sentence-transformers How to use dnth/ssf-retriever-modernbert-embed-base-v4 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base-v4")
sentences = [
"The Regional Manager/Export Manager is responsible for managing the organisations product sales within a geographical area, typically divided into multiple markets. He/She heads a team of subordinates, each managing an assigned market. He conceives marketing and market development strategies for the team and facilitates their execution by negotiating long-term business partnership arrangements and arranging for relevant certifications, regulatory, and other, obligations required for product export. He possesses international food regulations and other trade-related knowledge. He has strong communication skills to lead a team to meet organisational objectives, and an analytical mind to ensure the effectiveness of business development and marketing efforts across the various markets under his charge.",
"The Cleaning Operations Executive supports the oversight of daily cleaning activities under the guidance of the manager. Responsibilities include coordinating resources, overseeing work protocols, managing service agreements, and addressing operational incidents. The role involves proposing and executing operational strategies to enhance process efficiency and elevate service standards within the organization. Primarily based in an office setting, the executive also conducts site inspections as required. Effective communication with clients and stakeholders is essential, along with being well-organized, attentive, personable, and adept at managing multiple tasks simultaneously.",
"The Regional Manager/Export Manager oversees product sales across a defined geographic region comprising multiple markets. Leading a team of market managers, this role involves devising and implementing marketing strategies, securing long-term partnerships, and ensuring compliance with necessary export certifications and regulations. The manager brings expertise in international food laws and trade regulations, strong leadership and communication abilities, and analytical skills to drive successful business development and marketing performance throughout the designated territories.",
"The Regional Manager/Export Manager coordinates domestic logistics and warehouse operations within a single market. Instead of focusing on international sales and export compliance, this role emphasizes supply chain management, inventory control, and local distribution efficiency. The manager supervises warehouse staff, optimizes internal processes, and ensures adherence to local safety standards, requiring operational expertise rather than international trade knowledge or marketing strategy development."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
