sentence-transformers How to use sujet-ai/Fin-ModernBERT-RAG-embed-base with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("sujet-ai/Fin-ModernBERT-RAG-embed-base")
sentences = [
"How can the company assess the financial viability of its gaming division in relation to its overall business strategy?",
"In the event of a partial or total liquidation of the Partnership or in the event there were insufficient Partnership assets to satisfy the claims of its general creditors , the limited partners may not be entitled to receive their entire Capital Contribut ion amounts back. Limited partner capital ac counts are not guaranteed. However, as a class, the limit ed partners would be entitled to receive the return of their aggregate Capital Contri butions before the return of any capital contributions to the subordinated limited partners or the general partners. If the Partnership experiences losses in any year but liquidation procedures described above are not undertaken and the Partne rship continues, the amounts of such losses would be absorbed in the capital accounts of the partners as described in the Partnership Agreement, and each limited partner in any event remains entitled to receive the 7½% Payments under t he terms of the Partnership Agreement. However, as there would be no accumulated profits in such a year, limited partner s would not receive any sums representing participation in net income of the Partnership. In addition, although the amount of the 7½% Payments to limited partners are charged as an expense to the Partnership and are pay able whether or not the Partnership ear ns any accumulated profits during any given period, no reserve fund has been set aside to enable the Partnership to make such payments. Therefore, such payments to the limited partners are subject to the Partnership’s ability to service the 7½% Payment, of which there is no assurance.",
"10. Compliance of Award Agreement and Plan with Section 409A . The provisions of this Paragraph 10 apply to you only if you are a U.S. taxpayer. (a) This Award Agreement and the Plan provisions that apply to this Award are intended and will be construed to comply with Section 409A (including the requirements applicable to, or the conditions for exemption from treatment as, 409A Deferred Compensation), whether by reason of short-term deferral treatment or other exceptions or provisions. The Committee will have full authority to give effect to this intent. To the extent necessary to give effect to this intent, in the case of any conflict or potential inconsistency between the provisions of the Plan (including Sections 1.3.2 and 2.1 thereof) and this Award Agreement, the provisions of this Award Agreement will govern, and in the case of any conflict or potential inconsistency between this Paragraph 10 and the other provisions of this Award Agreement, this Paragraph 10 will govern. (b) Delivery of RSU Shares will not be delayed beyond the date on which all applicable conditions or restrictions on delivery of RSU Shares required by this Agreement (including those specified in Paragraphs 4, 6(b) and 7 and the consents and other items specified in Section 3.3 of the Plan) are satisfied, and will occur by December 31 of the calendar year in which the Delivery Date occurs unless, in order to permit such conditions or restrictions to be satisfied, the Committee elects, pursuant to Reg. 1.409A-1(b)(4)(i)(D) or otherwise as may be permitted in accordance with Section 409A, to delay delivery of RSU Shares to a later date as may be permitted under Section 409A, including Reg. 1.409A-3(d). For the avoidance of doubt, if the Award includes a “series of installment payments” as described in Reg. 1.409A-2(b)(2)(iii), your right to the series of installment payments will be treated as a right to a series of separate payments and not as a right to a single payment. (c) Notwithstanding the provisions of Paragraph 7(b) and Section 1.3.2(i) of the Plan, to the extent necessary to comply with Section 409A, any securities, other Awards or other property that the Firm may deliver in respect of your RSUs will not have the effect of deferring delivery or payment, income inclusion, or a substantial risk of forfeiture, beyond the date on which such delivery, payment or inclusion would occur or such risk of forfeiture would lapse, with respect to the RSU Shares that would otherwise have been deliverable (unless the Committee elects a later date for this purpose pursuant to Reg. 1.409A-1(b)(4)(i)(D) or otherwise as may be permitted under Section 409A, including and to the extent applicable, the subsequent election provisions of Section 409A(a)(4)(C) of the Code and Reg. 1.409A-2(b)). (d) Notwithstanding the timing provisions of Paragraph 6(b), the delivery of RSU Shares referred to therein will be made after the date of death and during the calendar year that includes the date of death (or on such later date as may be permitted under Section 409A). (e) Notwithstanding any provision of Paragraph 5 or Section 2.8.2 of the Plan to the contrary, the Dividend Equivalent Rights with respect to each of your Outstanding RSUs will be paid to you within the calendar year that includes the date of distribution of any corresponding regular cash dividends paid by GS Inc. in respect of a share of Common Stock the record date for which occurs on or after the Date of Grant. The payment will be in an amount (less applicable withholding) equal to such regular dividend payment as would have been made in respect of the RSU Shares underlying such Outstanding RSUs. (f) The timing of delivery or payment referred to in Paragraph 6(a)(i) will be the earlier of (i) the Delivery Date or (ii) within the calendar year in which the Committee receives satisfactory documentation relating to your Conflicted Employment, provided that such delivery or payment will be made, and any Committee action referred to in Paragraph 6(a)(i) will be taken, only at such time as, and if and to the extent that it, as reasonably determined by the Firm, would not result in the imposition of any additional tax to you under Section 409A.",
