3_modernbert-embed-base / README.md

frankwong2001

Add new SentenceTransformer model

da18792 verified 3 months ago

preview code

raw

history blame contribute delete

67.6 kB

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:3016
  - loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget:
  - source_sentence: >-
      The Keeper/Aquarist is responsible for the care and management of wildlife
      within the organisation/attractions sites. This includes the preparation
      and feeding of food to the wildlife, caring for ill animals, checking
      enclosures and cages for signs of wear or damage for animal, staff and
      visitor safety, and giving educational talks/tours to the visitors. He/she
      also maintains animal training behaviours and promotes conservation
      awareness through his animal presentations. Detail-oriented with a strong
      passion for animals, he is attentive to the needs of the wildlife under
      his care, and leverages his strong communication skills to communicate
      effectively with visitors on the characteristics and behaviours of the
      wildlife. He is physically fit and works in a shift system encompassing
      weekends and public holidays. Outside the working hours, he may be on a
      rota for call-outs. He often stays outdoors for long periods of time even
      through inclement weather, and may need a driving licence if he is working
      in a large zoo or safari park. He may also need a scuba-diving licence if
      working in an aquarium.
    sentences:
      - >-
        The Director of Nursing in the Education sector collaborates closely
        with the Chief Nurse to develop a comprehensive nursing education
        framework that addresses the diverse learning requirements of nursing
        students and practicing nurses. This role involves identifying emerging
        competencies and partnering with critical stakeholders to promote
        adaptable and responsive skill acquisition that enhances the nursing
        workforce's capabilities. The Director champions nursing practice
        through exceptional ongoing professional development initiatives
        tailored to meet the changing demands of the national healthcare
        landscape. Additionally, they secure organizational resources to support
        nurses in their lifelong learning journeys and encourage the integration
        of cutting-edge technologies and innovations in nursing education. This
        position operates across various environments, including acute care,
        primary care, and community care, requiring a visionary leader who is
        dynamic and attuned to the evolving healthcare needs, with strong
        leadership abilities in fostering psychological resilience and creating
        effective learning environments.
      - >-
        The Keeper/Aquarist is responsible for managing the administrative tasks
        related to wildlife licensing and permits within the organization. This
        includes ensuring compliance with local regulations, filing necessary
        documents, and maintaining records, without direct interaction with the
        animals or visitors.


        The Keeper/Aquarist oversees a team of junior staff members and is
        focused on strategic planning for conservation policies rather than
        hands-on animal care. This role requires several years of experience in
        management and decision-making authority regarding budget allocations
        and resource management.


        The Keeper/Aquarist works as a Compliance Associate in the banking
        sector, where he/she analyzes regulatory frameworks and ensures
        adherence to financial policies. This position requires a strong
        understanding of financial compliance rather than animal welfare.


        The Keeper/Aquarist is tasked with wildlife management in an
        international context, focusing on cross-border regulatory issues and
        global wildlife trade laws, without direct involvement in animal care or
        public education.


