Add new SentenceTransformer model

README.md

@@ -9,45 +9,83 @@ tags:
 - loss:MultipleNegativesRankingLoss
 base_model: nomic-ai/modernbert-embed-base
 widget:
-- source_sentence: The Travel Operations Manager is responsible for all aspects of
-    travel operations including reservations, ticketing, travel coordination and customer
-    support. He/She is also responsible for the assignment of tour assignments. He
-    has overall control over the day-to-day operations of all travel-related operations.
-    Service-oriented with strong multi-tasking skills, he supervises the operations
-    teams to address any customer feedback and vendor management issues. He is also
-    able to think clearly and deliver under emergency situations and ensures the smooth
-    conduct of tour operations in accordance to the itineraries of tour groups. He
-    may be required to maintain a flexible schedule and work on weekends, evenings
-    and public holidays in both outdoors and office environment.
+- source_sentence: The Regional Manager/Export Manager is responsible for managing
+    the organisations product sales within a geographical area, typically divided
+    into multiple markets. He/She heads a team of subordinates, each managing an assigned
+    market. He conceives marketing and market development strategies for the team
+    and facilitates their execution by negotiating long-term business partnership
+    arrangements and arranging for relevant certifications, regulatory, and other,
+    obligations required for product export. He possesses international food regulations
+    and other trade-related knowledge. He has strong communication skills to lead
+    a team to meet organisational objectives, and an analytical mind to ensure the
+    effectiveness of business development and marketing efforts across the various
+    markets under his charge.
+  sentences:
+  - The Cleaning Operations Executive supports the oversight of daily cleaning activities
+    under the guidance of the manager. Responsibilities include coordinating resources,
+    overseeing work protocols, managing service agreements, and addressing operational
+    incidents. The role involves proposing and executing operational strategies to
+    enhance process efficiency and elevate service standards within the organization.
+    Primarily based in an office setting, the executive also conducts site inspections
+    as required. Effective communication with clients and stakeholders is essential,
+    along with being well-organized, attentive, personable, and adept at managing
+    multiple tasks simultaneously.
+  - The Regional Manager/Export Manager oversees product sales across a defined geographic
+    region comprising multiple markets. Leading a team of market managers, this role
+    involves devising and implementing marketing strategies, securing long-term partnerships,
+    and ensuring compliance with necessary export certifications and regulations.
+    The manager brings expertise in international food laws and trade regulations,
+    strong leadership and communication abilities, and analytical skills to drive
+    successful business development and marketing performance throughout the designated
+    territories.
+  - The Regional Manager/Export Manager coordinates domestic logistics and warehouse
+    operations within a single market. Instead of focusing on international sales
+    and export compliance, this role emphasizes supply chain management, inventory
+    control, and local distribution efficiency. The manager supervises warehouse staff,
+    optimizes internal processes, and ensures adherence to local safety standards,
+    requiring operational expertise rather than international trade knowledge or marketing
+    strategy development.
+- source_sentence: The Senior Operator - Linear Media Operations maintains the continuity
+    of processes for linear media operations by operating equipment to receive, transform,
+    organise and transmit linear media content. He/She is responsible for executing
+    processes for ingesting, encoding and storing content. He also manages the playout,
+    transmission, signal recovery and distribution of content for the channel. The
+    work involves working in shifts involving coordination, monitoring and troubleshooting
+    of linear media operations. He will have to be alert and resolve anomalies or
+    system faults immediately once detected. He is required to have an eye for detail
+    and be effective at problem solving in order to manage issues and ensure continuity
+    of operations. He should be an expert in his domain and be proficient at stakeholder
+    management to deliver in coordination with multiple technical teams and stakeholders.
   sentences:
-  - The Engineering and Maintenance Department Manager leads the asset management
-    team in maintaining critical plant infrastructure—including generators, turbines,
-    boilers, and control systems—to ensure uninterrupted power generation. He/She
-    coordinates with OEMs and regulatory bodies to implement advanced maintenance
-    strategies, develops annual work and budget plans aligned with organizational
-    KPIs, and directs cybersecurity preparedness through vulnerability assessments
-    and incident response protocols. Based in the plant’s administrative office within
-    Singapore’s industrial zones, he fosters strong stakeholder relationships and
-    drives continuous improvement by integrating industry-leading practices into daily
-    operations.
-  - The Travel Operations Manager oversees the full lifecycle of travel logistics,
-    including booking management, ticket issuance, itinerary coordination, and client
-    assistance. He/She directs tour assignments, manages day-to-day operational workflows,
-    and leads a team of operations staff to resolve customer concerns and vendor discrepancies.
-    With a customer-first mindset and exceptional multitasking ability, he ensures
-    tour activities proceed seamlessly—even during unexpected disruptions—while maintaining
-    compliance with scheduled itineraries. Flexibility to work weekends, evenings,
-    and public holidays, across both field and office settings, is essential.
-  - The Financial Operations Manager is responsible for all aspects of financial operations
-    including reconciliations, payment processing, expense reporting, and client billing.
-    He/She is also responsible for the assignment of audit tasks. He has overall control
-    over the day-to-day operations of all finance-related activities. Service-oriented
-    with strong multi-tasking skills, he supervises the finance teams to address any
-    client feedback and vendor management issues. He is also able to think clearly
-    and deliver under emergency situations and ensures the smooth conduct of financial
-    reporting in accordance to the fiscal calendars of corporate clients. He may be
-    required to maintain a flexible schedule and work on weekends, evenings and public
-    holidays in both outdoors and office environment.
+  - The Monitoring, Surveillance and Testing Manager leads and manages the execution
+    of surveillance, monitoring, and testing operations across the organisation to
+    ensure consistent compliance and risk mitigation. This role involves performing
+    routine audits and examinations to detect compliance violations, financial crimes,
+    and irregular market conduct, followed by detailed reporting and offering initial
+    guidance to relevant stakeholders regarding suspicious findings. The manager is
+    expected to be responsive beyond standard working hours as needed. Proficiency
+    in industry-standard monitoring tools and techniques, strong regulatory knowledge,
+    meticulous attention to detail, and a proactive approach to compliance leadership
+    are essential. Integrity, ethical conduct, and a process-oriented mindset underpin
+    this position.
+  - The Senior Operator - Linear Media Operations ensures seamless execution of linear
+    media workflows by handling equipment for content ingestion, encoding, storage,
+    and transmission. This role involves managing channel playout, signal recovery,
+    and distribution while working in rotating shifts that require constant monitoring
+    and troubleshooting. The incumbent must quickly identify and resolve system faults
+    or anomalies to maintain uninterrupted operations. Attention to detail, strong
+    problem-solving skills, and expertise in the domain are essential. Additionally,
+    the Senior Operator collaborates effectively with various technical teams and
+    stakeholders to coordinate media processes and uphold service continuity.