"PART I Item 1 15 OPERATIONS We have regional operations service centers that support our operations, including customer contract and order processing, billing, credit and collections, information processing, and vendor management and logistics. The center in Ireland supports the African, Asia -Pacific, European, and Middle East regions ; and the centers in Arlington, Virginia, Atlanta, Georgia , Charlotte, North Carolina, Fargo, North Dakota, Fort Lauderdale, Florida, Redmond, Washington, Reno, Nevada , and Puerto Rico support the America n region s. In addition to our operations centers, we also operate datacenters throughout each of these regions . We continue to identify and evaluate opportunities to expand our datacenter locations and increase our server capacity to me et the evolving needs of our customers, particularly given the growing demand for AI services . Our datacenters depend on the availability of permitted and buildable land, predictable energy, networking supplies, and servers, including graphics processing units (“ GPUs ”) and other components. Our devices are primarily manufactured by third -party contract manufacturers. For the majority of our products, we have the ability to use other manufacturers if a current vendor becomes unavailable or unable to meet our requirements. However, some of our products contain certain components for which there are very few qualified suppliers. Extended disruptions at these suppliers could impact our ability to manufacture devices on time to meet consumer demand. RESEARCH AND DEVELOPMENT Product and Service Development, and Intellectual Property We develop most of our products and services internally through the following engineering groups. • Cloud and AI – focuses on making IT professionals, developers, partners, independent software vendors, and their systems more productive and efficient through development of Azure AI platform and cloud infrastructure, server, database, CRM, ERP, software development tools and services (including GitHub), AI cognitive services, and other business process applications and services for enterprises. • Strategic Missions and Technologies – focuses on incubating technical products and support solutions with transformative potential for the future of cloud computing and continued company growth across quantum computing, Azure Space & Missions Engineering, telecommunications, and Microsoft F ederal Sales and Delivery. • Experiences and Devices – focuses on delivering high value end -user experiences across our products, services, and devices, including Microsoft 365, Windows, Microsoft Teams, Search (including Microsoft Edge and Bing Chat) and other advertising -based services, and the Surface line of devices. • Microsoft Security – focuses on delivering a comprehensive portfolio of services that protect our customers’ digital infrastructure through cloud platform and application security, data protection and governance, identity and network access, and device management . • Technology and Research – focuses on fundamental research, product and business incubations , and forward -looking AI innovations that span infrastructure, services, and applications. • LinkedIn – focuses on our services that transform the way professionals grow their network and find jobs and the way businesses hire, market, sell, and learn. • Gaming – focuses on developing hardware, content, and services across a large range of platforms to help grow our user base through game experiences and social interaction. Internal development allows us to maintain competitive advantages that come from product differentiation and closer technical control over our products and services. It also gives us the freedom to decide which modifications and enhancements are most impor tant and when they should be implemented. We strive to obtain information as early as possible about changing usage patterns and hardware advances that may affect software and hardware design. Before releasing new software platforms, and as we make signifi cant modifications to existing platforms, we provide application vendors with a range of resources and guidelines for development, training, and testing. Generally, we also create product documentation internally. We protect our intellectual property investments in a variety of ways. We work actively in the U.S. and internationally to ensure the enforcement of copyright, trademark, trade secret, and other protections that apply to our software and hardware products, services, business plans, and branding. We are a leader among technology companies in pursuing patents and currently have a portfolio of over 70,000 U.S. and international patents issued and over 19,000 pending"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
