How to use Baljee/bge-base-financial-matryoshka with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Baljee/bge-base-financial-matryoshka") sentences = [ "The consolidated financial statements and accompanying notes listed in Part IV, Item 15(a)(1) of this Annual Report on Form 10-K are included elsewhere in this Annual Report on Form 10-K.", "What is the carrying value of the indefinite-lived intangible assets related to the Certificate of Needs and Medicare licenses as of December 31, 2023?", "What sections of the Annual Report on Form 10-K contain the company's financial statements?", "What was the effective tax rate excluding discrete net tax benefits for the year 2022?" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