        The Keeper/Aquarist combines duties of an event coordinator and animal
        caretaker, responsible for planning wildlife-related events while also
        providing care for the animals, leading to confusion in priorities and
        skill requirements across both roles.
      - >-
        The Keeper/Aquarist is entrusted with the comprehensive care and
        management of wildlife within the organization’s attractions. This role
        involves preparing and providing nutritious food for the animals,
        tending to those that are unwell, and inspecting enclosures for any
        signs of damage to ensure the safety of animals, staff, and visitors.
        The Keeper/Aquarist also engages guests through educational talks and
        tours, enhancing their understanding of wildlife conservation. With a
        keen eye for detail and a deep passion for animals, he/she is dedicated
        to meeting the needs of the creatures in their care and utilizes strong
        communication skills to effectively share insights about animal behavior
        and characteristics with visitors. The position requires physical
        fitness, as it involves working shifts that include weekends and public
        holidays. Additionally, the Keeper/Aquarist may be on call outside
        regular hours and is accustomed to spending extended periods outdoors,
        regardless of weather conditions. A driving license is essential for
        those working in larger facilities, and a scuba-diving license may be
        required for aquarium settings.
  - source_sentence: >-
      The Executive Sous Chef is responsible for managing kitchen operations by
      running the pass and informing cooks of the orders, monitoring speed and
      rhythm of coursing and overseeing plating of dishes throughout. He/She
      reviews proposed initiatives for continuous improvement and monitors the
      adherence to customer services standards. He outlines the organisations
      service, food hygiene, health and safety standards. Resourceful and
      detail-oriented, he is able to serve as a mentor who directs subordinates
      during kitchen operations. He possesses a service mindset and guides his
      teams to anticipate customer needs. He is expected to work long hours and
      handle the pressure in a fast-paced kitchen environment.
    sentences:
      - >-
        The Executive Sous Chef oversees kitchen operations by coordinating
        order flow and guiding cooks on dish preparation, ensuring timely
        service and presentation. He/She evaluates new initiatives for ongoing
        enhancement while ensuring compliance with customer service standards.
        He establishes the organization’s food safety, hygiene, and health
        protocols. With a resourceful and meticulous approach, he mentors team
        members during kitchen activities, fostering a service-oriented
        atmosphere that anticipates customer preferences. The role demands
        resilience and the ability to thrive in a high-pressure culinary
        environment.
      - >-
        The Executive Sous Chef is tasked with managing front-of-house
        operations by coordinating dining room service and overseeing waitstaff
        during meal service, ensuring a smooth dining experience for guests.


        The Executive Sous Chef leads a team of junior chefs, focusing on daily
        kitchen tasks without significant decision-making authority, and reports
        to the Head Chef for all operational directives.


        The Executive Sous Chef functions as a Marketing Associate in the
        hospitality industry, utilizing analytical skills to develop promotional
        materials and campaigns, while ensuring compliance with brand standards.


        The Executive Sous Chef is responsible for managing kitchen operations
        in a remote island resort, adapting to unique local regulations and
        culinary practices that differ significantly from urban environments.


        The Executive Sous Chef combines responsibilities from both the culinary
        and accounting departments, overseeing kitchen inventory management
        while also preparing financial reports and budget forecasts
        inaccurately.
      - >-
        The Lead Maintenance Engineer oversees reliability-focused maintenance
        initiatives to guarantee the ongoing airworthiness of the aircraft
        fleet. He/She provides direction to team members involved in aircraft
        maintenance operations and spearheads asset performance evaluation. He
        manages intricate projects and formulates maintenance strategies based
        on pertinent technical data, original equipment manufacturer (OEM)
        guidelines, and regulatory standards. As a recognized authority in the
        field, he is responsible for executing work instructions, ensuring
        quality control, and enhancing workflow efficiencies to boost the
        organization's productivity. He actively engages in technical and
        program assessments, reviews documentation, and ensures adherence to
        engineering policies and procedures set forth by the organization,
        clients, and regulatory bodies. He assesses compliance with
        airworthiness and legislative standards while suggesting improvements to
        the organization's standard operating procedures (SOPs) and safety,
        health, and quality systems. He plays a proactive role in advancing lean
        and sustainable practices and conducts research and innovation in
        specific areas for ongoing process enhancements. He evaluates staff
        performance and provides coaching and mentoring to technical team
        members. He should demonstrate strong decision-making, resource
        management, and project management capabilities, as well as effective
        problem-solving, communication, and stakeholder engagement skills to
        address unexpected challenges in fleet management.
  - source_sentence: >-
      The Mechanical Engineer/Electrical Engineer manages the planning and
      development of projects. He/She develops mechanical and/or electrical
      engineering designs based on project requirements, from conceptual to
      schematic and detailed designs. He is responsible for designing mechanical
      and electrical systems. He conducts project assessments and is able to
      provide feasible and creative solutions based on the assessment results.
      He participates in the tendering process and assists with the projects'
      costs and budgets. He plans the team's manpower and provides on-the-job
      coaching to junior staff. He is meticulous, highly detail-oriented and has
      a keen interest to incorporate new technologies into engineering design
      projects. He possesses excellent knowledge in mechanical and/or electrical
      engineering fields, is analytical and has good problem-solving skills. He
      also possesses strong interpersonal and project coordination skills
      crucial for engagement with internal and external stakeholders. He is
      required to work both in office and at project sites.
    sentences:
      - >-
        The Mechanical Designer oversees the aesthetic aspects of product
        design, focusing on visual appeal rather than engineering functionality.