+  - The Senior Operator - Broadcast Engineering oversees the maintenance and installation
+    of broadcast transmission infrastructure, focusing on hardware setup, antenna
+    calibration, and signal strength optimization. This position requires managing
+    field technicians and coordinating repair schedules to ensure broadcast equipment
+    reliability across multiple sites. The role demands technical expertise in RF
+    systems and hands-on experience with physical network components rather than content
+    ingestion or playout operations. Shift work is involved, but the primary emphasis
+    lies on engineering support and infrastructure upkeep instead of linear media
+    content processing.
 - source_sentence: The Assistant Producer - Broadcast supports various phases of broadcast
     content production by coordinating the business and creative aspects of the production.
     He/She is responsible for managing day-to-day aspects of the creative production
@@ -67,147 +105,120 @@ widget:
     him to provide inputs for script refinement as well as communicate creative changes
     during production.
   sentences:
-  - The Reserving Actuarial Executive evaluates and tracks the financial liabilities
-    of insurance portfolios, ensuring pricing models and reinsurance strategies align
-    with regulatory and business objectives. This role involves regular reassessment
-    of actuarial assumptions, generation of compliant reserve reports, and collaboration
-    with underwriting, finance, and risk teams to support data-driven decisions. The
-    incumbent must demonstrate proficiency in actuarial modeling, clear communication
-    of technical findings, and a deep understanding of insurance product lifecycle
-    and solvency frameworks.
-  - The Assistant Producer - Broadcast plays a pivotal role in orchestrating the logistical
-    and creative flow of television and digital content, bridging production planning
-    with artistic execution. He/She collaborates closely with directors, writers,
-    and crew to align scheduling, location logistics, and script adjustments within
-    budgetary and regulatory boundaries. Tasked with sourcing and vetting filming
-    locations, managing talent acquisition from initial casting calls through contract
-    finalization, and ensuring seamless handoffs between on-set filming and post-production,
-    this role demands precision in organization, strong communication across departments,
-    and a nuanced understanding of narrative structure to offer thoughtful creative
-    feedback during production.
-  - The Assistant Producer - Broadcast is responsible for overseeing the financial
-    auditing and compliance reporting of broadcast network revenues, ensuring adherence
-    to national media taxation laws and international content licensing frameworks.
-    Working independently under the Finance Director, he/she analyzes quarterly revenue
-    streams, prepares audit documentation for regulatory bodies such as IMDA and IRAS,
-    and liaises with external auditors to validate content monetization records. This
-    position requires advanced proficiency in accounting software, deep knowledge
-    of Singapore’s tax code for media enterprises, and the ability to interpret complex
-    financial disclosures—not creative production workflows. A background in finance
-    or audit is mandatory, while experience in film or television production is not
-    required.
-- source_sentence: The Regional Manager/Export Manager is responsible for managing
-    the organisations product sales within a geographical area, typically divided
-    into multiple markets. He/She heads a team of subordinates, each managing an assigned
-    market. He conceives marketing and market development strategies for the team
-    and facilitates their execution by negotiating long-term business partnership
-    arrangements and arranging for relevant certifications, regulatory, and other,
-    obligations required for product export. He possesses international food regulations
-    and other trade-related knowledge. He has strong communication skills to lead
-    a team to meet organisational objectives, and an analytical mind to ensure the
-    effectiveness of business development and marketing efforts across the various
-    markets under his charge.
-  sentences:
-  - The Regional Export Manager is responsible for designing and implementing logistics
-    protocols for cross-border shipment of hazardous materials, coordinating with
-    customs authorities and international shipping carriers to ensure timely delivery.
-    He or she must hold certifications in dangerous goods handling, possess advanced
-    knowledge of maritime and air freight regulations, and manage a team of warehouse
-    and transportation coordinators. While strong organizational and negotiation skills
-    are required, this role focuses on supply chain execution rather than marketing
-    strategy or product compliance, and operates under ISO 14001 and IMDG Code frameworks
-    rather than food safety standards.
-  - The Assistant Marketing Executive supports the implementation of the company’s
-    brand strategy by ensuring consistent application of brand standards across all
-    communications. He/she contributes to the planning and execution of digital and
-    traditional marketing campaigns, gathers and analyzes consumer insights to inform
-    tactical adjustments, and collaborates with internal teams and external agencies
-    to deliver timely promotional content. Proactive and detail-oriented, he maintains
-    strong relationships with vendors and industry contacts to stay aligned with market
-    developments and emerging trends.
-  - The Regional Export Manager oversees the expansion and sales of the organization’s
-    products across designated international markets, leading a team of market specialists
-    who handle localized operations. He or she develops strategic marketing plans
-    tailored to regional regulations and consumer demands, secures essential export
-    certifications, and negotiates long-term distributor agreements. With in-depth
-    knowledge of global food safety standards and trade compliance, the manager leverages
-    strong leadership and analytical abilities to drive performance, optimize market
-    penetration, and align team efforts with corporate growth targets.
-- source_sentence: The Assistant Crewing Manager manages the recruitment and deployment
-    of seafarers for vessels. He/She is responsible for screening and evaluating hired
-    seafarers for fulfilment of requirements, according to organisational standards,
-    International Maritime Organisation (IMO) regulations, Standards for Training,
-    Certification and Watchkeeping for Seafarers (STCW) conventions and the Maritime
-    Labour Convention. He oversees the administration of crew-related human resource
-    practices, and negotiates with seafaring unions on contractual terms for crew
-    and develops budget and expenditure reports. He is also responsible for overseeing
-    the reporting of any accidents and/or incidents to the relevant authorities, conducting
-    analyses as part of crewing investigations and recommending follow-up actions.
-    He has a good understanding of manpower planning and sea-going crew administration.
-    He is analytical and possesses foresight in planning crew deployments.
+  - The Assistant Producer - Broadcast focuses on managing marketing campaigns within
+    the media industry, primarily handling promotional strategies and audience engagement
+    initiatives. This role involves designing advertising content, coordinating with
+    sales teams, and analyzing viewer metrics to optimize campaign performance. The
+    individual works closely with marketing agencies and digital platforms rather
+    than production crews, requiring expertise in digital marketing tools, SEO, and
+    content distribution channels. They are responsible for budget allocation and
+    reporting on campaign ROI, with limited involvement in creative storytelling or
+    script-related tasks. This position demands strong communication and analytical
+    skills but does not engage in production scheduling or casting activities.
