Add new SentenceTransformer model

README.md

@@ -9,158 +9,182 @@ tags:
 - loss:MultipleNegativesRankingLoss
 base_model: nomic-ai/modernbert-embed-base
 widget:
-- source_sentence: A Nurse Clinician has clinical expertise in a specialised field
-    of nursing. Her/His core function will be providing patient care through clinical
-    leadership in nursing practice. S/He is also responsible for evaluating the standards
-    of care and integrating evidence-based knowledge into clinical practice. S/he
-    will perform managerial, educational and research work in the course of her/his
-    professional practice. S/He provides guidance and direction to Assistant Nurse
-    Clinicians and below to ensure optimal care to meet desired patient outcomes.
-    S/He operates in a variety of settings such as acute care, primary care, community
-    hospitals, integrated care and long-term care facilities. S/He is insightful,
-    analytical and inquiring. S/He has interpersonal skills to exert positive influence
-    in leading and coaching a team of nurses towards clinical excellence.
+- source_sentence: The Cluster Manager oversees the daily operations in the deployment
+    of the team across Centres and ensures the team operates in compliance with all
+    policies. He/she also manages manpower resources, including onboarding and staff
+    development. He possesses strong leadership skills and is able to build and leverage
+    effective relationships with stakeholders. He also drives the overall initiatives
+    for cross-Centre programmes, curricula and quality of learning.
   sentences:
-  - Credit Risk Management Specialist focused on implementing and executing policies
-    to safeguard the organization's financial stability. Responsible for monitoring
-    and reporting credit risks to align with the defined risk appetite, leading assessments
-    of credit applications and counterparty risks to ensure effective management.
-    Collaborates with business stakeholders to ensure adherence to credit policies
-    and regulatory requirements, with potential after-hours communication. Proficient
-    in credit analytics tools and knowledgeable about Basel frameworks, thriving in
-    dynamic environments and managing project details effectively while fostering
-    communication and collaboration to achieve objectives.
-  - A Junior Health Administrator oversees administrative operations in a healthcare
-    facility. Their primary responsibilities include managing patient records, coordinating
-    office procedures, and ensuring compliance with healthcare regulations. They support
-    the senior management team by analyzing data to improve operational efficiency
-    and assist in budget preparation. The role requires excellent organizational skills
-    and the ability to communicate effectively with staff and patients.
-  - Nurse Clinician role focused on providing specialized patient care, clinical leadership,
-    and evidence-based practice in various healthcare settings, including acute and
-    long-term care facilities.
-- source_sentence: The Research Manager/Assistant Manager manages the conduct of research
-    and studies on the industry landscape in accordance with the ethical standards
-    and guidelines. He/She conceptualises research designs and frameworks for execution,
-    and validates results and findings in collaboration with relevant stakeholders.
-    He evaluates and applies research findings to enhance industry policies and practices,
-    and organisations strategic direction and programmes. He manages research budget
-    and relationships with strategic partners and stakeholders on collaborative research,
-    data-sharing and potential funding opportunities.The Research Manager/Assistant
-    Manager is analytical, insightful, and possesses critical thinking and organisational
-    skills. He is resourceful and passionate in what he does. He has keen business
-    acumen, strong interpersonal and communication skills to be able to work with
-    relevant stakeholders and provide consultation.
+  - Factory Operations Manager responsible for planning, developing, and executing
+    production and quality assurance processes. This role includes setting output
+    goals for projects, creating policies to meet those goals, and defining inspection
+    criteria. The ideal candidate will demonstrate strong leadership skills, technical
+    expertise, and a focus on enhancing quality control strategies to ensure project
+    success.
+  - Junior Risk Management Analyst tasked with evaluating and mitigating risks within
+    the financial sector. This role involves conducting thorough analysis of market
+    trends and compliance regulations, while collaborating with various departments
+    to ensure effective risk strategies. Strong analytical skills and the ability
+    to communicate findings clearly are crucial. The position also includes supporting
+    the development of risk assessment frameworks and training staff on risk management
+    protocols.
+  - Cluster Operations Manager responsible for coordinating team activities across
+    multiple Centres, ensuring adherence to policies and regulations. The role includes
+    managing staffing resources, facilitating onboarding processes, and promoting
+    staff development. Strong leadership abilities and relationship-building skills
+    with stakeholders are essential. The position also involves driving initiatives
+    for cross-Centre programs, curriculum development, and maintaining high learning
+    quality standards.
+- source_sentence: The Software Engineer leads important projects and possesses capability
+    to make breakthroughs in design, development, testing, debugging and implementing
+    software applications or specialised utility programs in support of end users'
+    needs on platforms. He/She plans and coordinates regular updates and recommends
+    improvements to existing applications. He identifies and resolves issues which
+    have organisation wide and long-term impact. He identifies security risks, creates
+    requirements to capture security issues, and performs initial threat modelling
+    to ensure coding standards meets security requirements. He develops and maintains
+    the software configuration management plan and oversees the building, verification
+    and implementation of software releases. He provides guidance and technical support
+    to the quality testing teams. He works in a team setting and is proficient in
+    programming languages required by the organisation. He is familiar with software
+    development tools and standards, as well as the relevant software platforms on
+    which the solution is deployed on. The Software Engineer is imaginative and creative
+    in exploring a range of application designs and solutions. He is able to engage
+    and support others in the team, readily put forth his ideas in a clear and compelling
+    manner.
   sentences:
-  - Job opening for a Research Manager/Assistant Manager to oversee industry research
-    projects, develop research designs, and collaborate with stakeholders to validate
-    findings. The role involves enhancing policies and strategic initiatives based
-    on research insights while managing budgets and partnerships for collaborative
-    studies.
