sentence-transformers How to use Fatin757/ssf-retriever-modernbert-embed-base with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Fatin757/ssf-retriever-modernbert-embed-base")
sentences = [
"The Senior Technician (Signal and Communications) is technically inclined and skilled in preventive and corrective maintenance of various signal, communication and control systems. He/She provides technical guidance and on-the-job coaching to his team and supervises the work of contractors and external stakeholders to ensure adherence to operating requirements and safety standards. He may be required to perform shift duties at various rail premises such as workshops, depots, train stations, and train tunnels. He is a team-player and is able t communicate with junior and senior staff member to achieve work objectives.",
"The Junior Technician (Signal and Communications) is responsible for assisting in the maintenance of signal, communication, and control systems under the supervision of senior staff. This entry-level position involves basic technical tasks and support in preventive and corrective maintenance activities. The Junior Technician will primarily work during standard hours at designated rail facilities, focusing on routine checks and reporting issues to senior technicians. While teamwork is essential, the role requires limited interaction with external contractors and stakeholders, as the emphasis is on learning and skill development within the team.",
"The Signal and Communications Specialist is a highly skilled professional responsible for the proactive and reactive maintenance of diverse signal, communication, and control systems. This role involves providing technical expertise and coaching to team members, while also overseeing the work of contractors and external partners to ensure compliance with operational protocols and safety regulations. The Specialist may need to work shifts across various rail facilities, including workshops, depots, train stations, and tunnels. A strong collaborator, the Specialist effectively communicates with both junior and senior staff to meet organizational goals.",
"The Trade Compliance Specialist plays a crucial role in ensuring that our organization adheres to all trade regulatory requirements while collaborating effectively with various stakeholders. This position involves a thorough review of the organization's compliance with applicable regulations, assessing the adequacy and effectiveness of current practices, and providing actionable recommendations for improvement. Furthermore, the Trade Compliance Specialist will engage with colleagues across the region to stay updated on the latest regulatory standards and guidelines, ensuring our compliance efforts are aligned both locally and regionally. Strong communication and coordination skills, along with meticulous attention to detail, are essential for success in this role."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