        The Senior Electrical Engineer is responsible for high-level
        decision-making and strategic planning without direct involvement in
        project execution or team management.


        The Compliance Engineer in the pharmaceutical industry ensures that
        products meet regulatory standards, utilizing similar analytical skills
        but in a completely different context.


        The Electrical Engineer in the European market adapts designs to comply
        with specific EU regulations, requiring knowledge of different
        compliance standards and practices.


        The Mechanical Engineer/Software Developer hybrid role combines hardware
        design with software coding, leading to confusion between engineering
        responsibilities and programming tasks.
      - >-
        The Barista Supervisor oversees the crafting of beverages in accordance
        with the organization's established recipes and protocols. This role
        involves preparing and suggesting unique, customized drinks to enhance
        customer satisfaction. To ensure exceptional customer service, he/she
        regularly evaluates compliance with service standards. The supervisor
        also assists in daily operations by organizing staff schedules and
        initiating continuous improvement activities. Additionally, he/she
        ensures adherence to service, food safety, and health regulations. With
        a friendly demeanor and a service-oriented mindset, the supervisor
        effectively manages various tasks while maintaining composure and
        confidence in interactions with a diverse clientele. Flexibility in
        scheduling is essential, including availability for weekends, late
        nights, and public holidays, along with the endurance to remain on their
        feet for extended periods.
      - >-
        The Mechanical Engineer/Electrical Engineer oversees the strategic
        planning and execution of engineering projects. He/She creates
        innovative mechanical and/or electrical designs tailored to project
        specifications, progressing from initial concepts to fully detailed
        designs. His/her role includes the design of mechanical and electrical
        systems, conducting thorough project evaluations, and delivering
        practical and inventive solutions based on these evaluations. He/She
        plays an active role in the bidding process and supports budget
        management for projects. Additionally, he/she organizes team resources
        and provides mentorship to junior engineers. With a meticulous approach
        and a passion for integrating cutting-edge technologies into engineering
        designs, he/she demonstrates exceptional expertise in mechanical and/or
        electrical engineering disciplines, strong analytical skills, and
        proficient problem-solving abilities. He/She also possesses excellent
        interpersonal and project management skills essential for effective
        collaboration with both internal teams and external partners. The role
        requires working in both office settings and on-site at project
        locations.
  - source_sentence: >-
      The Assistant Coordination and Reservations Executive assists in
      processing reservations of travel, including air tickets, hotels and
      attractions and issues reservation slips for group reservations. He/She
      also processes refund requests in cases of partially-utilised tickets and
      knows the airline terminology, codes, fare basis, aviation rules and
      tariffs. Service-oriented with strong multi-tasking skills, he liaises
      with suppliers and customer support department to coordinate any changes
      to reservations. He is also able to perform in a fast paced environment
      and perform checks on the availability of products and services with
      vendors and holds reservations. He assists in the coordination of travel
      operations including arranging of tickets to attractions, coaches, meals
      and hotel rooms allocation. He may be required to work on weekends,
      evenings, and public holidays in an office environment.
    sentences:
      - >-
        The Assistant Coordination and Reservations Executive oversees the
        management of corporate travel budgets, including the negotiation of
        contracts with travel vendors. 


        The Assistant Coordination and Reservations Executive leads a team of
        travel consultants, focusing on strategic planning and long-term travel
        program development.


        The Assistant Coordination and Reservations Executive is responsible for
        compliance audits in the healthcare industry, ensuring adherence to
        regulatory standards and internal policies.


        The Assistant Coordination and Reservations Executive manages
        international travel logistics for corporate clients, navigating complex
        global regulations and cross-border travel requirements.


