sentence-transformers How to use frankwong2001/1_modernbert-embed-base with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("frankwong2001/1_modernbert-embed-base")
sentences = [
"The Head of Engineering is at the forefront of new technology, charting the port technology development and integration roadmaps. He/She works with internal and external parties to invest and develop technology and infrastructure solutions that meet the ports business objectives, while managing budgetary constraints. He directs the use of new technology and equipment in the ports to drive greater productivity and service excellence, while ensuring the high reliability of existing port equipment through cost effective maintenance programmes. He is a core member of the management team, contributes to the overall organisation strategy, inspires a culture of process improvement to enhance workflow and efficiency, while mentoring others in their work.",
"The Business Development Manager is responsible for enhancing the organization's market presence and driving financial growth. He/She identifies and engages new clients through networking, cold calling, advertising, and other strategies to generate interest. He builds strong customer relationships, recognizes business opportunities, negotiates and finalizes deals, and maintains a comprehensive understanding of current market trends. He designs persuasive strategies and presentations to win over potential clients. He may oversee the efforts of team members involved in business development. Working in a fast-paced, dynamic environment, he frequently travels to client locations and participates in networking events. He is proficient with client relationship management and sales tools, as well as knowledgeable about the organization's products and services, along with industry trends and challenges. The Business Development Manager is self-driven and adept at establishing clear and meaningful objectives. He demonstrates high resilience when facing obstacles and appreciates the consultative selling approach, effectively leveraging marketing's role in attracting, qualifying, and nurturing potential customers. He is articulate and inventive in using his product and customer insights to secure deals.",
"The Head of Engineering leads the advancement of new technologies and defines the development and integration strategies for port technology. He/She collaborates with both internal and external stakeholders to invest in and create technological and infrastructural solutions that align with the business goals of the ports, all while adhering to budgetary limits. He directs the implementation of innovative technologies and equipment in the ports to boost productivity and service quality, while also ensuring the dependability of current port equipment through economical maintenance programs. As a vital member of the management team, he contributes to the overarching strategy of the organization, fosters a culture of continuous improvement to optimize workflow and efficiency, and mentors colleagues in their professional development.",
"The Chef de Cuisine is responsible for designing exquisite menus and overseeing the kitchen staff to ensure high-quality meal preparation. He/She collaborates with suppliers to source the freshest ingredients while managing kitchen inventory and costs. The Chef de Cuisine also innovates culinary techniques and presents dishes that enhance the dining experience, while ensuring the kitchen operates smoothly during service. As a leader in the culinary team, he inspires creativity and maintains standards of excellence in food presentation and flavor."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