+  - The Assistant Crewing Manager coordinates the hiring and assignment of seafarers
+    to vessels, ensuring all candidates meet organisational criteria and comply with
+    International Maritime Organisation (IMO) standards, STCW conventions, and the
+    Maritime Labour Convention. This role involves managing crew HR operations, negotiating
+    labor agreements with maritime unions, and preparing financial reports related
+    to crewing activities. The Assistant Crewing Manager also handles incident reporting
+    and conducts thorough investigations to recommend corrective measures. A strong
+    grasp of manpower planning and crew management, combined with analytical skills
+    and strategic foresight, is essential for effective deployment of sea-going personnel.
+  - The Assistant Producer - Broadcast plays a key role in supporting the production
+    lifecycle of broadcast content by overseeing both the creative and operational
+    elements. This individual coordinates daily production activities by collaborating
+    with cast and crew members, adjusting schedules and scripts as needed under supervision,
+    and ensuring a seamless handover to post-production. Responsibilities include
+    conducting location scouting aligned with briefs, balancing script demands, budget
+    limits, and compliance standards. The Assistant Producer may also handle the entire
+    casting workflow, from researching emerging talent and liaising with talent agencies
+    to managing auditions and finalizing contracts. Operating primarily as an individual
+    contributor, this role demands strong project coordination skills, attention to
+    detail, and the ability to engage multiple stakeholders effectively. A strong
+    sense of narrative creativity is essential to contribute to script development
+    and communicate creative adjustments during filming.
+- source_sentence: The Travel Operations Manager is responsible for all aspects of
+    travel operations including reservations, ticketing, travel coordination and customer
+    support. He/She is also responsible for the assignment of tour assignments. He
+    has overall control over the day-to-day operations of all travel-related operations.
+    Service-oriented with strong multi-tasking skills, he supervises the operations
+    teams to address any customer feedback and vendor management issues. He is also
+    able to think clearly and deliver under emergency situations and ensures the smooth
+    conduct of tour operations in accordance to the itineraries of tour groups. He
+    may be required to maintain a flexible schedule and work on weekends, evenings
+    and public holidays in both outdoors and office environment.
   sentences:
-  - The Assistant Crewing Manager coordinates the end-to-end recruitment and assignment
-    of maritime personnel, ensuring all hires comply with IMO guidelines, STCW standards,
-    and the Maritime Labour Convention. He/She manages crew documentation, liaises
-    with seafarer unions to negotiate fair employment terms, and prepares detailed
-    budget and operational expenditure reports. The role involves monitoring crew
-    safety incidents, leading root-cause analyses, and proposing preventive measures,
-    while applying strategic manpower forecasting to optimize vessel staffing across
-    global operations.
-  - The Assistant Crewing Manager oversees the scheduling and logistics of shore-based
-    technical staff for offshore wind farm maintenance, ensuring adherence to renewable
-    energy safety protocols and local labor regulations. He/She evaluates technician
-    certifications, negotiates contracts with non-seafaring trade unions, and compiles
-    asset utilization reports for energy infrastructure projects. The role includes
-    reporting equipment failures to environmental authorities, analyzing operational
-    downtime, and recommending equipment upgrades — requiring strong knowledge of
-    energy sector compliance and mechanical systems, but no maritime or seafaring
-    experience.
-  - The Workshop Supervisor/Senior Foreman oversees multiple maintenance teams responsible
-    for the scheduled, preventive, and corrective upkeep of public bus fleets. He/She
-    plans and dispatches teams based on operational priorities, reallocates personnel
-    and equipment to respond to urgent service needs, and leads the coordination of
-    breakdown recovery operations. Additionally, he ensures compliance by coordinating
-    maintenance, safety, and operational audits across teams, analyzes performance
-    metrics, and proposes data-driven improvements to meet KPI targets. Working in
-    a dynamic depot or workshop setting with rotating shifts, he demonstrates strong
-    leadership, systematic planning capabilities, and a resourceful mindset to deliver
-    reliable fleet maintenance outcomes.
-- source_sentence: "The Battery Energy Storage Systems (BESS) Engineer designs, develops\
-    \ and implements battery energy storage system for renewable energy integration\
-    \ and grid stabilisation. He/She designs and sizes battery systems, develops technical\
-    \ specifications, and ensures effective integration with renewable energy and\
-    \ microgrids. He also oversees the installation, commissioning, and troubleshooting\
-    \ of systems, to ensure compliance with regulatory standards. \n\nThe BESS Engineer\
-    \ possesses problem-solving, digital fluency, and systems thinking skills, and\
-    \ is adept at communication, teamwork, and collaboration."
+  - The Travel Operations Manager oversees all travel-related functions such as booking
+    reservations, issuing tickets, coordinating travel plans, and providing customer
+    service support. This role entails managing tour schedules and supervising the
+    travel operations team to resolve client concerns and manage vendor relationships
+    effectively. The manager ensures seamless daily travel operations, maintaining
+    adherence to tour itineraries while demonstrating the ability to perform efficiently
+    during emergencies. Flexibility in working hours, including weekends, evenings,
+    and public holidays, is required, with duties carried out in both office and outdoor
+    settings.
+  - The Travel Marketing Manager leads promotional campaigns and strategic branding
+    efforts for travel packages, focusing on market research, digital advertising,
+    and customer engagement initiatives. This role involves developing marketing content,
+    managing social media channels, and collaborating with sales teams to boost travel
+    product visibility. The manager monitors campaign performance metrics and adjusts
+    strategies to optimize reach and return on investment, requiring strong creative
+    and analytical skills but limited involvement in operational travel logistics
+    or customer service. Flexible working hours may be necessary, primarily within
+    an office environment.
+  - The Product Risk Manager is responsible for assessing potential risks and overseeing
+    control measures based on analyses conducted by the Product Risk Analyst. This
+    role involves implementing risk mitigation strategies and defining the scope for
+    investigating risk management concerns. The manager ensures continuous monitoring
+    and upkeep of the product risk management framework, reviews documentation, and
+    evaluates existing controls to identify enhancement opportunities. They provide
+    strategic guidance during risk assessments and critically appraise risk reports,
+    ensuring compliance with established risk management standards across various
+    products. Utilizing strong analytical skills, the manager applies risk management
+    principles throughout product development, assessing the viability of recommendations
+    aimed at strengthening policies and frameworks. Anticipating challenges across
+    all stages of the product lifecycle, they develop proactive strategies to address
+    potential risks. Effective communication and collaboration with internal teams
+    and external partners are essential components of this role.
