sentence-transformers How to use Fatini/ssf-retriever-modernbert-embed-base-paraphrase-MiniLM-L6-v2-epoch10 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Fatini/ssf-retriever-modernbert-embed-base-paraphrase-MiniLM-L6-v2-epoch10")
sentences = [
"The Chief Information Security Officer develops and drives the vision for the information security function. He/She acts as the authority for the development and enforcement of organisation security strategy, standards and policies, and has ultimate responsibility for ensuring the protection of corporate information. He guides the design and continuous improvement of the IT security architecture and Cyber Risk Maturity Model that balances business needs with security risks. He advises the board and top executives on all security matters and sets directions for complying with regulatory inquiries, legal and compliance regulations, inspections and audits. He is an expert in cyber security compliance standards, protocols and frameworks, as well as the Cyber Security Act 2018. He is keeps abreast of cyber-related applications and hardware technologies and services, and is constantly on the look-out for new technologies that may be leveraged on to enhance work processes, or which may pose as potential threats. The Chief Information Security Officer is an inspirational and influential leader, who displays sound judgement and decisiveness in ensuring that corporate information is well protected and secured. He is strategic in his approach toward resource management and capability development among his teams.",
"The Chief Information Security Officer manages and oversees the vision for the marketing strategy function. He/She acts as the authority for the development and enforcement of the organisation's marketing strategy, standards, and policies, and has ultimate responsibility for ensuring the promotion of corporate branding. He guides the design and continuous improvement of the marketing architecture and Customer Engagement Maturity Model that balances business needs with promotional risks. He advises the board and top executives on all marketing matters and sets directions for complying with regulatory inquiries, legal and compliance regulations, inspections, and audits. He is an expert in marketing compliance standards, protocols, and frameworks, as well as the Marketing Act 2018. He keeps abreast of marketing-related applications and hardware technologies and services, and is constantly on the look-out for new technologies that may be leveraged to enhance promotional processes, or which may pose as potential threats. The Chief Information Security Officer is an inspirational and influential leader, who displays sound judgement and decisiveness in ensuring that corporate branding is well promoted and secured. He is strategic in his approach toward resource management and capability development among his teams.",
"The Chief Information Security Officer defines and drives the strategic vision for the information security function. He/She serves as the primary authority for developing and enforcing the organization's security strategy, standards, and policies, bearing ultimate responsibility for safeguarding corporate information. He oversees the design and ongoing enhancement of the IT security architecture and Cyber Risk Maturity Model, effectively balancing business requirements with security risks. He provides guidance to the board and senior executives on all security-related issues and establishes directives for adhering to regulatory inquiries, legal and compliance standards, inspections, and audits. He possesses deep expertise in cyber security compliance standards, protocols, and frameworks, including the Cyber Security Act 2018. He remains informed about cyber-related applications, hardware technologies, and services, consistently seeking new technologies that could improve work processes or represent potential threats. The Chief Information Security Officer is a motivational and influential leader, demonstrating sound judgment and decisiveness in ensuring the protection and security of corporate information. He adopts a strategic approach to resource management and capability development within his teams.",
"The Trade Compliance Manager takes on the role of evaluating shifts in trade regulations and compliance frameworks to determine their effects on the organization. He/She conducts thorough due diligence on trade agreements and aids the organization in adhering to trade regulatory standards. Additionally, he communicates regulatory updates and offers guidance to internal stakeholders to ensure accurate interpretation of information. Furthermore, he works alongside regional teams to identify regional risks associated with trade practices, advising them on the organization's policies and operational procedures. He is a proactive individual who exhibits excellent interpersonal skills, analytical reasoning, and coordination abilities."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