        The Assistant Coordination and Reservations Executive combines event
        planning and travel coordination, tasked with organizing large-scale
        conferences while also handling personal travel arrangements.
      - >-
        The Automation Technician is responsible for the operation and
        maintenance of automation equipment and systems utilized in stage
        productions, working under the guidance of senior team members. This
        role involves setting parameters for automated stage elements and
        collaborating with various stakeholders to optimize programming and make
        necessary adjustments for precise movements and placements that align
        with design intentions. During live performances, the technician will
        manage automation systems in accordance with stage cues to ensure
        operational safety and fluidity. Additionally, the Automation Technician
        plays a key role in tracking maintenance, troubleshooting issues, and
        repairing equipment as needed. This position can be offered on a
        full-time or casual basis in venues, rental firms, production companies,
        or directly for productions.
      - >-
        The Assistant Coordination and Reservations Executive plays a crucial
        role in managing travel bookings, encompassing airfares, accommodations,
        and attractions. This position involves generating reservation
        confirmations for group travel and processing refund applications for
        partially used tickets. The ideal candidate is knowledgeable about
        airline jargon, fare structures, aviation regulations, and pricing. With
        a focus on customer service and exceptional multitasking capabilities,
        the executive collaborates with suppliers and the customer support team
        to adjust reservations as needed. Capable of thriving in a dynamic
        environment, he/she checks product and service availability with vendors
        and manages bookings efficiently. The role includes organizing travel
        logistics such as tickets for attractions, transportation, dining, and
        hotel assignments, with the expectation of availability to work
        weekends, evenings, and public holidays in an office setting.
  - source_sentence: >-
      The Principal Security Consultant is responsible for leading a team to
      clinch consultancy projects to provide security audits, reviews and
      security risk assessment services to clients and recommend improvements to
      existing security measures. He/She is required to evaluate tender
      documents and manage the deployment of security consultants to develop
      security protection and implementation plans for various types of
      facilities. He is required to work in an office environment and perform
      site visits when necessary. He is expected to communicate with relevant
      stakeholders and clients as part of his role in performing the respective
      duties. This requires him to be analytical, responsive, decisive and
      cooperative.
    sentences:
      - >-
        The Senior Principal Occupational Therapy Educator is responsible for
        guiding and evaluating various training initiatives and programs within
        the department. This role involves providing specialized training to
        occupational therapists and spearheading professional development
        efforts. The educator develops and executes frameworks that enhance
        learning opportunities throughout the department. The position may be
        situated in diverse environments, including public and private sectors,
        acute care hospitals, rehabilitation facilities, voluntary welfare
        organizations, educational institutions, and client homes. Collaboration
        with interdisciplinary teams, which may comprise educators, healthcare
        professionals, and therapists, is also a key aspect of the role. The
        ideal candidate should demonstrate visionary leadership, innovation, and
        a strong commitment to the advancement of therapists' skills. Effective
        interpersonal, communication, and team-building abilities are essential
        for success in this position.
      - >-
        The Principal Security Consultant is tasked with spearheading a team to
        secure consultancy projects focused on delivering security audits,
        assessments, and risk evaluations to clients, while also suggesting
        enhancements to current security protocols. This role involves reviewing
        tender documents and overseeing the assignment of security specialists
        to formulate protection strategies and implementation plans for diverse
        facilities. The position primarily operates in an office setting, with
        occasional site visits required. Effective communication with
        stakeholders and clients is essential for fulfilling the
        responsibilities of this role, demanding strong analytical, responsive,
        decisive, and collaborative skills.
      - >-
        The Principal Security Consultant is responsible for managing a team to
        oversee marketing campaigns, analyzing market trends, and developing
        promotional strategies for various products. 


        The Principal Security Consultant oversees the operations of a junior
        audit team, focusing on compliance with internal policies and ensuring
        adherence to basic regulatory requirements.


        The Principal Security Consultant is engaged in financial analysis,
        requiring expertise in budget forecasting and revenue management within
        the retail sector.


        The Principal Security Consultant is tasked with leading cross-border
        legal compliance initiatives, requiring knowledge of international law
        and regulations specific to the European market.


