Model: frankwong2001/ssf-retriever-all-minilm-l6-v2_Fatin_Dataset_v2_1_Epoch
Author: frankwong2001
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:6032, loss:MultipleNegativesRankingLoss, dataset:Fatin757/ssf-train-valid, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:6032, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget: source_sentence: 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.
sentences: 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., source_sentence: The Quality Assurance Manager manages the conduct of various quality assurance tests and analyses to ensure that the product meets or exceeds specified quality standards and end-user requirements. He/She determines quality assurance testing objectives and reviews test plans to ensure alignment of quality testing governance framework and standards. He ensures that system tests are completed, documented and all problems are resolved before release to users. He anticipates internal and/or external business challenges and/or regulatory issues, and recommends process, product, or service improvements. He may lead projects or project steps within a broader project or have accountability for ongoing activities or objectives. He works in a team setting and is proficient in programming languages required by the organisation. He is familiar with international quality standards and processes, as well as applicable test automation tools. The Quality Assurance Manager champions high service standards in ensuring products are issue-free and is methodical in performing quality assurance testing, anticipating problems and resolving issues that occur. He applies knowledge from multiple disciplines to develop innovative improvement solutions and communicate his improvement recommendations effectively.
sentences: The Bus Maintenance Technician is responsible for executing maintenance tasks on designated bus sub-systems within their area of expertise. Key responsibilities include performing both corrective and preventive maintenance, troubleshooting issues to diagnose faults, and conducting functionality tests after repairs. Additionally, the technician assists with general housekeeping duties and the upkeep of workshop tools and equipment while adhering to Workplace Safety and Health (WSH) protocols. This role requires working in a bus workshop and/or depot environment on a rotating shift basis. The technician is technically skilled and has the chance to enhance their technical knowledge and abilities in maintaining various bus sub-systems. A collaborative team member, they contribute to achieving operational and maintenance goals., The Quality Control Supervisor oversees the implementation of quality control procedures and assessments to ensure that products consistently meet or exceed established quality benchmarks and customer expectations. They set quality control testing goals and evaluate testing protocols to guarantee compliance with quality governance frameworks and standards. They ensure that system evaluations are thoroughly conducted, documented, and that any identified issues are addressed prior to product launch. They proactively identify potential internal and external challenges and regulatory concerns, recommending enhancements to processes, products, or services. They may take the lead on specific projects or components within larger initiatives and are responsible for ongoing tasks and objectives. They collaborate within a team environment and possess proficiency in relevant programming languages as required by the organization. They are knowledgeable about international quality standards and methodologies, as well as relevant test automation tools. The Quality Control Supervisor promotes exceptional service standards by ensuring that products are free from defects and is meticulous in executing quality control assessments, foreseeing issues and resolving them promptly. They leverage insights from various disciplines to craft innovative solutions for improvement and effectively communicate their recommendations., The Quality Assurance Analyst conducts various assessments and evaluations to confirm that the software meets or falls below specified quality benchmarks and client expectations. They identify quality assurance testing goals and analyze testing strategies to ensure compliance with the quality assurance framework and standards. They ensure that system evaluations are performed, documented, and any issues are noted before deployment to clients. They react to internal and external business challenges and regulatory concerns, suggesting modifications to processes, products, or services. They may assist in projects or project components within a larger framework or have responsibility for continuous tasks or goals. They operate independently and are knowledgeable in programming languages relevant to the organization. They are acquainted with industry-specific quality standards and methods, as well as relevant testing automation tools. The Quality Assurance Analyst supports satisfactory service standards by ensuring software is error-prone and is thorough in conducting quality assessments, addressing issues that arise. They utilize knowledge from a singular discipline to develop standard solutions and communicate their findings adequately.

