Model: dnth/ssf-retriever-modernbert-embed-base-v4
Author: dnth
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:4524, loss:MultipleNegativesRankingLoss, dataset:dnth/ssf-train-valid-v4, 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:4524, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: 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.
sentences: 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., source_sentence: The Senior Operator - Linear Media Operations maintains the continuity of processes for linear media operations by operating equipment to receive, transform, organise and transmit linear media content. He/She is responsible for executing processes for ingesting, encoding and storing content. He also manages the playout, transmission, signal recovery and distribution of content for the channel. The work involves working in shifts involving coordination, monitoring and troubleshooting of linear media operations. He will have to be alert and resolve anomalies or system faults immediately once detected. He is required to have an eye for detail and be effective at problem solving in order to manage issues and ensure continuity of operations. He should be an expert in his domain and be proficient at stakeholder management to deliver in coordination with multiple technical teams and stakeholders.
sentences: The Monitoring, Surveillance and Testing Manager leads and manages the execution of surveillance, monitoring, and testing operations across the organisation to ensure consistent compliance and risk mitigation. This role involves performing routine audits and examinations to detect compliance violations, financial crimes, and irregular market conduct, followed by detailed reporting and offering initial guidance to relevant stakeholders regarding suspicious findings. The manager is expected to be responsive beyond standard working hours as needed. Proficiency in industry-standard monitoring tools and techniques, strong regulatory knowledge, meticulous attention to detail, and a proactive approach to compliance leadership are essential. Integrity, ethical conduct, and a process-oriented mindset underpin this position., The Senior Operator - Linear Media Operations ensures seamless execution of linear media workflows by handling equipment for content ingestion, encoding, storage, and transmission. This role involves managing channel playout, signal recovery, and distribution while working in rotating shifts that require constant monitoring and troubleshooting. The incumbent must quickly identify and resolve system faults or anomalies to maintain uninterrupted operations. Attention to detail, strong problem-solving skills, and expertise in the domain are essential. Additionally, the Senior Operator collaborates effectively with various technical teams and stakeholders to coordinate media processes and uphold service continuity., The Senior Operator - Broadcast Engineering oversees the maintenance and installation of broadcast transmission infrastructure, focusing on hardware setup, antenna calibration, and signal strength optimization. This position requires managing field technicians and coordinating repair schedules to ensure broadcast equipment reliability across multiple sites. The role demands technical expertise in RF systems and hands-on experience with physical network components rather than content ingestion or playout operations. Shift work is involved, but the primary emphasis lies on engineering support and infrastructure upkeep instead of linear media content processing., source_sentence: The Assistant Producer - Broadcast supports various phases of broadcast content production by coordinating the business and creative aspects of the production. He/She is responsible for managing day-to-day aspects of the creative production operations by liaising with key cast and crew, implementing schedule and script changes under guidance and ensuring a smooth transition from production to post-production phase. He also conducts location searches based on the briefs provided to suggest suitable locations and materials while managing the necessary requirements from scripts, budgetary constraints as well as regulatory requirements. He may be required to manage the end-to-end casting process including conducting research to identify upcoming talent, communicating requirements to talent agencies using casting calls, coordination of the audition process as well as the contracting process with the finalised cast. He is an individual contributor with primarily project management and some creative responsibilities. He is expected to coordinate with a number of internal and external stakeholders in order to perform these responsibilities. He needs to have an eye for detail and be meticulous to be able to plan, organise and manage his stakeholders well. A flair for creative storytelling will enable him to provide inputs for script refinement as well as communicate creative changes during production.
sentences: The Assistant Producer - Broadcast focuses on managing marketing campaigns within the media industry, primarily handling promotional strategies and audience engagement initiatives. This role involves designing advertising content, coordinating with sales teams, and analyzing viewer metrics to optimize campaign performance. The individual works closely with marketing agencies and digital platforms rather than production crews, requiring expertise in digital marketing tools, SEO, and content distribution channels. They are responsible for budget allocation and reporting on campaign ROI, with limited involvement in creative storytelling or script-related tasks. This position demands strong communication and analytical skills but does not engage in production scheduling or casting activities., The Assistant Crewing Manager coordinates the hiring and assignment of seafarers to vessels, ensuring all candidates meet organisational criteria and comply with International Maritime Organisation (IMO) standards, STCW conventions, and the Maritime Labour Convention. This role involves managing crew HR operations, negotiating labor agreements with maritime unions, and preparing financial reports related to crewing activities. The Assistant Crewing Manager also handles incident reporting and conducts thorough investigations to recommend corrective measures. A strong grasp of manpower planning and crew management, combined with analytical skills and strategic foresight, is essential for effective deployment of sea-going personnel., The Assistant Producer - Broadcast plays a key role in supporting the production lifecycle of broadcast content by overseeing both the creative and operational elements. This individual coordinates daily production activities by collaborating with cast and crew members, adjusting schedules and scripts as needed under supervision, and ensuring a seamless handover to post-production. Responsibilities include conducting location scouting aligned with briefs, balancing script demands, budget limits, and compliance standards. The Assistant Producer may also handle the entire casting workflow, from researching emerging talent and liaising with talent agencies to managing auditions and finalizing contracts. Operating primarily as an individual contributor, this role demands strong project coordination skills, attention to detail, and the ability to engage multiple stakeholders effectively. A strong sense of narrative creativity is essential to contribute to script development and communicate creative adjustments during filming., source_sentence: The Travel Operations Manager is responsible for all aspects of travel operations including reservations, ticketing, travel coordination and customer support. He/She is also responsible for the assignment of tour assignments. He has overall control over the day-to-day operations of all travel-related operations. Service-oriented with strong multi-tasking skills, he supervises the operations teams to address any customer feedback and vendor management issues. He is also able to think clearly and deliver under emergency situations and ensures the smooth conduct of tour operations in accordance to the itineraries of tour groups. He may be required to maintain a flexible schedule and work on weekends, evenings and public holidays in both outdoors and office environment.
