How to use 'glove' or 'pubmed' Embeddings in PolyFuzz

[abhibisht89]

i want to use 'glove' or 'pubmed' embedding in the PolyFuzz, i do try the below code however its not working:

fasttext = WordEmbeddings('glove') fasttext_matcher = Embeddings(fasttext, min_similarity=0)

model = PolyFuzz(fasttext_matcher).match(from_list, to_list) model.get_matches()

getting similarity as 0.0 for every thing

[MaartenGr]

For me, the following code is working correctly:

from polyfuzz import PolyFuzz
from polyfuzz.models import Embeddings
from flair.embeddings import WordEmbeddings

from_list = ["apple", "apples", "appl", "recal", "house", "similarity"]
to_list = ["apple", "apples", "mouse"]

glove = WordEmbeddings('glove')
matcher = Embeddings(glove, min_similarity=0)

models = PolyFuzz(matcher).match(from_list, to_list)

When I access the results with models.get_matches() the similarity scores seem to be working correctly. Have you tried updating to the newest version of PolyFuzz? Can you also run the code above to see if it's working for you?

[abhibisht89]

@MaartenGr thanks for the response, yeah the above example is working. I am applying PolyFuzz to get the class wise similarity score. like from_list = ["apple", "apples", "appl", "recal", "house", "similarity"] to_list = ["apple"]

now give me the best match in "from_list" for "to_list"

however if in glove i did not find any embedding for "to_list" element , then I got 0.0 as similarity . Now got it ,

thanks

[MaartenGr]

Great, glad to hear that it works now!