        The Principal Security Consultant combines project management and IT
        support roles, focusing on both strategic planning and technical
        troubleshooting for software applications.
datasets:
  - frankwong2001/ssf-train-valid-full-synthetic-v3
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on nomic-ai/modernbert-embed-base

This is a sentence-transformers model finetuned from nomic-ai/modernbert-embed-base on the ssf-train-valid-full-synthetic-v3 dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: nomic-ai/modernbert-embed-base
Maximum Sequence Length: 8192 tokens
Output Dimensionality: 768 dimensions
Similarity Function: Cosine Similarity
Training Dataset:
- ssf-train-valid-full-synthetic-v3

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False, 'architecture': 'ModernBertModel'})
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("frankwong2001/3_modernbert-embed-base")
# Run inference
sentences = [
    'The Principal Security Consultant is responsible for leading a team to clinch consultancy projects to provide security audits, reviews and security risk assessment services to clients and recommend improvements to existing security measures. He/She is required to evaluate tender documents and manage the deployment of security consultants to develop security protection and implementation plans for various types of facilities. He is required to work in an office environment and perform site visits when necessary. He is expected to communicate with relevant stakeholders and clients as part of his role in performing the respective duties. This requires him to be analytical, responsive, decisive and cooperative.',
    'The Principal Security Consultant is tasked with spearheading a team to secure consultancy projects focused on delivering security audits, assessments, and risk evaluations to clients, while also suggesting enhancements to current security protocols. This role involves reviewing tender documents and overseeing the assignment of security specialists to formulate protection strategies and implementation plans for diverse facilities. The position primarily operates in an office setting, with occasional site visits required. Effective communication with stakeholders and clients is essential for fulfilling the responsibilities of this role, demanding strong analytical, responsive, decisive, and collaborative skills.',
    'The Principal Security Consultant is responsible for managing a team to oversee marketing campaigns, analyzing market trends, and developing promotional strategies for various products. \n\nThe Principal Security Consultant oversees the operations of a junior audit team, focusing on compliance with internal policies and ensuring adherence to basic regulatory requirements.\n\nThe Principal Security Consultant is engaged in financial analysis, requiring expertise in budget forecasting and revenue management within the retail sector.\n\nThe Principal Security Consultant is tasked with leading cross-border legal compliance initiatives, requiring knowledge of international law and regulations specific to the European market.\n\nThe Principal Security Consultant combines project management and IT support roles, focusing on both strategic planning and technical troubleshooting for software applications.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.9259, 0.2866],
#         [0.9259, 1.0000, 0.3057],
#         [0.2866, 0.3057, 1.0000]])

Training Details

Training Dataset

ssf-train-valid-full-synthetic-v3

Dataset: ssf-train-valid-full-synthetic-v3 at b816c6b
Size: 3,016 training samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 66 tokens mean: 169.89 tokens max: 355 tokens	min: 67 tokens mean: 160.73 tokens max: 323 tokens	min: 80 tokens mean: 296.5 tokens max: 1718 tokens

Samples:

