sentence-transformers How to use philschmid/bge-base-financial-matryoshka with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("philschmid/bge-base-financial-matryoshka")
sentences = [
"What begins on page 105 of this report?",
"What sections are included alongside the Financial Statements in this report?",
"How did net revenues change from 2021 to 2022 on a FX-Neutral basis?",
"How much did MedTech's sales increase in 2023 compared to 2022?"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
