Model: dnth/ssf-retriever-modernbert-embed-base-v4.2
Author: dnth
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:7540, loss:MultipleNegativesRankingLoss, dataset:dnth/ssf-train-valid-v4.2, arxiv:1908.10084, arxiv:1705.00652, base_model:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:7540, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: The Chief Engineer/Senior Engineering Manager (Automatic Fare Collection) leads and facilitates the implementation of Automatic Fare Collection (AFC) maintenance regime within the organisation. He/She works closely with the authorities in implementing new engineering initiatives to enhance the reliability of AFC systems. He demonstrates his technical expertise in providing advice to cross-disciplinary engineering studies. His role also includes the establishment of competency standards and engineering standards to ensure staff are equipped with relevant skills. He excels in operating in a collaborative environment and functions through his understanding of the operational activities, industry developments and regulatory requirements. He maintains a forward-thinking mindset to contribute strategically towards achieving the department's goals.
sentences: The Chief Engineer/Senior Engineering Manager (Rail Signalling Systems) manages the maintenance and upgrade schedules for rail signalling infrastructure across the network. He/She partners with transportation authorities to implement new signalling technologies and provides expert guidance on safety and technical protocols. This role focuses on developing and enforcing engineering standards specific to signalling equipment and training personnel accordingly. The manager thrives in a multidisciplinary team environment, using knowledge of signalling operations, regulatory mandates, and emerging technologies to ensure system safety and reliability, while contributing to strategic planning within the transit division., The Assistant Horticulturist supports the management and nurturing of plant life within the organisation’s attraction sites. This role involves assisting in the upkeep of diverse plant collections and delivering informative presentations to visitors about the flora and conservation efforts. With keen attention to detail and a proactive approach, the Assistant Horticulturist monitors plant health and characteristics, reporting observations accurately. The position requires the ability to work independently or under supervision, includes physical tasks, and involves working on a rotating schedule covering weekends, public holidays, and on-call duties. Extended outdoor work in various weather conditions is expected, and a valid driving licence may be necessary for duties in expansive park areas., The Chief Engineer/Senior Engineering Manager (Automatic Fare Collection) is responsible for overseeing the deployment and upkeep of the AFC system maintenance program within the organization. This role involves close collaboration with regulatory bodies to introduce innovative engineering solutions aimed at improving AFC system performance and dependability. The incumbent applies deep technical knowledge to support interdisciplinary engineering projects and leads the formulation of competency frameworks and technical standards to ensure team proficiency. Operating effectively in a cooperative setting, the manager leverages insights into operational workflows, industry trends, and compliance standards, adopting a strategic outlook to drive the department's long-term objectives., source_sentence: The Senior Application Chemist leads technical work and projects for product development and innovation, and validates the development of application-specific solutions and new analytical methods, based on technological know-how. He/She studies market trends and customer needs to assess the feasibility of expanding existing product lines, in accordance with the organisations business needs. The Senior Application Chemist supports the technical service team by managing the execution of technical service, application and product development-related projects with customers. He also provides technical expertise in troubleshooting technical issues reported by customers. In addition, he coaches and mentors junior staff in the application team, and is responsible for managing the teams performance to achieve organisational goals. The Senior Application Chemist leads a team in the laboratory, and collaborates closely with the technical service, Research and Development (R&D), and sales and marketing teams. He is creative and enjoys solving complex problems. He can manage multiple projects effectively, and possesses excellent technical writing and presentation skills.