-  - User Interface Designer focused on understanding business and user needs for UI
-    design, developing technical specifications, and creating intuitive and responsive
-    user experiences. Responsible for managing UI elements to ensure consistency,
-    conducting usability tests, and analyzing design audits for continuous improvement.
-    Collaborates with a team, proficient in relevant programming languages and graphic
-    design tools, and applies Universal Principles of Design to innovate and enhance
-    user interfaces.
-  - Seeking a Junior Financial Analyst to assist in the preparation of financial reports
-    and analysis for the healthcare sector. The role includes evaluating financial
-    data, supporting budgeting processes, and collaborating with team members to ensure
-    compliance with industry regulations. Strong analytical skills and attention to
-    detail are essential for this position.
-- source_sentence: The Head of Design Production leads the design production team
-    to meet the goals and objectives of product plans. He/She possesses a strong grasp
-    of technical knowledge for negotiating agreements and contracts with project partners
-    before commencing design production projects. He develops strategies to mitigate
-    any risks identified during the design production process. He leads teams and
-    nurtures staff by helping them to develop capabilities for reaching their potential.
-    The Head of Design Production is able to engage with stakeholders in all levels
-    of the organisation and can manage multiple priorities. He possesses sound knowledge
-    of technical and traditional art processes as well as production pipelines. In
-    addition, his excellent analytical and problem-solving capabilities enables him
-    to anticipate customer needs and enhance the design of the organisation's products.
-    Lastly, he possesses strong leadership and mentoring skills for developing his
-    team.
+  - Software Developer oversees critical projects and has the ability to innovate
+    in the design, development, testing, debugging, and implementation of software
+    applications or specialized utility programs tailored to end users' requirements
+    on various platforms. He/She organizes and manages regular updates and suggests
+    enhancements to current applications. He identifies and addresses issues that
+    have organization-wide and long-term significance. He assesses security vulnerabilities,
+    formulates requirements to address security concerns, and conducts preliminary
+    threat modeling to ensure coding practices align with security protocols. He develops
+    and maintains the software configuration management strategy and supervises the
+    construction, verification, and deployment of software releases. He offers guidance
+    and technical assistance to the quality assurance teams. He collaborates within
+    a team environment and is skilled in the programming languages necessary for the
+    organization. He is knowledgeable about software development tools and standards,
+    as well as the specific software platforms utilized for deployment. The Software
+    Developer is inventive and resourceful in investigating a variety of application
+    designs and solutions. He effectively engages and supports team members, articulating
+    his ideas in a clear and persuasive way.
+  - Senior Automation Engineer overseeing the planning, design, installation, and
+    integration of rigging and lifting systems, managing vendors and contractors while
+    supervising project setups, exploring innovative solutions, and collaborating
+    with stakeholders to implement advanced technologies.
+  - Junior Data Analyst conducts routine analyses and is responsible for generating
+    insights from data sets to support business decisions in the marketing sector.
+    He/She organizes and executes regular data reports and recommends adjustments
+    to existing analytical methods. He identifies and resolves data discrepancies
+    that have department-wide implications. He assesses data privacy risks, develops
+    protocols to address data handling issues, and performs preliminary data modeling
+    to ensure compliance with privacy regulations. He creates and maintains the data
+    management plan and supervises the extraction, validation, and reporting of data
+    sets. He provides assistance and technical support to the analytics teams. He
+    works collaboratively in a team environment and is proficient in statistical software
+    required by the organization. He is familiar with data analysis tools and methodologies,
+    as well as the relevant databases on which the data is stored. The Junior Data
+    Analyst is analytical and detail-oriented in exploring a range of data trends
+    and insights. He is able to communicate and support colleagues effectively, presenting
+    his findings in a clear and impactful manner.
+- source_sentence: The Server / Service Crew / Runner is responsible for delivering
+    service and operations excellence. He/She sets the tables, takes orders, and delivers
+    the correct food to the corresponding tables. He is able to operate Point of Sales
+    (POS) systems when managing orders. He also follows hygiene, safety and other
+    standards, and carries out food and beverage operational tasks. He may suggest
+    areas for continuous improvement within own work area. He is attentive and meticulous
+    and needs to work under pressure to serve customers quickly and efficiently. He
+    also possesses good communication skills and teamwork spirit to ensure service
+    standards are met. He is capable of working well with kitchen staff to ensure
+    customers requests are met. He is able to work in a flexible schedule, including
+    weekends, evenings, and public holidays. He should have the stamina to stay on
+    his feet for long periods.
   sentences:
-  - Job opening for an Optimisation Engineer focusing on enhancing clean energy solutions,
-    responsible for maximizing efficiency and performance in smart grid systems and
-    battery storage technologies. The role involves analyzing data to identify inefficiencies
-    and implementing strategies for system optimization while collaborating with R&D
-    teams on innovative technology development.