anchor	positive	negative
The Branch Manager is responsible for ensuring the achievement of the branch's financial targets. He/She is responsible for all functions of the branch under his care, such as hiring employees, implementing service initiatives, overseeing the approval of loans and lines of credit, marketing, and assisting with customer relations. He effectively manages team members within his branch, including developing and motivating them to perform and achieve sales targets. The Branch Manager may occasionally be required to work weekends and after hours. He has good organisational skills, is diligent and possesses strong people management capabilities. He is customer focused, has keen problem solving abilities and is able to manage internal and external stakeholders from a variety of backgrounds.	The Branch Manager oversees the successful attainment of the branch's financial objectives. This role encompasses all operational aspects of the branch, including recruiting staff, executing service strategies, managing loan and credit approvals, conducting marketing efforts, and facilitating customer engagement. The Branch Manager adeptly leads team members, fostering their development and driving them towards achieving sales goals. Occasionally, this position may require working on weekends and after hours. The ideal candidate demonstrates excellent organizational skills, a strong work ethic, and possesses exceptional people management abilities. A customer-centric approach, along with proficient problem-solving skills and the ability to engage with diverse internal and external stakeholders, is essential.	The Branch Manager is tasked with ensuring compliance with environmental regulations across various departments. He/She is responsible for all aspects of environmental audits, including recruiting compliance officers, implementing sustainability initiatives, overseeing the approval of waste disposal methods, marketing green practices, and managing community relations. He effectively collaborates with team members to enhance compliance metrics and achieve sustainability targets. The Branch Manager may be required to work in extreme weather conditions. He has strong analytical skills, is detail-oriented, and possesses excellent project management capabilities. He is focused on environmental impact, has sharp analytical abilities, and can manage regulatory stakeholders from different sectors. The Branch Manager is accountable for the strategic growth of multiple branches within an international organization. This senior role involves high-level decision-making, including mergers and acqu...
The Head of IT Audit develops the organisation's IT audit framework to manage regulatory and operational risks to safeguard IT assets. He/She defines key objectives and guiding principles for the formulation of IT risk management programs, as well as procedures for documenting and updating policies, standards, guidelines relating to the management of IT assets. He advices on the development of IT audit plans and ensures that audit plans comply with regulatory, operational, security risks and relevant internal auditing standards. He oversees the conduct of audits, respective investigations into non-compliance and risks identified from audits. He overlooks new IT policies, systems and processes necessary for enhancing IT controls and mitigate risks. He consults with and advises senior leaders regarding internal controls and security procedures, prepares activity and progress reports relating to the IT audit function. He also guide team members on procedures, technical problems, prioritie...	The Head of IT Audit is responsible for establishing a comprehensive IT audit framework that effectively manages regulatory and operational risks to protect the organization’s IT assets. This role involves defining essential objectives and principles for developing IT risk management strategies, as well as creating procedures for the documentation and updating of policies, standards, and guidelines related to IT asset management. The individual provides strategic advice on IT audit planning and ensures compliance with relevant regulations, operational standards, and security risks in line with internal auditing practices. Additionally, the Head of IT Audit supervises audit execution, investigates instances of non-compliance, and addresses risks identified during audits. The role includes overseeing the implementation of new IT policies, systems, and processes to strengthen IT controls and mitigate risks. The Head of IT Audit collaborates with senior leadership to enhance internal contr...	The Head of IT Audit is tasked with managing financial audits across various departments to ensure compliance with budgetary constraints and fiscal regulations. The Head of IT Audit functions as a Junior Audit Associate, responsible for assisting in the execution of basic audit tasks under close supervision, with limited decision-making authority. The Head of IT Audit serves as a Compliance Officer in the healthcare sector, focusing on regulatory compliance and quality assurance in clinical practices rather than IT environments. The Head of IT Audit oversees cross-border financial reporting for international subsidiaries, navigating different accounting standards and regulations while ensuring compliance with local market practices. The Head of IT Audit combines responsibilities of a Project Manager and a Risk Analyst, overseeing multiple unrelated projects while simultaneously assessing risks across diverse business units without a clear focus on IT auditing.
A Nurse Manager is responsible for planning, coordinating, directing, and evaluating operational activities and resource utilisation in the department. S/He is also responsible for managing nursing manpower operating expenses and budget effectively to provide high quality patient care. S/He oversees at least one unit. S/He oversees the professional and personal development of all staff under her/his charge. Her/His core function is in managerial tasks, but s/he will also perform some clinical, educational and research tasks in the course of her/his day-to-day work. S/He provides guidance to assistant nurse clinicians and below to ensure optimal care is provided to meet desired patient outcomes and experience. S/He operates in a wide variety of settings such as acute care, primary care, community hospitals, integrated care and long-term care facilities. S/He should be resourceful, prudent, tactful and persuasive.	The Nurse Manager is tasked with organizing, supervising, and assessing the operational functions and resource allocation within the department. They are accountable for effectively managing nursing workforce budgets and expenses to ensure the delivery of exemplary patient care. The Nurse Manager oversees at least one nursing unit and is responsible for fostering both the professional and personal growth of all team members under their leadership. While primarily focused on managerial duties, they also engage in clinical, educational, and research activities as part of their daily responsibilities. Additionally, they provide support and direction to assistant nurse clinicians and lower-level staff to guarantee that optimal care is provided, aligning with desired patient outcomes and experiences. The role is carried out in diverse environments, including acute care, primary care, community hospitals, integrated care, and long-term care facilities. Ideal candidates will be resourceful, p...	The Nurse Manager is focused on developing marketing strategies, coordinating promotional activities, and evaluating the effectiveness of advertising campaigns in the department. They are responsible for managing the budget for marketing materials and operational expenses to enhance brand visibility. The Nurse Manager oversees at least one team of marketing specialists and is tasked with driving the professional growth of all personnel involved. While their primary role is in marketing tasks, they will also conduct some sales training and customer research during their daily activities. They provide mentorship to junior marketing associates and below to ensure effective communication is maintained with clients. The position is performed in various sectors, such as retail, hospitality, and entertainment. Candidates should be innovative, analytical, strategic, and persuasive. The Nurse Manager is responsible for supervising nursing operations at a senior level, managing large-scale budg...

