How to use sartifyllc/swahili-paraphrase-multilingual-mpnet-base-v2-nli-matryoshka with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("sartifyllc/swahili-paraphrase-multilingual-mpnet-base-v2-nli-matryoshka") sentences = [ "Mwanamume aliyepangwa vizuri anasimama kwa mguu mmoja karibu na pwani safi ya bahari.", "mtu anacheka wakati wa kufua nguo", "Mwanamume fulani yuko nje karibu na ufuo wa bahari.", "Mwanamume fulani ameketi kwenye sofa yake." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