-  - Junior Financial Analyst responsible for compiling and analyzing financial data
-    to support business decisions. The role requires proficiency in Excel and financial
-    modeling, with a focus on preparing reports for management. The analyst will assist
-    in budget preparation and forecasting, while collaborating with various departments
-    to ensure financial goals are met. Strong attention to detail and analytical skills
-    are essential for success in this position.
-  - Head of Design Production overseeing design teams to achieve product objectives,
-    skilled in negotiating contracts and managing project partnerships, with expertise
-    in risk management and staff development to enhance team capabilities and stakeholder
-    engagement.
-- source_sentence: The Workplace Safety and Health (WSH) Supervisor is responsible
-    for conducting daily WSH compliance inspections at the work site. He/she assists
-    in safety and health planning and organisation, identifies WSH hazards, evaluate
-    and control risks, carry out WSH inspections and conduct incident investigation
-    and prepare report. He may be expected to conduct internal training or briefings
-    to facilitate safety compliance. He is required to work on-site and work closely
-    with operations and occupational hygiene team. The WSH Supervisor is collaborative
-    and demonstrates good teamwork and in order to solve problems.
+  - Programme Coordinator responsible for designing and implementing client-focused
+    programmes, ensuring quality and risk management, overseeing budget compliance,
+    and guiding volunteers and junior staff in programme activities while collaborating
+    with community partners.
+  - We are seeking a Junior Risk Management Analyst to assist in delivering operational
+    excellence within the financial services sector. Responsibilities include analyzing
+    risk data, preparing reports, and ensuring compliance with industry regulations.
+    The candidate will utilize various analytical tools and software to assess risk
+    levels and make recommendations for improvements. Attention to detail and strong
+    communication skills are necessary for collaborating with different departments.
+    Flexibility to manage changing priorities and deadlines is essential, along with
+    the ability to work extended hours on projects as needed.
+  - Job opening for a Service Crew Member responsible for providing excellent customer
+    service and operational support in a dining environment. Duties include setting
+    tables, taking and delivering orders accurately, and operating Point of Sales
+    (POS) systems efficiently. The ideal candidate will adhere to hygiene and safety
+    standards, perform food and beverage tasks, and contribute ideas for improvement.
+    Strong communication and teamwork skills are essential for collaborating with
+    kitchen staff and ensuring customer satisfaction. Flexibility to work various
+    shifts, including weekends and holidays, is required, along with the physical
+    stamina to remain active throughout shifts.
+- source_sentence: The Head of Credit assumes responsibility for overall credit function
+    of an organisation. He/She establishes internal controls and processes for credit
+    assessments, reviews, restructuring, monitoring and recovery. He is expected to
+    have a good understanding of business and market developments locally and regionally,
+    and is able to establish credit guidelines that are prudent and aligned with the
+    organisation's requirements. He is analytical, numerically-driven and takes a
+    prudent approach to credit risk management.
   sentences:
-  - Workplace Safety and Health (WSH) Officer responsible for daily inspections, safety
-    planning, hazard identification, risk evaluation, and incident reporting. Collaborates
-    with operations and hygiene teams to ensure compliance and conducts training sessions
-    for staff.
-  - Civil and Structural Engineer responsible for overseeing project planning and
-    development. This role involves creating engineering designs tailored to project
-    specifications, progressing from initial concepts to detailed designs. The engineer
-    will perform project evaluations and deliver innovative solutions based on findings.
-    Engagement in the tendering process and supervision of contractors and subcontractors
-    is essential. Additionally, the engineer will manage team resource allocation
-    and mentor junior team members. Attention to detail and a strong understanding
-    of civil and structural engineering principles are crucial. Strong analytical
-    and problem-solving abilities, along with effective interpersonal skills for stakeholder
-    interaction, are required. The position involves both office and site work.
-  - Junior Health and Safety Coordinator tasked with performing routine evaluations
-    of environmental compliance across multiple sites. This role involves monitoring
-    air quality, waste management practices, and ensuring adherence to environmental
-    regulations. The coordinator is expected to prepare compliance documentation and
-    assist in training sessions on environmental protection measures.
-- 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.
+  - Senior Credit Manager overseeing credit operations, responsible for developing
+    and implementing credit assessment processes, monitoring credit performance, and
+    ensuring compliance with established guidelines. Strong analytical skills and
+    market awareness are essential for crafting effective credit strategies that align
+    with business objectives.
+  - Client Relationship Manager responsible for enhancing client interactions, preparing
+    documentation for presentations to senior management and stakeholders, and analyzing
+    client portfolios to align with their goals. The role requires self-motivation,
+    teamwork, and the ability to prioritize tasks effectively to ensure timely and
+    accurate service delivery. Candidates should thrive under pressure, meet tight
+    deadlines, and possess strong attention to detail, with knowledge in portfolio
+    management including alternatives, derivatives, equity, fixed income, and private
+    equity.
+  - Junior Risk Analyst tasked with evaluating potential risks within the healthcare
+    sector. The role involves conducting risk assessments, developing risk management
+    protocols, and ensuring compliance with industry regulations. Candidates should
+    possess strong analytical skills and a background in healthcare data analysis
+    to identify and manage operational risks effectively.
+- source_sentence: The Chief Chemist/Fellow is responsible for the strategic planning
+    and design of complex laboratory solutions for the industry, professional and
+    technical societies, government and other organisations. He/She is the organisations
+    technical expert on chemistry and scientific matters, who advises senior management
+    and business partners on advanced technologies and methodologies for applied research,
+    in accordance with applicable government regulations and manufacturing processes.