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim",
    "gather_across_devices": false
}

Evaluation Dataset

ssf-train-valid-full-synthetic-v3

Dataset: ssf-train-valid-full-synthetic-v3 at b816c6b
Size: 754 evaluation samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 754 samples:

	anchor	positive	negative
type	string	string	string
details	min: 58 tokens mean: 169.85 tokens max: 380 tokens	min: 54 tokens mean: 160.26 tokens max: 362 tokens	min: 94 tokens mean: 304.69 tokens max: 1330 tokens

Samples:

anchor	positive	negative
The Venue Operations Manager is responsible for overseeing the running of venue operations, including the logistics requirements. He/She works closely with event services department to ensure client requirements are fulfilled in compliance to local health and safety standards. He reviews event plans to ensure generation of maximum yield for organisation. Meticulous and resourceful, he possesses excellent problem-solving skills and is able to react quickly to deviations in the project plans. He is able to work in a flexible workweek, including weekends, evenings, and public holidays, and is comfortable working in both an indoor and outdoor environment depending on the nature and requirements of the events.	The Venue Operations Manager is tasked with managing the day-to-day functions of venue operations, including logistical planning and execution. Collaborating closely with the event services team, he/she ensures that client needs are met while adhering to local health and safety regulations. The manager evaluates event proposals to maximize organizational profitability. Detail-oriented and innovative, he/she demonstrates strong problem-solving abilities and can swiftly adjust to changes in project timelines. Flexibility in working hours is essential, as the role may require availability during weekends, evenings, and public holidays, and the manager must be adept at working in various environments, whether indoor or outdoor, based on event specifications.	The Venue Operations Coordinator is involved in managing the administrative tasks of venue bookings, focusing on client communications rather than logistics. The Venue Operations Director oversees large-scale venue strategies and has decision-making authority over multiple departments, requiring extensive experience in leadership roles. The Venue Operations Specialist is responsible for compliance checks in a manufacturing facility, utilizing similar analytical skills but within a different regulatory framework. The Venue Operations Manager in a different country is tasked with adhering to international safety standards while managing events that cater to a diverse clientele across borders. The Venue Operations Manager combines responsibilities of a catering manager and a maintenance supervisor, overseeing food services while also handling facility repairs, which creates confusion in role expectations.
The Network Development Principal Engineer provides technical leadership to the network development team and develops detailed project plans for electricity transmission and/or distribution network development and/or the integration of distributed generation sources and energy storage systems with the grid. As the technical expert, he/she reviews project progress reports and investigation findings of site problems encountered to propose follow- up actions. He reviews installation plans for metering equipment and sensors, and leads process improvement initiatives. He leads technical capability development programmes, including on-the-job training and coaching, and formulates the technical training and development plans for the teams. He manages the Permits-to-Work for the team, and establishes Safe System of Work (SSoW) frameworks and practices for his area of work. He proposes emergency technical and recovery activities based on the crisis management framework, and determines the respo...	The Network Development Principal Engineer offers expert technical guidance to the network development team, crafting comprehensive project plans for the enhancement of electricity transmission and distribution networks, as well as the incorporation of distributed energy resources and storage systems into the grid. Acting as the technical authority, he/she evaluates project progress reports and conducts investigations into site issues, recommending appropriate follow-up actions. He/she assesses installation strategies for metering devices and sensors, spearheads initiatives for process enhancements, and directs technical capability-building programs, including hands-on training and mentorship, while devising technical training and development strategies for the team. Additionally, he/she oversees the management of Permits-to-Work for the team, implementing Safe System of Work (SSoW) frameworks and practices specific to the area of responsibility. He/she formulates emergency technical a...	