+- source_sentence: The Reserving Actuarial Executive is responsible for analysing,
+    monitoring and reporting insurance products in the market as well as managing
+    internal product pricing and reinsurance negotiations. He/She conducts periodic
+    reviews of reserving parameters and prepares reporting in adherence to regulatory
+    requirements. He facilitates reinsurance administration to ensure it is completed
+    in an accurate and timely manner. The Reserving Actuarial Executive works with
+    relevant key stakeholders and handling data and information. He possesses strong
+    analytical abilities with a good understanding of actuarial techniques, standards
+    and assumptions. He also has strong knowledge of insurance operations and is able
+    to convey complex information clearly and concisely.
   sentences:
-  - The Battery Energy Storage Systems (BESS) Engineer is responsible for conceptualizing,
-    engineering, and deploying scalable battery storage solutions to enhance renewable
-    energy adoption and grid resilience. This role involves selecting optimal battery
-    configurations, drafting detailed technical documentation, and coordinating with
-    electrical and civil teams to ensure seamless integration with solar, wind, and
-    microgrid infrastructure. The engineer also leads on-site commissioning, performs
-    performance diagnostics, and ensures full adherence to Singapore’s Energy Market
-    Authority (EMA) and IEC safety standards. Strong analytical abilities, proficiency
-    in simulation tools, and effective cross-functional collaboration are essential
-    for success in this position.
-  - The Battery Energy Storage Systems (BESS) Engineer provides strategic oversight
-    for corporate sustainability initiatives across Southeast Asia, managing a portfolio
-    of ESG compliance projects and leading internal audits to align operations with
-    global climate disclosure frameworks. This role requires extensive experience
-    in carbon accounting, regulatory reporting to the UN Global Compact, and stakeholder
-    engagement with ESG investors—rather than technical system design. The ideal candidate
-    holds a background in environmental policy, corporate governance, and sustainability
-    consulting, with minimal need for electrical engineering expertise or hands-on
-    system deployment.
-  - The Deputy General Manager/Chief Operating Officer oversees day-to-day operations
-    and drives organizational performance by aligning cross-functional teams with
-    strategic goals. Responsible for crafting long-range growth plans, approving capital
-    investment proposals, and optimizing resource allocation across infrastructure
-    and technology initiatives, this leader also fosters strong stakeholder relationships
-    and ensures full compliance with workplace safety and health regulations throughout
-    all business units.
+  - The Reserving Actuarial Executive is tasked with evaluating, overseeing, and communicating
+    insights on insurance products within the marketplace, alongside managing internal
+    pricing strategies and reinsurance agreements. This role involves regularly reviewing
+    reserving assumptions and generating reports compliant with regulatory standards.
+    The executive ensures efficient handling of reinsurance processes, collaborating
+    closely with key stakeholders and managing relevant data. A strong analytical
+    mindset, comprehensive grasp of actuarial methodologies, and familiarity with
+    insurance operations are essential, as is the ability to present complex actuarial
+    information in a clear and succinct manner.
+  - The Reinsurance Underwriting Executive is responsible for assessing and approving
+    reinsurance applications, setting underwriting guidelines, and negotiating terms
+    with external reinsurers. This role focuses on risk evaluation, policy acceptance
+    criteria, and claims review within the insurance industry. The executive collaborates
+    with sales and claims teams to ensure underwriting practices align with company
+    objectives and regulatory requirements. Strong risk assessment skills and expertise
+    in underwriting principles are necessary, along with excellent communication skills
+    to explain underwriting decisions to clients and internal partners.
+  - The Nurse Manager is tasked with overseeing the planning, coordination, and evaluation
+    of departmental operations and resource allocation. This role includes managing
+    nursing staff, controlling operating expenses, and adhering to budget constraints
+    to ensure the delivery of superior patient care. The Nurse Manager supervises
+    at least one clinical unit, fostering both professional growth and personal development
+    among nursing personnel. While primarily focused on leadership and administrative
+    duties, the role also encompasses clinical practice, education, and research activities.
+    The Nurse Manager mentors assistant nurse clinicians and junior staff to achieve
+    optimal patient outcomes and care experiences. This position functions across
+    diverse healthcare environments including acute, primary, community, integrated,
+    and long-term care settings, requiring a resourceful, prudent, and tactful approach.
 datasets:
 - dnth/ssf-train-valid-v4
 pipeline_tag: sentence-similarity
@@ -265,9 +276,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base-v4")
 # Run inference
 sentences = [
-    'The Battery Energy Storage Systems (BESS) Engineer designs, develops and implements battery energy storage system for renewable energy integration and grid stabilisation. He/She designs and sizes battery systems, develops technical specifications, and ensures effective integration with renewable energy and microgrids. He also oversees the installation, commissioning, and troubleshooting of systems, to ensure compliance with regulatory standards. \n\nThe BESS Engineer possesses problem-solving, digital fluency, and systems thinking skills, and is adept at communication, teamwork, and collaboration.',
-    'The Battery Energy Storage Systems (BESS) Engineer is responsible for conceptualizing, engineering, and deploying scalable battery storage solutions to enhance renewable energy adoption and grid resilience. This role involves selecting optimal battery configurations, drafting detailed technical documentation, and coordinating with electrical and civil teams to ensure seamless integration with solar, wind, and microgrid infrastructure. The engineer also leads on-site commissioning, performs performance diagnostics, and ensures full adherence to Singapore’s Energy Market Authority (EMA) and IEC safety standards. Strong analytical abilities, proficiency in simulation tools, and effective cross-functional collaboration are essential for success in this position.',
-    'The Battery Energy Storage Systems (BESS) Engineer provides strategic oversight for corporate sustainability initiatives across Southeast Asia, managing a portfolio of ESG compliance projects and leading internal audits to align operations with global climate disclosure frameworks. This role requires extensive experience in carbon accounting, regulatory reporting to the UN Global Compact, and stakeholder engagement with ESG investors—rather than technical system design. The ideal candidate holds a background in environmental policy, corporate governance, and sustainability consulting, with minimal need for electrical engineering expertise or hands-on system deployment.',
+    'The Reserving Actuarial Executive is responsible for analysing, monitoring and reporting insurance products in the market as well as managing internal product pricing and reinsurance negotiations. He/She conducts periodic reviews of reserving parameters and prepares reporting in adherence to regulatory requirements. He facilitates reinsurance administration to ensure it is completed in an accurate and timely manner. The Reserving Actuarial Executive works with relevant key stakeholders and handling data and information. He possesses strong analytical abilities with a good understanding of actuarial techniques, standards and assumptions. He also has strong knowledge of insurance operations and is able to convey complex information clearly and concisely.',
+    'The Reserving Actuarial Executive is tasked with evaluating, overseeing, and communicating insights on insurance products within the marketplace, alongside managing internal pricing strategies and reinsurance agreements. This role involves regularly reviewing reserving assumptions and generating reports compliant with regulatory standards. The executive ensures efficient handling of reinsurance processes, collaborating closely with key stakeholders and managing relevant data. A strong analytical mindset, comprehensive grasp of actuarial methodologies, and familiarity with insurance operations are essential, as is the ability to present complex actuarial information in a clear and succinct manner.',
+    'The Reinsurance Underwriting Executive is responsible for assessing and approving reinsurance applications, setting underwriting guidelines, and negotiating terms with external reinsurers. This role focuses on risk evaluation, policy acceptance criteria, and claims review within the insurance industry. The executive collaborates with sales and claims teams to ensure underwriting practices align with company objectives and regulatory requirements. Strong risk assessment skills and expertise in underwriting principles are necessary, along with excellent communication skills to explain underwriting decisions to clients and internal partners.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -276,9 +287,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.8917, 0.5427],
-#         [0.8917, 1.0000, 0.5993],
-#         [0.5427, 0.5993, 1.0000]])
+# tensor([[1.0000, 0.9130, 0.5998],
+#         [0.9130, 1.0000, 0.6592],
+#         [0.5998, 0.6592, 1.0000]])
 ```
 
 <!--
@@ -323,20 +334,20 @@ You can finetune this model on your own dataset.