+    The Chief Chemist/Fellow formulates the direction and strategy in applied research
+    to exploit market potential and industry trends, so as to maintain and improve
+    the organisations competitive position in the market. He represents the organisation
+    in Research and Development (R&D) consortiums for open innovation within the industry,
+    and profiles the organisations scientific and technical leadership at scientific
+    and industry events and conferences. At the organisational level, he designs the
+    organisations technology roadmap and drives continuous improvement strategies.
+    In addition, he leverages on deep technical expertise and industry experience
+    to develop technical capabilities for the laboratory teams and domain expertise
+    for the organisation. The Chief Chemist/Fellow maintains and builds strong links
+    with the external scientific community, research institutions and business partners
+    to explore business or collaborative research opportunities. He is a strategic
+    and creative thinker, demonstrates exceptional problem-solving and communication
+    skills, and networks effectively.
   sentences:
-  - Rail station operations manager responsible for overseeing daily train services,
-    ensuring operational efficiency, meeting service standards, and leading teams
-    in performance reviews and emergency preparedness exercises.
-  - Senior Production Planner responsible for creating and optimizing manufacturing
-    schedules, managing resources, and ensuring adherence to project timelines while
-    collaborating with cross-functional teams to enhance supply chain efficiency and
-    fulfill customer commitments.
-  - Junior Supply Chain Analyst tasked with analyzing procurement data, monitoring
-    inventory levels, and assisting in vendor management within the healthcare sector.
-    This role focuses on supporting contract negotiations and improving logistics
-    operations to ensure timely delivery of medical supplies while collaborating with
-    internal teams to streamline processes.
+  - Head of Data Analytics role responsible for leading data analytical functions,
+    enhancing organizational data capabilities, and providing insights for strategic
+    business decisions using various analytics tools and methodologies.
+  - Job opening for a Chief Chemist to lead the strategic development of innovative
+    laboratory solutions, provide expert advice on chemical processes, and guide applied
+    research initiatives in compliance with industry standards and regulations. The
+    role involves representing the organization at R&D events, shaping technology
+    strategies, and fostering collaborations with scientific communities and partners.
+  - Seeking a Junior Chemist to assist in basic laboratory tasks and support the development
+    of chemical products for the consumer goods sector. The position requires adherence
+    to safety protocols and quality control measures, with responsibilities including
+    conducting routine experiments, preparing samples, and documenting results. The
+    Junior Chemist will work under the guidance of senior staff to ensure compliance
+    with industry regulations and assist in product testing and formulation processes.
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -215,9 +239,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
 # Run inference
 sentences = [
-    '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.',
-    'Senior Production Planner responsible for creating and optimizing manufacturing schedules, managing resources, and ensuring adherence to project timelines while collaborating with cross-functional teams to enhance supply chain efficiency and fulfill customer commitments.',
-    'Junior Supply Chain Analyst tasked with analyzing procurement data, monitoring inventory levels, and assisting in vendor management within the healthcare sector. This role focuses on supporting contract negotiations and improving logistics operations to ensure timely delivery of medical supplies while collaborating with internal teams to streamline processes.',
+    'The Chief Chemist/Fellow is responsible for the strategic planning and design of complex laboratory solutions for the industry, professional and technical societies, government and other organisations. He/She is the organisations technical expert on chemistry and scientific matters, who advises senior management and business partners on advanced technologies and methodologies for applied research, in accordance with applicable government regulations and manufacturing processes. The Chief Chemist/Fellow formulates the direction and strategy in applied research to exploit market potential and industry trends, so as to maintain and improve the organisations competitive position in the market. He represents the organisation in Research and Development (R&D) consortiums for open innovation within the industry, and profiles the organisations scientific and technical leadership at scientific and industry events and conferences. At the organisational level, he designs the organisations technology roadmap and drives continuous improvement strategies. In addition, he leverages on deep technical expertise and industry experience to develop technical capabilities for the laboratory teams and domain expertise for the organisation. The Chief Chemist/Fellow maintains and builds strong links with the external scientific community, research institutions and business partners to explore business or collaborative research opportunities. He is a strategic and creative thinker, demonstrates exceptional problem-solving and communication skills, and networks effectively.',
+    'Job opening for a Chief Chemist to lead the strategic development of innovative laboratory solutions, provide expert advice on chemical processes, and guide applied research initiatives in compliance with industry standards and regulations. The role involves representing the organization at R&D events, shaping technology strategies, and fostering collaborations with scientific communities and partners.',
+    'Seeking a Junior Chemist to assist in basic laboratory tasks and support the development of chemical products for the consumer goods sector. The position requires adherence to safety protocols and quality control measures, with responsibilities including conducting routine experiments, preparing samples, and documenting results. The Junior Chemist will work under the guidance of senior staff to ensure compliance with industry regulations and assist in product testing and formulation processes.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -226,9 +250,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.7355, 0.1687],
-#         [0.7355, 1.0000, 0.1211],
-#         [0.1687, 0.1211, 1.0000]])
+# tensor([[1.0000, 0.7668, 0.1395],
+#         [0.7668, 1.0000, 0.3398],
+#         [0.1395, 0.3398, 1.0000]])
 ```
 
 <!--
@@ -276,16 +300,16 @@ You can finetune this model on your own dataset.
