sentence-transformers How to use dnth/ssf-retriever-modernbert-embed-base-v3.1 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base-v3.1")
sentences = [
"The Market and Liquidity Risk Analyst is responsible for conducting routine identification, measurement, mitigation, monitoring, and reporting of market and liquidity risks. He/She also conducts independent analyses to provide greater insight into risk exposures and mitigation efforts within market and liquidity risk scenarios. He actively supports the compliance of regulatory requirements relating to market and liquidity risk management in order to ensure the financial health of the organisation. The Market and Liquidity Risk Analyst's duties may require him to be contactable after office hours. He is well-versed with financial risks relating to the organisation and products. He possesses strong analytical and practical abilities in applying various methodologies to identify and analyse risks. He is a strong communicator, works well in teams, and is self-motivated in achieving individual and organisational goals.",
"The Underwriting Manager leads the underwriting team by providing strategic direction and oversight. This role involves thoroughly evaluating insurance applications from potential clients, analyzing associated risks, and making informed underwriting decisions in line with company policies. The manager monitors team performance to ensure timely case processing and high customer satisfaction. Collaborating closely with customer service teams, the Underwriting Manager facilitates clear communication regarding underwriting procedures and business rules. Responsibilities also include managing relationships with intermediaries, in-house underwriters, and external clients within a fast-paced environment. The ideal candidate demonstrates strong analytical and numerical proficiency, is adept with risk evaluation tools, and effectively communicates complex information to diverse stakeholders. Sound judgment and logical thinking are essential for driving effective decision-making in this role.",
"The Market and Liquidity Risk Manager oversees the strategic direction and governance of market and liquidity risk frameworks, leading a team responsible for risk identification, measurement, and mitigation. This senior role involves setting policies, managing escalations, and liaising with regulatory bodies to ensure compliance with evolving risk management standards across multiple jurisdictions. The manager is accountable for high-level decision making and resource allocation, requiring extensive experience and leadership skills. The position demands proactive communication with executive leadership and may involve international travel to coordinate risk activities across global offices.",
"The Market and Liquidity Risk Analyst is tasked with the ongoing identification, assessment, control, and reporting of market and liquidity risks. This role involves performing independent evaluations to deepen understanding of risk exposures and the effectiveness of mitigation strategies within market and liquidity contexts. The analyst ensures adherence to regulatory standards related to market and liquidity risk management to safeguard the organisation’s financial stability. Availability beyond standard working hours may be required. The ideal candidate has comprehensive knowledge of financial risks associated with the company and its products, demonstrates strong analytical skills in applying risk assessment techniques, communicates effectively, collaborates efficiently within teams, and is driven to meet both personal and corporate objectives."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