sentences: The Relationship Management Director - Commercial leads the development and implementation of client acquisition strategies, providing clear guidelines to support team members in cultivating strong client partnerships. This role involves staying informed about industry trends and sub-sector developments to enhance client service offerings. The director ensures the team is well-trained on relevant market changes and oversees credit analysis procedures in compliance with company standards. By guiding and motivating the team, the director drives performance excellence and fosters a professional environment that nurtures long-term client engagement. Possessing keen business insight, the director identifies growth opportunities and influences stakeholders effectively to achieve business goals, while maintaining a focus on continuous improvement and team cohesion., The Senior Regulatory Affairs Specialist manages compliance projects within the pharmaceutical industry, ensuring all products meet regional and international regulatory requirements. This role involves coordinating submissions, monitoring changes in legislation, and liaising with regulatory authorities to facilitate product approvals. The Senior Regulatory Affairs Specialist leads a team responsible for regulatory strategy and documentation, providing training and mentorship to junior staff. Collaboration with quality assurance, manufacturing, and marketing teams is essential to maintain adherence to regulatory standards. Strong project management, attention to detail, and knowledge of regulatory frameworks are critical for success in this position., The Senior Application Chemist is responsible for directing technical projects and pioneering product innovations while developing and validating new analytical techniques tailored to specific applications. This role involves analyzing market trends and customer requirements to determine the potential for expanding product offerings aligned with corporate objectives. The Senior Application Chemist collaborates with the technical service team to oversee project execution related to applications and product development, providing expert guidance in resolving customer technical challenges. Additionally, the incumbent mentors junior team members, evaluates team performance, and ensures alignment with organizational targets. Leading a laboratory team, the Senior Application Chemist works closely with Research and Development, sales, and marketing departments, demonstrating strong problem-solving capabilities, effective multitasking, and proficient communication skills in technical documentation and presentations., source_sentence: The Technician (Assembly) performs assembly tasks for aircraft components in accordance with technical manuals and standard operating procedures (SOPs). He/She operates workshop equipment, tools and machines for the assembly of aircraft components. He also keeps abreast of latest developments of related systems by updating himself through relevant manuals and other publications. He may be authorised by the organisation to perform quality control functions, including inspection of incoming materials and assembled components and parts, and registration of non-conformances. He may also be authorised to perform level 1 non-destructive testing (NDT) functions under supervision, evaluate for acceptance or rejection, and record results as specified in the work instructions. He complies with airworthiness and legislative requirements, and the organisation's safety, health and quality systems. He supports in implementation of continuous improvement initiatives and lean practices. He works in a hangar or workshop and may be required to work in shifts. He should be systematic and detail-oriented, and able to work independently and in a team to accomplish assigned tasks.
sentences: The Technician (Assembly) is responsible for assembling aircraft parts following detailed technical manuals and established standard operating procedures. This role involves the operation of various workshop machinery, tools, and equipment to ensure precise assembly of aircraft components. The Technician stays updated on the latest system advancements by reviewing relevant technical literature and manuals. Authorized by the company, the Technician may conduct quality assurance activities, including inspecting incoming materials and assembled parts, as well as documenting any non-conformities. Additionally, the Technician may perform supervised level 1 non-destructive testing (NDT), assessing components for compliance and accurately recording results in line with work instructions. Compliance with aviation safety standards, airworthiness regulations, and internal quality and health protocols is essential. The Technician actively participates in continuous improvement and lean methodology initiatives. Work is typically carried out in a workshop or hangar environment, often involving shift work. The ideal candidate is meticulous, organized, and capable of working autonomously or collaboratively to complete assigned duties., The Assistant Stage Manager supports the Stage Manager throughout all phases of production, including pre-production planning, rehearsals, live performances, and post-production tasks. Responsibilities include attending production meetings, facilitating communication among creative and technical teams, coordinating rehearsal schedules, preparing and maintaining production documentation, and managing onstage operations during rehearsals and shows as directed. They may also handle the procurement and organization of props and costumes, and for extended runs, they might take on show calling duties or serve as an alternate show caller to ensure seamless performances., The Technician (Assembly) specializes in the repair and maintenance of automotive engines, utilizing diagnostic tools and automotive repair equipment to troubleshoot and fix mechanical issues. This role requires familiarity with vehicle service manuals and adherence to road safety regulations and environmental standards. The Technician performs routine inspections, identifies faulty parts, and carries out component replacements to ensure optimal vehicle performance. Responsibilities include maintaining detailed service records and collaborating with service advisors to provide customers with accurate repair timelines. Work is conducted primarily in an automotive workshop, with occasional overtime during peak periods. Strong problem-solving skills, a customer-focused attitude, and the ability to work independently or as part of a team are essential for success in this position., source_sentence: The Senior Infant Educator plays an active role as a mentor to the Infant Educator team. He/She takes responsibility for coaching and leading the infant care team in the Centre. He plays an important role in the design and implementation of developmentally appropriate curricula and programmes for the day-to-day developmental and caregiving tasks for infants. He also leads the building of relationships and partnerships with stakeholders. He designs and implements family and community programmes, and contributes to the Centres culture of continuous learning, collaboration and collegiality, in line with its vision, mission and goals.