 * Size: 7,540 training samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 1000 samples:
-  |         | anchor                                                                               | positive                                                                            | negative                                                                            |
-  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
-  | type    | string                                                                               | string                                                                              | string                                                                              |
-  | details | <ul><li>min: 58 tokens</li><li>mean: 167.28 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 23 tokens</li><li>mean: 66.44 tokens</li><li>max: 204 tokens</li></ul> | <ul><li>min: 31 tokens</li><li>mean: 82.81 tokens</li><li>max: 208 tokens</li></ul> |
+  |         | anchor                                                                              | positive                                                                            | negative                                                                            |
+  |:--------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
+  | type    | string                                                                              | string                                                                              | string                                                                              |
+  | details | <ul><li>min: 57 tokens</li><li>mean: 167.5 tokens</li><li>max: 349 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 68.07 tokens</li><li>max: 204 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 83.07 tokens</li><li>max: 198 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The Food Technologist develops and improves products through experimentation, performs tests on food ingredients and product prototypes, and ensures that correct methodologies are used to generate information for the required food quality and consistency standards. He/She holds a strategic role in the organisation, supporting the production function by providing food science expertise in designing processes to manufacture new food products with the required specifications on a commercial scale, and supporting the business development function in profiling products for marketing purposes and meeting regulatory requirements for sales and export. The Food Technologist may work in a food science laboratory and/or participate in cooking sessions in new product development. He should have good sensory skills to perform evaluations of flavours and to create new recipes and/or formulations for products. He should be able to work independently and possess analytical and problem-solving skills t...</code> | <code>Food product development specialist with expertise in ingredient testing, product formulation, and quality assurance standards, responsible for enhancing food manufacturing processes and supporting marketing strategies for new items.</code>                                                                                                                                                                                                                                                                                                                                                                                                                    | <code>Junior Risk Management Analyst responsible for assessing potential risks in financial portfolios, conducting quantitative analyses, and ensuring compliance with industry regulations. The role involves collaborating with senior analysts to develop risk mitigation strategies and prepare reports for stakeholders, focusing on the financial services sector. Candidates should possess strong analytical skills, attention to detail, and the ability to work in a fast-paced environment.</code>                                                                                  |
-  | <code>The Multi-Utility Operations Technician performs assigned tasks to support the day-to-day power plant operations, inspections, tests and equipment changeovers. He/She performs operational checklists. He/She reports defects, deficiencies and abnormalities and supports frontline maintenance works. He applies for Permits-to-Work for identified works, and performs works according to Safe System of Work (SSoW) practices. In times of emergency, he responds as an Emergency Response Team member according to plans and relevant safety procedures. He works at the trigeneration and/or power generation plants and may be required to perform shift work. He is a good team player and is collaborative in supporting the operations and maintenance works. He is also able to respond to situations quickly in times of faults or outages.</code>                                                                                                                                                                                    | <code>Multi-Utility Operations Technician responsible for daily operations and maintenance of power plants, conducting inspections, tests, and equipment changeovers. This role involves completing operational checklists, reporting issues, and assisting with maintenance tasks. The technician applies for Permits-to-Work and adheres to Safe System of Work (SSoW) protocols. In emergencies, they act as part of the Emergency Response Team, following safety procedures. Shift work may be required, and strong teamwork and quick response to faults are essential.</code>                                                                                      | <code>Junior Electrical Technician tasked with routine maintenance and troubleshooting of electrical systems in commercial buildings. This position includes conducting inspections, completing maintenance logs, and reporting electrical faults. The technician collaborates with the facilities team to ensure compliance with safety regulations and assists in emergency electrical repairs. Shift work is not required, and the role emphasizes individual problem-solving skills rather than teamwork in high-pressure situations.</code>                                               |
-  | <code>The Senior Engineer/Assistant Manager (Commissioning) is responsible for driving operational excellence and effectiveness in commissioning activities. He/She verifies the accuracy of owner's project requirements, reviews commissioning plans, and ensures adherence to project scope, schedule and budget. He reviews commissioning issues from inspections, tests and site-visits, and ensures implementation of corrective and preventive measures. He coordinates with engineering procurement, design, and engineering construction teams to ensure compliance, safety and risk management in accordance with external regulations and organisational standards. He manages a team of engineers and ensures efficient business operations. He possesses strong analytical and problem-solving skills. He possesses good leadership, stakeholder management and project management skills. He works on-site and is expected to travel occasionally to project locations.</code>                                                             | <code>Job opening for a Senior Commissioning Engineer/Assistant Manager focused on enhancing operational performance in commissioning projects. Responsibilities include validating project requirements, assessing commissioning strategies, and ensuring alignment with scope, timeline, and budget. The role involves addressing commissioning challenges through inspections and site evaluations, implementing corrective actions, and collaborating with procurement, design, and construction teams for compliance and safety. Leadership and strong analytical skills are essential, and the position requires occasional travel to various project sites.