## Reason
The negative description shifts focus from a managerial role in quality assurance to an analyst role, which significantly changes the level of responsibility and scope of work. The Quality Assurance Analyst is more focused on evaluating software rather than managing a team or overseeing quality control processes, altering the core job functions and outcomes., source_sentence: The Planning Supervisor (Fleet Management) assists in aircraft lifecycle planning activities and supports in planning of resources to accomplish fleet management functions. He/She generates sub-contract requisitions, conducts inventory planning and control, and reviews warranty claims. He schedules and tracks maintenance work orders as per scheduled maintenance plans. He analyses data from supply chain management (SCM) systems, monitors supplier performance and schedules regular programme reviews with customers and suppliers. He monitors compliance with airworthiness and legislative requirements, and the organisation's safety, health and quality systems. He implements continuous improvement initiatives and lean practices in fleet management to achieve schedule reliability and cost efficiency, improving aircraft performance and availability. He should be methodical and well-organised, and should possess planning and stakeholder management skills. He should be a team player, possess good verbal and written communication skills, and participate in cross-departmental problem-solving to ensure adherence to planned maintenance schedules and uninterrupted supply of planned resources.
sentences: The Fleet Operations Manager is responsible for overseeing the daily operations of the fleet and ensuring optimal utilization of resources to achieve operational goals. This role includes generating reports on fleet performance, managing driver schedules, and coordinating vehicle maintenance activities. The manager analyzes operational data to improve efficiency and reduce costs while ensuring compliance with transportation regulations and safety standards. They also monitor fuel consumption and implement strategies for cost savings across the fleet. The ideal candidate should demonstrate strong leadership and organizational skills, with the ability to communicate effectively with team members and stakeholders. A focus on continuous improvement and operational excellence is key to achieving fleet efficiency and effectiveness.

## Reason
The negative description focuses on fleet operations management rather than aircraft lifecycle planning, significantly altering the core responsibilities and domain of the role. While both roles share similar titles and some operational aspects, the Fleet Operations Manager is more concerned with vehicle management and transportation regulations rather than aircraft maintenance and compliance., The Fleet Planning Coordinator plays a crucial role in overseeing aircraft lifecycle management and resource planning to ensure efficient fleet operations. This position involves generating subcontract requisitions, managing inventory planning and control, and reviewing warranty claims to enhance operational efficiency. The coordinator is responsible for scheduling and tracking maintenance work orders in alignment with maintenance plans. Additionally, they analyze data from supply chain management systems, monitor supplier performance, and conduct regular program reviews with both customers and suppliers. Compliance with airworthiness standards and legislative requirements is paramount, along with adherence to the organization’s safety, health, and quality protocols. The role includes implementing continuous improvement initiatives and lean practices to enhance schedule reliability and cost-effectiveness, ultimately improving aircraft performance and availability. The ideal candidate should be methodical, well-organized, and possess strong planning and stakeholder management skills. Effective communication abilities and a collaborative mindset are essential for successful cross-departmental problem-solving to maintain planned maintenance schedules and ensure a steady supply of necessary resources., The Freight Operations Manager is tasked with overseeing and optimizing freight operational policies, standards, and procedures to align with the needs of the freight business and its clients. This role involves the implementation of effective freight solutions while managing business resources, including personnel, internal assets, and external vendors. The ideal candidate should be resourceful and analytical, capable of securing support from both internal and external stakeholders. Additionally, the Freight Operations Manager is expected to lead a team, make independent business decisions, and take responsibility for the department's profitability., source_sentence: The Head of Education and Programmes oversees the delivery of educational programmes for a diverse group of audiences, ranging from senior executives to students and members of the public. These programmes are designed to broaden science, arts and/or cultural awareness and knowledge. He/She is also responsible for the management of budgets for these programmes, and leads the negotiation with external vendors, contractors and suppliers in the development and execution of these programmes. Innovative and insightful, he displays creativity and strong communication skills in bringing educational programmes to life for his audiences. He is adept in building and maintaining relationships with multiple stakeholders involved in the development and execution of the educational programmes. He also serves as a mentor to direct reports, and provides operational guidance to them on the development and execution of the educational programmes. He works in a flexible work-week as these educational programmes often occur through weekends and public holidays.
