How to use jebish7/bge-small-en-v1.5_MNSR_3 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("jebish7/bge-small-en-v1.5_MNSR_3") sentences = [ "In terms of audited accounts submission for an Applicant, could you clarify the scenarios in which the Regulator might agree that a reviewed pro forma statement of financial position is not needed, and what factors would be considered in making that determination?", "DocumentID: 1 | PassageID: 4.2.1.(3) | Passage: Where the regulator in another jurisdiction does not permit the implementation of policies, procedures, systems and controls consistent with these Rules, the Relevant Person must:\n(a)\tinform the Regulator in writing immediately; and\n(b)\tapply appropriate additional measures to manage the money laundering risks posed by the relevant branch or subsidiary.", "DocumentID: 11 | PassageID: 2.3.15.(4) | Passage: The Applicant must submit to the Regulator the following records, as applicable:\n(a)\tAudited accounts, for the purposes of this Rule and Rule 2.3.2(1), for the last three full financial years, noting that:\n(i)\tif the Applicant applies for admission less than ninety days after the end of its last financial year, unless the Applicant has audited accounts for its latest full financial year, the accounts may be for the three years to the end of the previous financial year, but must also include audited or reviewed accounts for its most recent semi-annual financial reporting period; and\n(ii)\tif the Applicant applies for admission more than six months and seventy-five days after the end of its last financial year, audited or reviewed accounts for its most recent semi-annual financial reporting period (or longer period if available).\n(b)\tUnless the Regulator agrees it is not needed, a reviewed pro forma statement of financial position. The review must be conducted by an accredited professional auditor of the company or an independent accountant.", "DocumentID: 36 | PassageID: D.1.3. | Passage: Principle 1 – Oversight and responsibility of climate-related financial risk exposures.Certain functions related to the management of climate-related financial risks may be delegated, but, as with other risks, the board is ultimately responsible and accountable for monitoring, managing and overseeing climate-related risks for the financial firm.\n" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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