sentences: The Associate Applications Support Engineer is tasked with maintaining and supporting key software applications, whether developed internally or sourced from third parties. This role requires comprehensive knowledge of application functionalities and backend systems. The engineer collaborates closely with development, transition, and testing teams to troubleshoot, document, and resolve application issues. Working within a team environment, the engineer utilizes proficiency in application development and monitoring tools aligned with organizational standards. Familiarity with the software platforms hosting the solutions is essential. The role demands strong analytical abilities, a problem-solving mindset, and excellent communication skills to effectively address technical challenges., The Senior Toddler Educator leads the toddler care team by developing and managing programmes focused on early childhood literacy and motor skills development. This role emphasizes coordinating group activities and managing classroom logistics, while maintaining compliance with childcare regulations specific to toddlers. The Senior Toddler Educator also oversees staff scheduling and administrative reporting, working closely with centre management to ensure operational efficiency., The Senior Infant Educator serves as a key mentor and leader within the Infant Educator team, guiding and supporting staff in delivering high-quality infant care. This role involves overseeing the creation and execution of age-appropriate curricula and daily caregiving activities tailored to infants’ developmental needs. Additionally, the Senior Infant Educator fosters strong collaborations with families and community partners, designs family engagement initiatives, and promotes a culture of ongoing learning and teamwork aligned with the Centre’s core values and objectives., source_sentence: The Senior Manufacturing Planning Executive formulates production plans and organises materials, manpower and resources to accomplish manufacturing functions to fulfil customer and financial commitments. He/She validates the master production schedule (MPS) and drives adherence of manufacturing works to project schedules and goals in collaboration with cross-functional leads. He leads material requirements planning and programme reviews with relevant stakeholders. He is responsible for optimising supply chain and logistics planning, contract negotiations, vendor sourcing, inventory planning and control and warehousing operations to meet manufacturing requirements. He leverages data from supply chain management (SCM) systems to enhance decision-making and implements supplier capability development plans to enhance performance. He drives continuous improvements on product on-time delivery and total available man-hours, develops strategies and priorities for critical customer issues, facilitates problem-solving, leads in regular reviews with customers and suppliers, and establishes best practices on process improvements to enhance productivity. He proactively contributes to the development of lean and sustainability practices, and conducts research and digital innovation in targeted areas for continuous process improvements. As a team leader, he appraises staff performance and conducts coaching and mentoring for planning personnel. He should possess advanced statistical, forecasting and analytical skills to predict planning and resource requirements. He is able to drive cross-functional collaboration between internal and external stakeholders to optimise the planning processes and ensure maximum resource utilisation.
sentences: The Senior Manufacturing Planning Executive develops and implements production schedules while coordinating materials, workforce, and resources to meet manufacturing targets aligned with customer demands and financial objectives. This role involves validating the master production schedule and ensuring manufacturing activities comply with project timelines through collaboration with various departments. The executive leads material planning and program assessments with key partners and is accountable for optimizing supply chain logistics, managing contracts, sourcing vendors, controlling inventory, and overseeing warehouse operations to support manufacturing needs. By utilizing supply chain management data, the executive enhances decision-making and drives supplier capability improvements. They champion continuous improvements in on-time delivery performance and labor efficiency, formulate strategies to address critical customer concerns, facilitate problem resolution, conduct stakeholder reviews, and promote best practices to boost productivity. Additionally, the role supports lean methodologies and sustainability initiatives, explores digital innovations, and leads process enhancements. As a leader, the executive evaluates team performance and provides coaching and mentoring to planning staff. The position demands strong statistical, forecasting, and analytical expertise to anticipate planning and resource demands and fosters effective collaboration among internal and external partners to maximize planning efficiencies., The Supervisor (Passenger Services) oversees daily passenger service operations to ensure compliance with established service quality benchmarks. Collaborating closely with multiple departments, this role addresses intricate customer concerns and conducts routine safety and security inspections to uphold a secure workplace. Serving as a mentor, the Supervisor guides team members and handles conflict resolution, grievances, and disputes within the team. A comprehensive knowledge of airport and airline check-in protocols, as well as baggage handling system procedures, is essential. Operating in shifts to support continuous flight schedules, the Supervisor acts as a representative for the company’s service standards. The role demands strong communication, interpersonal, customer service, and leadership abilities, with an aptitude for working effectively in a diverse, multicultural environment., The Senior Procurement Executive manages the acquisition of goods and services, negotiates supplier contracts, and oversees vendor relationships to support the company’s purchasing needs. This role focuses on sourcing strategies, supplier evaluations, cost analysis, and procurement compliance within the manufacturing industry. The executive leads procurement planning, coordinates with finance and operations teams, and ensures timely delivery of purchased materials. They are responsible for maintaining supplier performance metrics, conducting market research, and implementing procurement best practices. The role requires strong negotiation skills, supplier risk management, and contract administration experience. As a senior professional, the executive supervises procurement staff and drives continuous improvement initiatives in sourcing processes.
datasets: dnth/ssf-train-valid-v4.2
pipeline_tag: sentence-similarity
library_name: sentence-transformers
Likes: 0 | All-time downloads: 31
Created: 2025-09-23 15:10:12