The Network Development Principal Engineer manages the financial operations of the network development team, focusing on budgeting and expense tracking for electricity transmission projects. The Network Development Principal Engineer serves as a Junior Engineer who assists with basic tasks under close supervision, requiring minimal experience in network development and no decision-making authority. The Network Development Principal Engineer operates as a Compliance Associate in the healthcare sector, ensuring that all regulatory requirements are met while analyzing data for compliance with health regulations. The Network Development Principal Engineer focuses on network development projects in a different regulatory environment, specifically in the European market, adapting to varied local standards and practices. The Network Development Principal Engineer combines the roles of a project manager and a sales representative, overseeing project timelines while also directly selling n...
The Keeper/Aquarist is responsible for the care and management of wildlife within the organisation/attractions sites. This includes the preparation and feeding of food to the wildlife, caring for ill animals, checking enclosures and cages for signs of wear or damage for animal, staff and visitor safety, and giving educational talks/tours to the visitors. He/she also maintains animal training behaviours and promotes conservation awareness through his animal presentations. Detail-oriented with a strong passion for animals, he is attentive to the needs of the wildlife under his care, and leverages his strong communication skills to communicate effectively with visitors on the characteristics and behaviours of the wildlife. He is physically fit and works in a shift system encompassing weekends and public holidays. Outside the working hours, he may be on a rota for call-outs. He often stays outdoors for long periods of time even through inclement weather, and may need a driving licence if h...	The Keeper/Aquarist is entrusted with the comprehensive care and management of wildlife within the organization’s attractions. This role involves preparing and providing nutritious food for the animals, tending to those that are unwell, and inspecting enclosures for any signs of damage to ensure the safety of animals, staff, and visitors. The Keeper/Aquarist also engages guests through educational talks and tours, enhancing their understanding of wildlife conservation. With a keen eye for detail and a deep passion for animals, he/she is dedicated to meeting the needs of the creatures in their care and utilizes strong communication skills to effectively share insights about animal behavior and characteristics with visitors. The position requires physical fitness, as it involves working shifts that include weekends and public holidays. Additionally, the Keeper/Aquarist may be on call outside regular hours and is accustomed to spending extended periods outdoors, regardless of weather cond...	The Keeper/Aquarist is responsible for managing the administrative tasks related to wildlife licensing and permits within the organization. This includes ensuring compliance with local regulations, filing necessary documents, and maintaining records, without direct interaction with the animals or visitors. The Keeper/Aquarist oversees a team of junior staff members and is focused on strategic planning for conservation policies rather than hands-on animal care. This role requires several years of experience in management and decision-making authority regarding budget allocations and resource management. The Keeper/Aquarist works as a Compliance Associate in the banking sector, where he/she analyzes regulatory frameworks and ensures adherence to financial policies. This position requires a strong understanding of financial compliance rather than animal welfare. The Keeper/Aquarist is tasked with wildlife management in an international context, focusing on cross-border regulatory issue...

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim",
    "gather_across_devices": false
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: epoch
per_device_train_batch_size: 32
per_device_eval_batch_size: 16
gradient_accumulation_steps: 16
learning_rate: 2e-05
num_train_epochs: 5
lr_scheduler_type: cosine
warmup_ratio: 0.1
bf16: True
tf32: False
load_best_model_at_end: True
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: epoch
prediction_loss_only: True
per_device_train_batch_size: 32
per_device_eval_batch_size: 16
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 16
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 2e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 5
max_steps: -1
lr_scheduler_type: cosine
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: True
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: False
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: True
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss	Validation Loss
1.0	6	0.2184	0.0124
2.0	12	0.0066	0.0010
3.0	18	0.0031	0.0006
4.0	24	0.0027	0.0006
5.0	30	0.002	0.0005

The bold row denotes the saved checkpoint.

Framework Versions

Python: 3.12.11
Sentence Transformers: 5.1.0
Transformers: 4.55.0
PyTorch: 2.8.0+cu128
Accelerate: 1.10.0
Datasets: 4.0.0
Tokenizers: 0.21.4

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}