 
 #### ssf-train-valid-v4
 
-* Dataset: [ssf-train-valid-v4](https://huggingface.co/datasets/dnth/ssf-train-valid-v4) at [a063bfa](https://huggingface.co/datasets/dnth/ssf-train-valid-v4/tree/a063bfa4e46cbc6da304614649bebdd3b51201bb)
+* Dataset: [ssf-train-valid-v4](https://huggingface.co/datasets/dnth/ssf-train-valid-v4) at [7becddc](https://huggingface.co/datasets/dnth/ssf-train-valid-v4/tree/7becddc4825d387876df739af0f1ac4422bddfba)
 * Size: 4,524 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: 57 tokens</li><li>mean: 168.91 tokens</li><li>max: 380 tokens</li></ul> | <ul><li>min: 59 tokens</li><li>mean: 118.58 tokens</li><li>max: 237 tokens</li></ul> | <ul><li>min: 43 tokens</li><li>mean: 123.04 tokens</li><li>max: 430 tokens</li></ul> |
+  | details | <ul><li>min: 57 tokens</li><li>mean: 168.91 tokens</li><li>max: 380 tokens</li></ul> | <ul><li>min: 61 tokens</li><li>mean: 137.16 tokens</li><li>max: 271 tokens</li></ul> | <ul><li>min: 45 tokens</li><li>mean: 107.96 tokens</li><li>max: 192 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The Store Assistant performs handling, storing and rotating of stock, and is responsible for updating stock levels in the inventory data system. He/She demonstrates awareness of the importance of inventory control and maintains adequate stock levels to avoid overstocking and obsolete or aged lots. He is conversant with the store layout and ensures proper housekeeping. He is expected to adhere to the organisation's standard operating procedures (SOPs), and safety, health and quality systems. He supports in implementation of continuous improvement initiatives in the workplace. He works in a warehouse or store environment and is responsible for the safe and efficient operation of the material handling equipment. He should be systematic, orderly and detail-oriented. He is expected to coordinate work with internal and external stakeholders to accomplish his work.</code>                                                                                                                                      | <code>The Store Assistant is responsible for the accurate receipt, storage, and rotation of inventory, ensuring all stock levels are promptly updated in the digital inventory system. He/She maintains a keen eye for inventory integrity, preventing overstocking and minimizing the risk of obsolete items. Familiar with the warehouse layout, he/she upholds high standards of cleanliness and safety, strictly following organizational SOPs and quality protocols. He/She operates material handling equipment safely and collaborates effectively with team members and suppliers to support seamless warehouse operations, consistently applying a methodical and detail-focused approach to daily tasks.</code>                                                                                                                                                                                                                                                                                                                        | <code>The Store Assistant is tasked with managing customer service inquiries via phone and email, resolving complaints related to product returns and delivery delays, and coordinating with logistics partners to ensure on-time shipments. He/She must possess strong communication skills, be proficient in CRM software, and be able to handle high-volume interactions in a fast-paced retail environment. While familiarity with basic inventory systems is beneficial, primary responsibilities revolve around client engagement, sales support, and feedback analysis—requiring a customer-first mindset rather than warehouse operational expertise.</code>                                                                                                                                                                                                                                                                                                                                       |
-  | <code>The Vessel Operations Manager advises on safe and efficient vessel and port operations within the confines of regulatory requirements and/or industry practices. He/She analyses operational data to optimise voyage performance, reduce fuel consumption and turnaround times in ports across a fleet of vessels within a region. He is an excellent communicator, has strong problem-solving and analytical skills, and may be required to work irregular hours.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | <code>The Vessel Operations Manager provides strategic guidance on optimizing maritime and port logistics in alignment with international safety standards and operational best practices. Leveraging data-driven insights, this role enhances voyage efficiency, minimizes fuel usage, and streamlines port call durations across a regional fleet. Strong communication, analytical acumen, and adaptability to shifting schedules are essential for success in this position.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | <code>The Vessel Operations Manager oversees the procurement and maintenance of marine equipment for a global shipping distributor, coordinating with suppliers across multiple continents to ensure compliance with environmental certifications and supply chain KPIs. This role demands expertise in logistics procurement, contract negotiation, and inventory management, with a focus on cost reduction rather than operational efficiency—requiring frequent travel and extended hours in warehouse and depot environments.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
-  | <code>The Senior Engineering Service Engineer/Senior Technical Service Engineer (Aircraft Maintenance) is responsible for provision of technical expertise to optimise engineering solutions for aircraft maintenance works using advanced engineering problem-solving techniques. He/She refines scope of maintenance based on customer requirements, and leads technical and programme reviews with customers and suppliers. He reviews special process control plans, leads inspections and functional checks for conformance of maintenance works to technical specifications and verifies technical reports and documentation. He reviews compliance of aircraft maintenance works with airworthiness and legislative requirements, while proposing enhancements to the organisation's standard operating procedures (SOPs), and safety, health and quality systems. He proactively contributes to the development of lean and sustainability practices, and conducts research and digital innovation in targeted areas for continuous pr...</code> | <code>The Senior Engineering Service Engineer/Senior Technical Service Engineer (Aircraft Maintenance) delivers expert technical guidance to enhance the efficiency and safety of aircraft maintenance operations through advanced diagnostic and analytical methods. He/She collaborates closely with clients and vendors to refine maintenance scopes, leads technical evaluation sessions, and ensures all work adheres to aviation standards and regulatory frameworks. Responsible for auditing technical documentation, validating inspection outcomes, and driving improvements to SOPs, safety protocols, and quality management systems, he also champions lean methodologies and digital transformation initiatives. As a team lead, he provides performance feedback and mentors junior engineers, balancing office-based analysis with on-site support during critical troubleshooting events. A detail-oriented, inquisitive mindset with strong problem-solving abilities in complex engineering environments is essential.</code> | <code>The Senior Engineering Service Engineer/Senior Technical Service Engineer (Aircraft Maintenance) is tasked with designing and implementing corporate-wide digital marketing campaigns to promote aircraft maintenance services across Southeast Asia. He/She analyzes customer behavioral data to optimize online ad placements, manages social media content calendars, and coordinates with external agencies to increase brand visibility. While maintaining compliance with advertising regulations, he also oversees budget allocation for digital promotions and reports on ROI metrics to senior leadership. The role requires proficiency in Google Analytics, SEO/SEM tools, and CRM platforms, alongside strong communication skills for stakeholder engagement. Although occasional site visits may be required to gather promotional material, the role is primarily remote and does not involve technical inspections, airworthiness compliance, or engineering problem-solving.