Add new SentenceTransformer model

README.md

@@ -9,182 +9,154 @@ tags:
 - loss:MultipleNegativesRankingLoss
 base_model: nomic-ai/modernbert-embed-base
 widget:
-- source_sentence: The Cluster Manager oversees the daily operations in the deployment
-    of the team across Centres and ensures the team operates in compliance with all
-    policies. He/she also manages manpower resources, including onboarding and staff
-    development. He possesses strong leadership skills and is able to build and leverage
-    effective relationships with stakeholders. He also drives the overall initiatives
-    for cross-Centre programmes, curricula and quality of learning.
+- source_sentence: The Trainee Maintenance Technician performs aircraft engine and
+    component maintenance tasks under supervision and in accordance with relevant
+    technical manuals. He/She assists in troubleshooting of aircraft engines and components
+    and reinstates the work area as per the organisation's housekeeping standards.
+    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 hangar or workshop and
+    may be required to work in shifts. He also attends classroom and practical lessons
+    as required, and sits for the requisite qualifying knowledge and practical tests.
   sentences:
-  - Factory Operations Manager responsible for planning, developing, and executing
-    production and quality assurance processes. This role includes setting output
-    goals for projects, creating policies to meet those goals, and defining inspection
-    criteria. The ideal candidate will demonstrate strong leadership skills, technical
-    expertise, and a focus on enhancing quality control strategies to ensure project
-    success.
-  - Junior Risk Management Analyst tasked with evaluating and mitigating risks within
-    the financial sector. This role involves conducting thorough analysis of market
-    trends and compliance regulations, while collaborating with various departments
-    to ensure effective risk strategies. Strong analytical skills and the ability
-    to communicate findings clearly are crucial. The position also includes supporting
-    the development of risk assessment frameworks and training staff on risk management
-    protocols.
-  - Cluster Operations Manager responsible for coordinating team activities across
-    multiple Centres, ensuring adherence to policies and regulations. The role includes
-    managing staffing resources, facilitating onboarding processes, and promoting
-    staff development. Strong leadership abilities and relationship-building skills
-    with stakeholders are essential. The position also involves driving initiatives
-    for cross-Centre programs, curriculum development, and maintaining high learning
-    quality standards.
-- source_sentence: The Software Engineer leads important projects and possesses capability
-    to make breakthroughs in design, development, testing, debugging and implementing
-    software applications or specialised utility programs in support of end users'
-    needs on platforms. He/She plans and coordinates regular updates and recommends
-    improvements to existing applications. He identifies and resolves issues which
-    have organisation wide and long-term impact. He identifies security risks, creates
-    requirements to capture security issues, and performs initial threat modelling
-    to ensure coding standards meets security requirements. He develops and maintains
-    the software configuration management plan and oversees the building, verification
-    and implementation of software releases. He provides guidance and technical support
-    to the quality testing teams. He works in a team setting and is proficient in
-    programming languages required by the organisation. He is familiar with software
-    development tools and standards, as well as the relevant software platforms on
-    which the solution is deployed on. The Software Engineer is imaginative and creative
-    in exploring a range of application designs and solutions. He is able to engage
-    and support others in the team, readily put forth his ideas in a clear and compelling
-    manner.
+  - Job opening for a Senior Signal and Communications Technician with expertise in
+    maintenance of signal, communication, and control systems. Responsibilities include
+    supervising contractors, providing technical guidance, and ensuring safety standards
+    at rail facilities. Shift work may be required at various locations, and strong
+    communication skills are essential for collaboration with team members.
+  - Junior Quality Assurance Inspector conducting inspections and assessments of manufactured
+    products in a production facility. Responsible for verifying compliance with quality
+    standards, documenting findings, and ensuring that production processes align
+    with health and safety regulations. Works closely with the production team to
+    identify areas for quality improvement and participates in training on quality
+    control methodologies.
+  - Entry-level aircraft maintenance technician responsible for assisting in engine
+    and component maintenance under supervision, following technical manuals and organizational
+    standards. Supports troubleshooting, maintains work area cleanliness, and adheres
+    to safety and quality procedures while participating in continuous improvement
+    efforts and training sessions.
