How to use Komalverma/custom-bge-baai-small-cfr-cms with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Komalverma/custom-bge-baai-small-cfr-cms") sentences = [ "In applying these criteria, the carriers are to exercise judgment based made by physicians to patients generally and by other the in on factors that may exist in so determinations charge realistic and Determinations carriers charge are reviewed case-by-case basis Centers for Medicare & Medicaid Services, although general and performance functions by carriers In making determinations, apply provisions law under the Centers Medicare & Medicaid Services. These are overall consistency in their determinations of reasonable The in § § 405.503 through 405.507 the for determinations in accordance with the statutory provisions.", "The REH must have an organized nursing service that is available to provide 24-hour nursing services for the provision of patient care. The nursing services must be furnished and supervised by a registered nurse. Nursing services must meet the needs of patients. Patient care responsibilities must be delineated for all nursing service personnel. Nursing services must be provided in accordance with recognized standards of practice. The director of the nursing service must be a licensed registered nurse. The individual is responsible for the operation of the service, including determining the types and numbers of nursing personnel and staff necessary to provide nursing care for all areas of the REH.", "Zero-fill for all hospitals after FY91. This Field is obsolete for hospitals as of FY92. Effective 1/1/2018, this field is used for HHAs only. Enter the HH VBP adjustment factor provided by CMS for each HHA. If no factor is provided, enter 1.00000. Disproportionate share adjustment Percentage. Pricer calculates the Operating DSH effective 10/1/91 and bypasses this field. Zero-fill for all hospitals 10/1/91 and later.", "In applying these criteria, the carriers are to exercise judgment based on factual data on the charges made by physicians to patients generally and by other persons to the public in general and on special factors that may exist in individual cases so that determinations of reasonable charge are realistic and equitable. Determinations by carriers of reasonable charge are not reviewed on a case-by-case basis by the Centers for Medicare & Medicaid Services, although the general procedures and performance of functions by carriers are evaluated. In making determinations, carriers apply the provisions of the law under broad principles issued by the Centers for Medicare & Medicaid Services. These principles are intended to assure overall consistency among carriers in their determinations of reasonable charge. The principles in § § 405.503 through 405.507 establish the criteria for making such determinations in accordance with the statutory provisions." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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