</code> | <code>Seeking a Junior Risk Management Analyst to support the evaluation and mitigation of risks within financial projects. This role includes analyzing project requirements, developing risk assessment plans, and ensuring compliance with industry standards. The analyst will conduct risk assessments, provide recommendations based on inspections and evaluations, and collaborate with project teams to implement risk management strategies. Strong analytical skills and attention to detail are needed, and the position is primarily office-based with no travel required.</code> |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Infrastructure Engineer is responsible for the implementation, testing, optimisation and virtualisation of infrastructure across on-premise, cloud and network infrastructure. He/She performs activities pertaining to infrastructure deployment and performance to ensure delivery of infrastructure solutions in alignment with service standards. He oversees major maintenance and troubleshooting issues, and is responsible for executing upgrades to infrastructure systems. He is familiar with various types of infrastructure systems and platforms, including networks, servers, systems and applications. The Infrastructure Engineer takes a critical and methodical approach towards implementing infrastructure projects performance monitoring. He also maintains high standards of quality and collaborates with team members to resolve complex issues.</code>                                                                                                                                                              | <code>Infrastructure Engineer role focused on the deployment, optimization, and virtualization of on-premise and cloud infrastructure, ensuring performance standards are met while managing upgrades and troubleshooting.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | <code>Junior Network Administrator responsible for the daily maintenance and support of network systems, ensuring connectivity and performance across various platforms. This role involves monitoring network traffic, troubleshooting issues, and assisting in the installation of new hardware and software. The Junior Network Administrator will also document network configurations and work closely with senior engineers to enhance network performance and security protocols.</code>                                                                                                                                                                                                                                                                                                                             |
+  | <code>The Manager (Load Control) drives collaborative efforts with other departments and airlines to improve load control operational standards. He/She is responsible for exploring new technologies to calculate load limits, distribution and flight performance data. He leads the development of Standard Operating Procedures (SOPs) and systems to mitigate safety and/or security risks, and monitors the adherence to safety and/or security standards. He also develops the teams technical capabilities and maintains positive morale within the teams. The Manager (Load Control) possesses remarkable interpersonal and stakeholder management skills to build and maintain relationships with internal and external stakeholders. He also has strategic thinking capabilities and foresight in order to formulate load control operations and improve processes for the organisation. In addition, he is adaptable to maintain operational effectiveness during stressful situations with strong analytical skills. He also poss...</code> | <code>Job opening for a Load Control Manager who will collaborate with various departments and airlines to enhance operational standards. The role involves utilizing new technologies for load limit calculations, distribution, and flight performance analysis. The successful candidate will develop Standard Operating Procedures (SOPs) to address safety and security risks, ensuring compliance with established standards. Additionally, this position requires fostering technical skills within the team and promoting a positive work environment. Strong interpersonal, stakeholder management, and strategic thinking skills are essential for improving load control operations and processes. The candidate must demonstrate adaptability and possess excellent analytical, communication, and time management abilities.</code> | <code>Seeking a Senior Risk Management Analyst to lead efforts in enhancing risk assessment standards across the organization. This role involves the exploration of innovative technologies for evaluating risk exposure and performance metrics. The candidate will be responsible for creating Risk Management Procedures (RMPs) to mitigate potential financial and operational risks, ensuring compliance with industry regulations. The Senior Analyst will also focus on developing team capabilities and fostering a collaborative atmosphere. Strong analytical skills, strategic foresight, and the ability to manage relationships with internal and external stakeholders are crucial. Excellent communication and time management skills are required to navigate high-pressure situations effectively.</code> |
+  | <code>The Executive - Programme Planning and Scheduling creates daily, weekly and monthly programme schedules to support broadcast operations. He/She is also responsible for the execution of programme schedules by engaging in constant communication with the linear media operations team. He coordinates the placement of network content promotions in collaboration with other teams. The work involves coordination with multiple teams and stakeholders to deliver programming requirements effectively. He spends significant time in interacting with the content and sales teams as well as in meetings to plan for programming requirements. He is expected to be proficient at planning and organising in an individual capacity to be able to deliver effectively. He should also be an effective communicator and comfortable in coordinating with multiple teams and stakeholders.</code>                                                                                                                                              | <code>Job opening for a Programme Planner and Scheduler responsible for creating and managing daily, weekly, and monthly schedules to enhance broadcast operations. The role involves close collaboration with the linear media operations team and coordinating network content promotions with various departments. Strong communication skills and the ability to work with multiple teams and stakeholders are essential. Proficiency in planning and organizing tasks independently is required to meet programming needs effectively.</code>                                                                                                                                                                                                                                                                                               | <code>We are seeking a Junior Marketing Coordinator who will develop and maintain weekly and monthly marketing schedules to support digital campaigns. This role requires constant interaction with the online media operations team and involves coordinating promotional content across various platforms. The candidate must demonstrate strong communication skills and the ability to work with different departments and clients. Proficiency in organizing marketing tasks independently is crucial for successful campaign execution.</code>                                                                                                                                                                                                                                                                        |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -304,13 +328,13 @@ You can finetune this model on your own dataset.