</code> |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Store Assistant performs handling, storing and rotating of stock, and is responsible for updating stock levels in the inventory data system. He/She demonstrates awareness of the importance of inventory control and maintains adequate stock levels to avoid overstocking and obsolete or aged lots. He is conversant with the store layout and ensures proper housekeeping. He is expected to adhere to the organisation's standard operating procedures (SOPs), and safety, health and quality systems. He supports in implementation of continuous improvement initiatives in the workplace. He works in a warehouse or store environment and is responsible for the safe and efficient operation of the material handling equipment. He should be systematic, orderly and detail-oriented. He is expected to coordinate work with internal and external stakeholders to accomplish his work.</code>                                                                                                                                      | <code>The Store Assistant is responsible for managing stock by handling, storing, and rotating inventory while accurately updating stock quantities in the inventory management system. This role requires a strong understanding of inventory control principles to maintain optimal stock levels, preventing excess or outdated items. Familiarity with the store layout and commitment to maintaining cleanliness and organization are essential. The Store Assistant follows established standard operating procedures (SOPs) and complies with safety, health, and quality guidelines. They also contribute to continuous improvement efforts within the workplace. Operating within a warehouse or storeroom setting, the role involves safely and efficiently handling material handling equipment. The ideal candidate is methodical, detail-conscious, and coordinates effectively with both internal teams and external partners to achieve operational goals.</code>                                                                          | <code>The Store Clerk manages customer service activities by assisting shoppers, processing sales transactions, and organizing promotional displays within a retail environment. This role emphasizes strong interpersonal and communication skills to enhance the shopping experience, rather than inventory control. The Store Clerk is responsible for maintaining clean and attractive store aisles and ensuring merchandise is well-presented. They adhere to company policies on customer interaction and sales protocols but are not involved in material handling or warehouse operations. The position requires a friendly demeanor, quick problem-solving abilities, and collaboration with sales associates and suppliers to support store sales targets.</code>                                                                                                                                                                                                   |
+  | <code>The Vessel Operations Manager advises on safe and efficient vessel and port operations within the confines of regulatory requirements and/or industry practices. He/She analyses operational data to optimise voyage performance, reduce fuel consumption and turnaround times in ports across a fleet of vessels within a region. He is an excellent communicator, has strong problem-solving and analytical skills, and may be required to work irregular hours.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | <code>The Vessel Operations Manager is responsible for overseeing safe and efficient vessel and port activities in compliance with regulatory standards and industry best practices. This role involves analyzing operational metrics to enhance voyage efficiency, minimize fuel usage, and decrease port turnaround durations for a fleet operating within a specific region. The manager must possess strong analytical abilities, effective communication skills, and problem-solving expertise, often requiring flexibility to work beyond standard hours.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | <code>The Port Logistics Coordinator manages the scheduling and allocation of cargo shipments within the port terminal, focusing on coordinating warehouse storage and transport logistics. This role emphasizes inventory management, shipment tracking, and collaboration with trucking companies to ensure timely delivery. Strong organizational skills and experience in supply chain software are essential, with standard working hours during weekdays.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
+  | <code>The Senior Engineering Service Engineer/Senior Technical Service Engineer (Aircraft Maintenance) is responsible for provision of technical expertise to optimise engineering solutions for aircraft maintenance works using advanced engineering problem-solving techniques. He/She refines scope of maintenance based on customer requirements, and leads technical and programme reviews with customers and suppliers. He reviews special process control plans, leads inspections and functional checks for conformance of maintenance works to technical specifications and verifies technical reports and documentation. He reviews compliance of aircraft maintenance works with airworthiness and legislative requirements, while proposing enhancements to the organisation's standard operating procedures (SOPs), and safety, health and quality systems. He proactively contributes to the development of lean and sustainability practices, and conducts research and digital innovation in targeted areas for continuous pr...</code> | <code>The Senior Engineering Service Engineer/Senior Technical Service Engineer (Aircraft Maintenance) delivers expert technical guidance to enhance engineering strategies for aircraft upkeep by employing sophisticated problem-solving methods. This role involves tailoring maintenance scopes to meet client specifications and spearheading technical and program evaluations with both customers and suppliers. Responsibilities include assessing special process control plans, directing inspections and functional verifications to ensure maintenance aligns with technical standards, and validating technical documentation. The engineer ensures that aircraft maintenance complies with airworthiness regulations and legal mandates, while recommending improvements to the company’s SOPs and safety, health, and quality frameworks. Additionally, the role supports the advancement of lean methodologies and sustainability initiatives and leads research and digital innovation projects aimed at continuous process o...</code> | <code>The Senior Aircraft Maintenance Planner is responsible for coordinating and scheduling aircraft maintenance activities to ensure timely completion and minimal operational disruption. This role focuses on logistics management, resource allocation, and liaising with vendors to secure parts and services. The planner develops maintenance timelines based on regulatory requirements and operational priorities but does not engage in technical inspections or engineering problem-solving. Instead, emphasis is placed on administrative oversight, compliance documentation, and cost control measures. The role involves frequent collaboration with operations and supply chain teams and requires strong organizational and communication skills rather than deep technical expertise. The Senior Aircraft Maintenance Planner works mainly in an office environment, managing workflows and reporting on maintenance progress to senior management.</code> |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -350,20 +361,20 @@ You can finetune this model on your own dataset.
