in the vocabulary dictionary.

If a token is present in the vocabulary, it is assigned 1; otherwise, it is assigned 0.

Example

[0,0,0,1,0,0,1,0,...]