   |         | anchor                                                                               | positive                                                                            | negative                                                                            |
   |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
   | type    | string                                                                               | string                                                                              | string                                                                              |
-  | details | <ul><li>min: 57 tokens</li><li>mean: 170.19 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 67.27 tokens</li><li>max: 194 tokens</li></ul> | <ul><li>min: 37 tokens</li><li>mean: 82.89 tokens</li><li>max: 198 tokens</li></ul> |
+  | details | <ul><li>min: 60 tokens</li><li>mean: 169.53 tokens</li><li>max: 380 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 66.81 tokens</li><li>max: 218 tokens</li></ul> | <ul><li>min: 31 tokens</li><li>mean: 82.63 tokens</li><li>max: 206 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The Supervisor (Load Control) oversees the smooth running of load control operations. He/She is expected to review calculations for aircraft mass, balance and control as well as the mass centre of gravity. He ensures the timely delivery of load sheets and conducts Quality Assurance (QA) checks on mass and balance measurements. He ensures load limits and distribution plans are developed in line with Standard Operating Procedures (SOPs). He investigates issues encountered during load control operations and proposes corrective measures to prevent their recurrence. He also serves as a mentor to team members and/or direct reports and is responsible for resolving conflicts, grievances and disputes among the team. A proficient understanding of load control procedures and airline requirements is expected of the Supervisor (Load Control). He requires an Airlines Load and Trim Certification to perform his duties and works in shifts to accommodate round-the-clock flight arrivals and departures. H...</code> | <code>Load Control Supervisor responsible for managing load control operations, reviewing aircraft mass and balance calculations, and ensuring timely delivery of load sheets. Conducts Quality Assurance checks, develops load distribution plans per Standard Operating Procedures, and investigates operational issues. Mentors team members, resolves conflicts, and requires Airlines Load and Trim Certification. Must be detail-oriented, computer literate, and able to handle stressful situations effectively.</code>      | <code>Junior Load Management Specialist responsible for tracking inventory levels and ensuring the accurate distribution of supplies within a warehouse. Reviews stock quantities and coordinates with suppliers to ensure timely delivery of materials. Conducts quality checks on incoming shipments and develops inventory management plans in accordance with company policies. Assists in training new staff and resolves minor operational issues. Requires a basic understanding of inventory systems and strong organizational skills. Must be able to work under pressure in a fast-paced environment.</code> |
-  | <code>The Assistant Marketing Executive assists in the execution of the organisation's branding and marketing efforts. He/she protects the brand image by ensuring organisational adherence to brand guidelines. He also supports promotional campaigns and marketing communication activities. Through the preparation and collation of data, he assists in market research and data analysis on brand awareness, market trends and target consumer landscape. Driven and resourceful, he works closely with team members to execute and adjust marketing and communication activities through timely follow-up of information. He is frequently in contact with advertising agencies and external suppliers. He also networks extensively outside of the office to stay in close contact with key industry stakeholders.</code>                                                                                                                                                                                                                        | <code>Marketing Coordinator responsible for supporting branding initiatives and executing marketing strategies. Ensures compliance with brand guidelines while assisting in promotional campaigns and communication efforts. Conducts market research and analyzes data on brand perception, market trends, and consumer demographics. Collaborative and proactive, works with team members to implement and refine marketing activities and maintains regular communication with advertising partners and industry contacts.</code> | <code>Junior Financial Analyst focused on conducting risk assessments and financial forecasting for the healthcare sector. Responsible for analyzing financial data and preparing reports to support decision-making processes. Collaborates with cross-functional teams to ensure compliance with industry regulations and standards. Engages with external auditors and stakeholders to provide insights on financial trends and performance metrics.</code>                                                                                                                                                         |
-  | <code>The Chief Engineer/Senior Engineering Manager (Signal and Communications) leads and facilitates the implementation of signal, communication and control systems maintenance regime in the organisation. He/She works closely with internal and external stakeholders in implementing new initiatives to enhance rail reliability and maintainability. He demonstrates his technical expertise in providing advice to cross-disciplinary engineering studies, review enhancement initiatives and establishes competency and engineering standards to ensure staff are equipped with relevant skills. He has a strong understanding of the rail operational activities, industry developments and regulatory requirements, and maintains a forward-looking mindset to contribute strategically towards achieving the department's operational goals.</code>                                                                                                                                                                                          | <code>Chief Engineer or Senior Engineering Manager for Signal and Communications overseeing the maintenance of communication systems, collaborating with stakeholders to improve rail reliability and maintainability, and providing technical guidance for engineering initiatives while ensuring staff competency and adherence to industry standards.</code>                                                                                                                                                                      | <code>Junior Project Manager in Healthcare IT responsible for coordinating system implementations and upgrades, managing vendor relationships to enhance patient data management, and ensuring compliance with healthcare regulations while supporting cross-functional teams in achieving technology integration goals.