sentence-transformers How to use dnth/ssf-retriever-modernbert-embed-base-v2 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base-v2")
sentences = [
"The Business-to-Business Sales and Key Accounts Executive executes technical sales strategies and business plans, identifies potential new business avenues and platforms through the client base, rectifies technical issues for clients during the sales process, and contributes to the organising of networking events to enhance client relationships. He/She implements new account development strategies to capitalise on potential opportunities. He works in a customer-centric, dynamic and challenging sales environment. He is a resourceful, self-driven and sales-savvy team player who is able to interact with others effectively and work under pressure within tight deadlines to deliver sales results.",
"The Senior Risk Analyst is responsible for collaborating with various internal teams to pinpoint and articulate complex risks linked to particular business areas. This role involves evaluating and emphasizing significant risks to aid in comprehensive risk evaluations and shaping risk profiles. The analyst ensures compliance with established risk policies and procedures while facilitating effective risk communication and reporting. Additionally, the Senior Risk Analyst reviews and improves risk assessment methodologies throughout the organisation’s regional operations, contributing to ongoing risk research initiatives. The ideal candidate is analytical, detail-oriented, methodical, and demonstrates strong problem-solving and critical thinking abilities.",
"The Business-to-Business Marketing and Brand Executive develops marketing campaigns and branding strategies, analyses market trends to identify new promotional channels, manages product positioning, and coordinates advertising events to boost brand visibility. This role requires creativity, strategic thinking, and the ability to work collaboratively in a deadline-driven environment to enhance the company’s market presence.",
"The Business-to-Business Sales and Key Accounts Executive is responsible for deploying effective sales tactics and developing comprehensive business plans to expand the client portfolio. This role involves identifying new market opportunities within existing accounts, resolving any technical concerns raised by clients during the sales cycle, and assisting in the coordination of networking events aimed at strengthening client engagement. Operating in a fast-paced and customer-focused sales environment, the executive must be proactive, commercially astute, and able to collaborate well with colleagues while managing tight deadlines to achieve targeted sales outcomes."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
