We use this composition function on chunks regardless of whether they are assigned noncompositional embeddings or not, as even highfrequency chunks may display compositional properties.
for every chunk, we compute the chunk embedding vector x j i by concatenating the compositional embedding with the non-compositional embedding if it exists, or otherwise with an <UNK> embedding.