sentences: The Cybersecurity Product Manager leads the evaluation of information security and cyber threats related to product innovation, offering insights on necessary control measures in line with risk policies and standards. This role involves managing and coordinating responses to regulatory audits, inquiries, and inspections while ensuring that cybersecurity policies and standards are effectively established and enforced. The manager supervises the creation of analytical reports and implements strategic policies, guiding the ongoing monitoring and management of security operations and incident response efforts. He/She is responsible for team performance and results, fostering communication and collaboration with stakeholders regarding security protocols. With a strong understanding of cybersecurity standards and frameworks, the Cybersecurity Product Manager ensures compliance with the Cyber Security Act 2018. Utilizing a variety of cybersecurity monitoring tools and techniques tailored to the organization’s specific needs, he/she applies risk mitigation strategies to address potential cybersecurity challenges in products. The ideal candidate is proactive, analytical, and adept at foreseeing cybersecurity risks, ensuring they are addressed before they escalate. Excellent communication skills and the ability to cultivate a collaborative work environment are essential for success in this role., The Director of Community Engagement is tasked with managing outreach initiatives aimed at various community groups, including local leaders, residents, and public service members. These initiatives are designed to enhance public awareness of health, safety, and environmental issues. The Director is also in charge of overseeing funding for these initiatives and leads discussions with local organizations, partners, and service providers to facilitate these outreach efforts. He/she demonstrates creativity and effective communication skills in promoting community engagement activities. Additionally, the Director builds and maintains relationships with diverse stakeholders involved in the planning and execution of community initiatives. He/she provides mentorship to team members and offers operational guidance in the development and execution of these outreach initiatives. The position requires adaptability, as many community engagement activities often take place during evenings and weekends.

## Reason
The negative description differs from the anchor by focusing on community outreach rather than educational programmes, highlighting a distinct function and domain shift. The job role is "Director of Community Engagement.", The Director of Learning and Development is responsible for the implementation and management of educational initiatives aimed at a wide range of participants, including corporate leaders, students, and community members. These initiatives are crafted to enhance understanding and appreciation of science, arts, and cultural topics. The Director also oversees budget allocations for these initiatives and plays a key role in negotiating with external partners, vendors, and service providers to ensure successful programme delivery. With a focus on innovation and creativity, he/she excels in communication, making educational initiatives engaging and impactful for all participants. Furthermore, the Director fosters strong relationships with various stakeholders involved in the planning and execution of learning programmes. He/she also mentors team members, offering operational support and guidance in the development and implementation of these educational initiatives. The role requires flexibility, as many learning programmes are scheduled on weekends and public holidays., source_sentence: The Deck Officer (Special Limit) performs bridge navigation and deck watch duties, and voyage planning on board a ship operating within Singapores 'Special Limit' or about 30 nautical miles from Singapores port. He/She assists in search and rescue operations, and is responsible for maintaining the bridge navigational and communications, fire-fighting and life-saving equipment. He must pass a colour vision test and fulfil the requirements stipulated in the Standards of Training, Certification and Watchkeeping for Seafarers (STCW) issued by the International Maritime Organisation (IMO).
sentences: The Bus Maintenance Technician plays a vital role in assisting the team with regular bus servicing and preventive maintenance tasks. Responsibilities include organizing work activities, executing designated servicing and maintenance operations on various bus sub-systems, maintaining cleanliness of workshop tools and equipment, and strictly following Workplace Safety and Health (WSH) protocols. The technician may also be called upon to provide on-the-road assistance during bus breakdowns. This position requires working in a bus workshop or depot environment on a rotating shift schedule. The technician will have opportunities to collaborate with colleagues, enhancing their experience and technical skills in bus maintenance., The Deck Officer (Unlimited) carries out bridge navigation and deck watch responsibilities, along with voyage planning for a ship operating beyond Singapore's 'Special Limit'. This position includes participating in search and rescue operations and is tasked with ensuring the upkeep of navigational systems, communication devices, and emergency equipment. Applicants are required to pass a color vision assessment and adhere to the standards specified in the International Maritime Organisation (IMO) guidelines for maritime personnel.

## Reason
The negative description presents a Deck Officer (Unlimited) role, which operates beyond the 'Special Limit' as opposed to within it, indicating a different scope of responsibility and operational context. The focus on an 'Unlimited' capacity suggests a broader range of duties and navigation responsibilities compared to the original role., The Navigation Officer (Special Limit) is responsible for conducting bridge navigation and overseeing deck watch operations while planning voyages aboard a vessel operating within Singapore's 'Special Limit', approximately 30 nautical miles from the port. This role involves assisting in search and rescue missions and ensuring the proper maintenance of navigational and communication equipment, as well as fire-fighting and life-saving apparatus. Candidates must pass a color vision test and meet the criteria outlined in the Standards of Training, Certification and Watchkeeping for Seafarers (STCW) as mandated by the International Maritime Organisation (IMO).
datasets: Fatin757/ssf-train-valid
pipeline_tag: sentence-similarity
library_name: sentence-transformers
Likes: 0 | All-time downloads: 24
Created: 2025-08-27 03:23:42