sentences: The Travel Operations Manager oversees all travel-related functions such as booking reservations, issuing tickets, coordinating travel plans, and providing customer service support. This role entails managing tour schedules and supervising the travel operations team to resolve client concerns and manage vendor relationships effectively. The manager ensures seamless daily travel operations, maintaining adherence to tour itineraries while demonstrating the ability to perform efficiently during emergencies. Flexibility in working hours, including weekends, evenings, and public holidays, is required, with duties carried out in both office and outdoor settings., The Travel Marketing Manager leads promotional campaigns and strategic branding efforts for travel packages, focusing on market research, digital advertising, and customer engagement initiatives. This role involves developing marketing content, managing social media channels, and collaborating with sales teams to boost travel product visibility. The manager monitors campaign performance metrics and adjusts strategies to optimize reach and return on investment, requiring strong creative and analytical skills but limited involvement in operational travel logistics or customer service. Flexible working hours may be necessary, primarily within an office environment., The Product Risk Manager is responsible for assessing potential risks and overseeing control measures based on analyses conducted by the Product Risk Analyst. This role involves implementing risk mitigation strategies and defining the scope for investigating risk management concerns. The manager ensures continuous monitoring and upkeep of the product risk management framework, reviews documentation, and evaluates existing controls to identify enhancement opportunities. They provide strategic guidance during risk assessments and critically appraise risk reports, ensuring compliance with established risk management standards across various products. Utilizing strong analytical skills, the manager applies risk management principles throughout product development, assessing the viability of recommendations aimed at strengthening policies and frameworks. Anticipating challenges across all stages of the product lifecycle, they develop proactive strategies to address potential risks. Effective communication and collaboration with internal teams and external partners are essential components of this role., source_sentence: The Reserving Actuarial Executive is responsible for analysing, monitoring and reporting insurance products in the market as well as managing internal product pricing and reinsurance negotiations. He/She conducts periodic reviews of reserving parameters and prepares reporting in adherence to regulatory requirements. He facilitates reinsurance administration to ensure it is completed in an accurate and timely manner. The Reserving Actuarial Executive works with relevant key stakeholders and handling data and information. He possesses strong analytical abilities with a good understanding of actuarial techniques, standards and assumptions. He also has strong knowledge of insurance operations and is able to convey complex information clearly and concisely.
sentences: The Reserving Actuarial Executive is tasked with evaluating, overseeing, and communicating insights on insurance products within the marketplace, alongside managing internal pricing strategies and reinsurance agreements. This role involves regularly reviewing reserving assumptions and generating reports compliant with regulatory standards. The executive ensures efficient handling of reinsurance processes, collaborating closely with key stakeholders and managing relevant data. A strong analytical mindset, comprehensive grasp of actuarial methodologies, and familiarity with insurance operations are essential, as is the ability to present complex actuarial information in a clear and succinct manner., The Reinsurance Underwriting Executive is responsible for assessing and approving reinsurance applications, setting underwriting guidelines, and negotiating terms with external reinsurers. This role focuses on risk evaluation, policy acceptance criteria, and claims review within the insurance industry. The executive collaborates with sales and claims teams to ensure underwriting practices align with company objectives and regulatory requirements. Strong risk assessment skills and expertise in underwriting principles are necessary, along with excellent communication skills to explain underwriting decisions to clients and internal partners., The Nurse Manager is tasked with overseeing the planning, coordination, and evaluation of departmental operations and resource allocation. This role includes managing nursing staff, controlling operating expenses, and adhering to budget constraints to ensure the delivery of superior patient care. The Nurse Manager supervises at least one clinical unit, fostering both professional growth and personal development among nursing personnel. While primarily focused on leadership and administrative duties, the role also encompasses clinical practice, education, and research activities. The Nurse Manager mentors assistant nurse clinicians and junior staff to achieve optimal patient outcomes and care experiences. This position functions across diverse healthcare environments including acute, primary, community, integrated, and long-term care settings, requiring a resourceful, prudent, and tactful approach.
datasets: dnth/ssf-train-valid-v4
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-09-18 09:09:30