 
 #### ssf-train-valid-v4
 
-* Dataset: [ssf-train-valid-v4](https://huggingface.co/datasets/dnth/ssf-train-valid-v4) at [a063bfa](https://huggingface.co/datasets/dnth/ssf-train-valid-v4/tree/a063bfa4e46cbc6da304614649bebdd3b51201bb)
+* Dataset: [ssf-train-valid-v4](https://huggingface.co/datasets/dnth/ssf-train-valid-v4) at [7becddc](https://huggingface.co/datasets/dnth/ssf-train-valid-v4/tree/7becddc4825d387876df739af0f1ac4422bddfba)
 * Size: 1,131 evaluation 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: 169.54 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 57 tokens</li><li>mean: 119.2 tokens</li><li>max: 227 tokens</li></ul> | <ul><li>min: 54 tokens</li><li>mean: 122.45 tokens</li><li>max: 876 tokens</li></ul> |
+  |         | anchor                                                                               | positive                                                                             | negative                                                                            |
+  |:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
+  | type    | string                                                                               | string                                                                               | string                                                                              |
+  | details | <ul><li>min: 58 tokens</li><li>mean: 169.54 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 60 tokens</li><li>mean: 138.68 tokens</li><li>max: 268 tokens</li></ul> | <ul><li>min: 53 tokens</li><li>mean: 108.4 tokens</li><li>max: 196 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The Baker is responsible for making a wide range of baked goods. He/She prepares ingredients needed for daily production of baked goods, operates baking equipment and tools during food preparation, and guides finishing touches on products. He also supports staffs compliance with hygiene, safety and other standards, and performs food and beverage operational tasks. He is expected to execute continuous improvement activities within the workstation, and follow customer service standards to escalate feedback on service challenges through proper escalation channels. Meticulous and service-oriented, he works independently with minimal supervision, and performs as a team player in both a kitchen and commercial setting. He should be comfortable working in hot and noisy environments and meeting strict production schedules.</code>                                                                                                                                                                                         | <code>The Baker is tasked with crafting a diverse array of baked goods, from breads to pastries, using precise measurements and traditional techniques. They prepare, mix, and portion ingredients, operate industrial ovens and mixers, and apply final decorations to ensure product quality. The Baker upholds strict sanitation and food safety protocols, contributes to kitchen efficiency through process improvements, and responds to customer feedback by promptly reporting concerns. Working autonomously with minimal oversight, they thrive in fast-paced, high-temperature environments while collaborating effectively with kitchen teams to meet daily production targets.</code>                                                                                    | <code>The Baker is responsible for managing inventory reconciliation, scheduling staff shifts, and coordinating with suppliers to source bulk ingredients for a multi-location bakery chain. They analyze sales data to forecast demand, lead monthly budget reviews, and train new hires on compliance with corporate HR policies. While they occasionally assist in baking during peak hours, their primary focus is on administrative oversight, financial reporting, and ensuring alignment with regional franchise standards across different jurisdictions. They must hold a diploma in business management and have at least five years of experience in retail operations.</code> |
-  | <code>The Water Quality Control Principal Chemist provides technical leadership on the daily operations of the laboratory and resolves water quality issues based on investigations conducted. He/She oversees the management of the inventory of resources such as de-mineralised water and chemicals, formulates remedial actions based on review of the laboratory test equipment troubleshooting, and reviews regulatory compliance reports and other prepared documentation to perform trending of laboratory test results and implement follow-up actions. He reviews water quality control laboratory policies and processes and improves Standard Operating Procedures (SOPs) to uphold high water quality standards. 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 wo...</code>       | <code>The Water Quality Control Principal Chemist leads the technical operations of the laboratory by analyzing water quality data, identifying root causes of anomalies, and implementing corrective measures to ensure compliance with environmental and industrial standards. He/She directs the maintenance and calibration of analytical instruments, optimizes SOPs to enhance efficiency and accuracy, and mentors junior chemists through structured training and performance coaching. Responsible for managing chemical inventories and permitting systems, he also develops emergency response protocols aligned with the facility’s crisis management plan, ensuring safe and sustainable water quality practices within the power plant’s industrial environment.</code> | <code>The Water Quality Control Principal Chemist manages the procurement and logistics of consumer-grade bottled water for office campuses across Singapore, coordinates hydration awareness campaigns for employees, and ensures compliance with health and safety guidelines for personal beverage consumption. He/She evaluates water taste and clarity using sensory panels, trains staff on proper bottle disposal, and liaises with vendors to maintain supply chains — with no involvement in laboratory testing, regulatory reporting, or industrial equipment operations.</code>                                                                                                |
-  | <code>The Waste Process Engineer is responsible for designing, optimising and managing processes and systems for the efficient handling, treatment, transformation and disposal of waste, including electronic waste (e-waste) and plastic waste, for an organisation. He/She is focused on minimising waste generation, exploring new technologies for enhancing waste management efficiency and material recovery, and recommending improved waste management systems and processes within an organisation. Based on life-cycle analyses and evaluation of current waste streams, systems and waste-to-resource initiatives, he will develop and implement new processes, ensuring compliance with environmental regulations. <br><br>The Waste Process Engineer must be meticulous, with an eye for detail and have strong analytical and research skills to stay up to date on best practices and circular economy strategies related to waste management. He is also expected to work collaboratively with cross-functional teams to promote su...</code> | <code>The Waste Process Engineer designs, refines, and oversees integrated systems for the sustainable handling, recycling, and resource recovery of waste streams—particularly e-waste and plastics—by applying life-cycle assessment methodologies and circular economy principles. Responsible for identifying inefficiencies in current waste operations, this role drives innovation through emerging technologies, ensures strict adherence to environmental compliance standards, and partners with multidisciplinary teams to advance organisational sustainability targets and reduce overall waste output.</code>                                                                                                                                                           | <code>The Waste Process Engineer is tasked with managing logistics and inventory control for industrial supply chains, coordinating the procurement of raw materials, and optimising warehouse throughput to meet production deadlines. This role requires strong proficiency in ERP systems, knowledge of Just-In-Time delivery protocols, and the ability to liaise with vendors across Southeast Asia. While environmental awareness is valued, the position focuses primarily on operational efficiency, cost reduction, and supply chain resilience—not waste treatment or regulatory compliance.</code>                                                                             |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Baker is responsible for making a wide range of baked goods. He/She prepares ingredients needed for daily production of baked goods, operates baking equipment and tools during food preparation, and guides finishing touches on products. He also supports staffs compliance with hygiene, safety and other standards, and performs food and beverage operational tasks. He is expected to execute continuous improvement activities within the workstation, and follow customer service standards to escalate feedback on service challenges through proper escalation channels. Meticulous and service-oriented, he works independently with minimal supervision, and performs as a team player in both a kitchen and commercial setting. He should be comfortable working in hot and noisy environments and meeting strict production schedules.