</code>                                                                                                                                                                                                                                                                                        |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                        | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Executive Pastry Chef provides direct supervision of the pastry and bakery functions of the kitchens . He/She oversees menu development and customer satisfaction, while achieving cost-efficiency. He also manages food and beverage operations, and monitors the teams compliance with hygiene, safety and other standards. Resourceful and detail-oriented, he serves as a mentor to direct reports on the running of operations in the pastry and bakery functions of the kitchen(s). He possesses a strong service mindset, and guides his teams to anticipate customer needs. He must be able to multi-task in a hectic kitchen environment to manage operational and business profitability aspects of the kitchen. He must possess the artistic ability to make pastries and baked goods appealing.</code>                                                                                                                                                                                                                             | <code>Executive Pastry Chef responsible for overseeing pastry and bakery operations, menu creation, and ensuring customer satisfaction while maintaining cost efficiency and compliance with hygiene standards in a fast-paced kitchen environment.</code>                      | <code>Junior Food Safety Inspector tasked with monitoring food preparation and handling practices in the restaurant industry. This role involves ensuring compliance with health regulations, conducting inspections, and providing training to kitchen staff on safety protocols. The inspector must be detail-oriented and capable of managing multiple inspections in various establishments while maintaining a strong focus on public health standards.</code>                                                                                                                   |
+  | <code>The Head of Product defines the organisations product development vision and strategy, and ensures alignment of the product roadmap with the strategy and vision. He/She anticipates the impacts of internal and external business challenges and market conditions on the organisation's product development roadmap. He oversees the organisations product development process, and enhancements to product portfolios to improve their commercial performance. He guides development teams on issues related to the product design, development and deployment for the product portfolio, and development of differentiated strategies across the lines of business. He distils insights and competitive intelligence with various market analyses to grow the organisations business. He works with various teams across the organisation. He is knowledgeable of product development and management practices and tools, as well as product branding and pricing methodologies. He is also knowledgeable of new and emerging consum...</code> | <code>Head of Product role focused on defining product development vision and strategy, aligning the product roadmap with business goals, and guiding teams on product design and deployment for enhanced commercial performance.</code>                                        | <code>Junior Marketing Coordinator responsible for executing marketing campaigns and assisting in brand management efforts. This role involves gathering market research, analyzing consumer behavior, and supporting the development of promotional materials. The candidate will work closely with the sales team to ensure alignment of marketing strategies with sales initiatives. Knowledge of digital marketing tools and social media platforms is essential, along with strong communication skills to engage with various stakeholders and enhance brand visibility.</code> |
+  | <code>The Chief Engineer/Fellow is responsible for the strategic planning and design of complex engineering solutions to meet customers requirements. He/She drives the direction and strategy for the development and implementation of engineering projects, and provides concise design criteria and process constraint considerations for capital projects such as plant improvements and/or expansions. The Chief Engineer/Fellow leads engineering research for the adoption of new technologies and equipment to enhance the organisations operational excellence and business competitiveness. He advises on advanced methods and techniques to ensure a sound asset integrity management system. He provides technical expertise for the review of the organisations Major Hazard Installation (MHI) Safety Case and leads Process Safety Management (PSM) audit and compliance reviews, in compliance with Workplace Safety and Health (WSH), Environmental Management System (EMS) and PSM requirements. At the organisational leve...</code> | <code>Chief Engineer role focused on strategic planning and design of complex engineering solutions, leading project implementation, and advising on advanced methods for asset integrity management and process safety compliance in a dynamic engineering environment.</code> | <code>Junior Project Coordinator responsible for assisting in the organization of community outreach programs and events, coordinating logistics and resources, and maintaining communication with stakeholders. This role requires strong organizational skills, the ability to work in a team, and experience with project management tools. The Junior Project Coordinator will also support the development of promotional materials and participate in community engagement initiatives to enhance public awareness and participation.</code>                                    |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -327,7 +351,7 @@ You can finetune this model on your own dataset.
 - `per_device_eval_batch_size`: 16
 - `gradient_accumulation_steps`: 16
 - `learning_rate`: 2e-05
-- `num_train_epochs`: 4
+- `num_train_epochs`: 6
 - `lr_scheduler_type`: cosine
 - `warmup_ratio`: 0.1
 - `bf16`: True
@@ -356,7 +380,7 @@ You can finetune this model on your own dataset.
 - `adam_beta2`: 0.999
 - `adam_epsilon`: 1e-08
 - `max_grad_norm`: 1.0
-- `num_train_epochs`: 4
+- `num_train_epochs`: 6
 - `max_steps`: -1
 - `lr_scheduler_type`: cosine
 - `lr_scheduler_kwargs`: {}
@@ -462,14 +486,18 @@ You can finetune this model on your own dataset.
 ### Training Logs
 | Epoch   | Step   | Training Loss | Validation Loss |
 |:-------:|:------:|:-------------:|:---------------:|
-| 0.6780  | 10     | 0.2134        | -               |
-| 1.0     | 15     | -             | 0.0088          |
-| 1.3390  | 20     | 0.0185        | -               |
-| 2.0     | 30     | 0.0088        | 0.0047          |
-| 2.6780  | 40     | 0.0096        | -               |
-| 3.0     | 45     | -             | 0.0038          |
-| 3.3390  | 50     | 0.0065        | -               |
-| **4.0** | **60** | **0.0071**    | **0.0037**      |
+| 0.6780  | 10     | 0.2366        | -               |
+| 1.0     | 15     | -             | 0.0076          |
+| 1.3390  | 20     | 0.019         | -               |
+| 2.0     | 30     | 0.0136        | 0.0049          |
+| 2.6780  | 40     | 0.0087        | -               |
+| 3.0     | 45     | -             | 0.0041          |
+| 3.3390  | 50     | 0.0064        | -               |
+| 4.0     | 60     | 0.0067        | 0.0036          |
+| 4.6780  | 70     | 0.0062        | -               |
+| 5.0     | 75     | -             | 0.0035          |
+| 5.3390  | 80     | 0.0043        | -               |
+| **6.0** | **90** | **0.0052**    | **0.0035**      |
 
 * The bold row denotes the saved checkpoint.
 

model.safetensors

@@ -1,3 +1,3 @@
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