</code>                                                                                                                                                                                         | <code>The Baker is tasked with producing a diverse assortment of baked items by accurately preparing ingredients and skillfully using baking tools and machinery. This role involves overseeing the final presentation of products, ensuring adherence to hygiene and safety protocols, and contributing to food and beverage operations. The Baker actively participates in continuous process enhancements within their work area and upholds customer service standards by appropriately reporting any service-related issues. Demonstrating precision and a customer-focused approach, the Baker operates autonomously with limited oversight while collaborating effectively within a team environment. The position requires comfort with working in warm, noisy conditions and the ability to meet demanding production deadlines.</code>                                                                                                                                                                                                     | <code>The Baker is responsible for managing inventory control and supply chain logistics within a food manufacturing environment. This role focuses on coordinating material procurement, optimizing storage solutions, and supervising distribution schedules to ensure timely delivery of raw ingredients. The Baker must possess strong organizational and analytical skills, maintain compliance with regulatory standards related to inventory management, and lead a team of warehouse staff. Operating primarily in an office and warehouse setting, the role demands proficiency in inventory software and the ability to work under pressure to meet operational targets.</code>                                                                                 |
+  | <code>The Water Quality Control Principal Chemist provides technical leadership on the daily operations of the laboratory and resolves water quality issues based on investigations conducted. He/She oversees the management of the inventory of resources such as de-mineralised water and chemicals, formulates remedial actions based on review of the laboratory test equipment troubleshooting, and reviews regulatory compliance reports and other prepared documentation to perform trending of laboratory test results and implement follow-up actions. He reviews water quality control laboratory policies and processes and improves Standard Operating Procedures (SOPs) to uphold high water quality standards. 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 wo...</code>       | <code>The Water Quality Control Principal Chemist leads the laboratory’s daily functions by providing expert guidance on water quality investigations and problem resolution. This role includes overseeing resource inventory management, such as chemicals and de-mineralised water, and developing corrective measures following equipment troubleshooting analyses. The chemist reviews and enhances laboratory policies and SOPs to maintain superior water quality standards. Additionally, they spearhead the technical skill development of team members through training programs and coaching, while managing safety procedures including Permits-to-Work and Safe Systems of Work. In emergency scenarios, the chemist implements crisis response and recovery plans. Operating within a power plant’s water quality control laboratory, typically located in Singapore’s industrial zones, the role demands strong leadership and analytical capabilities to continuously optimize laboratory and plant water quality operations.</code> | <code>The Water Quality Control Principal Chemist focuses on managing the technical aspects of environmental compliance audits within the water treatment industry. This position primarily involves conducting regulatory inspections, preparing compliance documentation, and coordinating with external regulatory bodies to ensure adherence to environmental laws. The role requires expertise in environmental policy analysis rather than laboratory operations and hands-on water quality testing. The chemist also leads strategic initiatives for corporate sustainability reporting and oversees team operations across multiple sites, emphasizing administrative management over direct technical leadership or training within a laboratory setting.</code> |
+  | <code>The Waste Process Engineer is responsible for designing, optimising and managing processes and systems for the efficient handling, treatment, transformation and disposal of waste, including electronic waste (e-waste) and plastic waste, for an organisation. He/She is focused on minimising waste generation, exploring new technologies for enhancing waste management efficiency and material recovery, and recommending improved waste management systems and processes within an organisation. Based on life-cycle analyses and evaluation of current waste streams, systems and waste-to-resource initiatives, he will develop and implement new processes, ensuring compliance with environmental regulations. <br><br>The Waste Process Engineer must be meticulous, with an eye for detail and have strong analytical and research skills to stay up to date on best practices and circular economy strategies related to waste management. He is also expected to work collaboratively with cross-functional teams to promote su...</code> | <code>The Waste Process Engineer is tasked with developing, refining, and overseeing systems and procedures to ensure effective waste handling, treatment, and disposal, including managing electronic and plastic waste streams. This role emphasizes reducing waste output, adopting innovative technologies to improve waste processing and resource recovery, and advising on enhanced waste management strategies within the company. Utilizing life-cycle assessments and analyzing existing waste flows and recycling initiatives, the engineer implements new processes that comply with environmental standards. The Waste Process Engineer must possess strong analytical and investigative abilities, attention to detail, and collaborate across departments to advance sustainable practices aligned with circular economy principles.</code>                                                                                                                                                                                           | <code>The Environmental Compliance Officer is responsible for monitoring and enforcing adherence to environmental laws and regulations within the manufacturing industry. This role involves conducting audits, preparing compliance reports, and liaising with regulatory bodies to ensure that company operations meet all legal environmental requirements. The officer must have excellent communication skills, in-depth knowledge of environmental policies, and the ability to train staff on compliance matters. Unlike process engineering, this position focuses primarily on regulatory oversight rather than designing or optimizing waste treatment systems.</code>                                                                                          |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -382,6 +393,7 @@ You can finetune this model on your own dataset.
 - `gradient_accumulation_steps`: 32
 - `learning_rate`: 2e-05
 - `weight_decay`: 0.01
+- `num_train_epochs`: 5
 - `lr_scheduler_type`: cosine
 - `warmup_ratio`: 0.1
 - `bf16`: True
@@ -410,7 +422,7 @@ 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`: 3
+- `num_train_epochs`: 5
 - `max_steps`: -1
 - `lr_scheduler_type`: cosine
 - `lr_scheduler_kwargs`: {}
@@ -516,14 +528,19 @@ You can finetune this model on your own dataset.
 ### Training Logs
 | Epoch   | Step   | Training Loss | Validation Loss |
 |:-------:|:------:|:-------------:|:---------------:|
-| 0.5654  | 5      | 0.2559        | -               |
-| 1.0     | 9      | -             | 0.0395          |
-| 1.1131  | 10     | 0.0421        | -               |
-| 1.6784  | 15     | 0.0332        | -               |
-| 2.0     | 18     | -             | 0.0303          |
-| 2.2261  | 20     | 0.0267        | -               |
-| 2.7915  | 25     | 0.023         | -               |
-| **3.0** | **27** | **-**         | **0.0283**      |
+| 0.5654  | 5      | 0.1496        | -               |
+| 1.0     | 9      | -             | 0.0082          |
+| 1.1131  | 10     | 0.0134        | -               |
+| 1.6784  | 15     | 0.0038        | -               |
+| 2.0     | 18     | -             | 0.0047          |
+| 2.2261  | 20     | 0.0037        | -               |
+| 2.7915  | 25     | 0.0021        | -               |
+| 3.0     | 27     | -             | 0.0032          |
+| 3.3392  | 30     | 0.0014        | -               |
+| 3.9046  | 35     | 0.0022        | -               |
+| 4.0     | 36     | -             | 0.0027          |
+| 4.4523  | 40     | 0.0015        | -               |
+| **5.0** | **45** | **0.0017**    | **0.0027**      |
 
 * The bold row denotes the saved checkpoint.
 

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d4722fb449e98d1113a1d908fc642a8ee0fb7e8a777429a5abd7a776f0f88ac1
+oid sha256:4d5c1333a3b26270fc0e078122e130007db52f70f7d2318e4017ee5addf8dcaa
 size 596070136