+- source_sentence: The Branding, Marketing & Communications Senior Executive/Executive
+    coordinates the organisations branding and marketing efforts. He/She liaises with
+    relevant stakeholders to manage marketing and communication events and channels,
+    and is responsible for executing strategies and plans as directed. He also delivers
+    organisation branding and public relations initiatives across platforms for the
+    organisation.The Branding, Marketing & Communications Senior Executive/Executive
+    is a highly-driven, organised, innovative and creative individual. He has strong
+    communication and writing skills, and is able to collaborate with both internal
+    and external stakeholders to deliver marketing and communication plans aligned
+    to strategies.
   sentences:
-  - Software Developer oversees critical projects and has the ability to innovate
-    in the design, development, testing, debugging, and implementation of software
-    applications or specialized utility programs tailored to end users' requirements
-    on various platforms. He/She organizes and manages regular updates and suggests
-    enhancements to current applications. He identifies and addresses issues that
-    have organization-wide and long-term significance. He assesses security vulnerabilities,
-    formulates requirements to address security concerns, and conducts preliminary
-    threat modeling to ensure coding practices align with security protocols. He develops
-    and maintains the software configuration management strategy and supervises the
-    construction, verification, and deployment of software releases. He offers guidance
-    and technical assistance to the quality assurance teams. He collaborates within
-    a team environment and is skilled in the programming languages necessary for the
-    organization. He is knowledgeable about software development tools and standards,
-    as well as the specific software platforms utilized for deployment. The Software
-    Developer is inventive and resourceful in investigating a variety of application
-    designs and solutions. He effectively engages and supports team members, articulating
-    his ideas in a clear and persuasive way.
-  - Senior Automation Engineer overseeing the planning, design, installation, and
-    integration of rigging and lifting systems, managing vendors and contractors while
-    supervising project setups, exploring innovative solutions, and collaborating
-    with stakeholders to implement advanced technologies.
-  - Junior Data Analyst conducts routine analyses and is responsible for generating
-    insights from data sets to support business decisions in the marketing sector.
-    He/She organizes and executes regular data reports and recommends adjustments
-    to existing analytical methods. He identifies and resolves data discrepancies
-    that have department-wide implications. He assesses data privacy risks, develops
-    protocols to address data handling issues, and performs preliminary data modeling
-    to ensure compliance with privacy regulations. He creates and maintains the data
-    management plan and supervises the extraction, validation, and reporting of data
-    sets. He provides assistance and technical support to the analytics teams. He
-    works collaboratively in a team environment and is proficient in statistical software
-    required by the organization. He is familiar with data analysis tools and methodologies,
-    as well as the relevant databases on which the data is stored. The Junior Data
-    Analyst is analytical and detail-oriented in exploring a range of data trends
-    and insights. He is able to communicate and support colleagues effectively, presenting
-    his findings in a clear and impactful manner.
-- source_sentence: The Server / Service Crew / Runner is responsible for delivering
-    service and operations excellence. He/She sets the tables, takes orders, and delivers
-    the correct food to the corresponding tables. He is able to operate Point of Sales
-    (POS) systems when managing orders. He also follows hygiene, safety and other
-    standards, and carries out food and beverage operational tasks. He may suggest
-    areas for continuous improvement within own work area. He is attentive and meticulous
-    and needs to work under pressure to serve customers quickly and efficiently. He
-    also possesses good communication skills and teamwork spirit to ensure service
-    standards are met. He is capable of working well with kitchen staff to ensure
-    customers requests are met. He is able to work in a flexible schedule, including
-    weekends, evenings, and public holidays. He should have the stamina to stay on
-    his feet for long periods.
+  - Search for a Branding and Marketing Executive who coordinates marketing efforts,
+    manages communication events, and implements strategic plans with strong collaboration
+    skills.
+  - Lighting technician responsible for managing all aspects of lighting operations
+    on set, ensuring optimal balance and continuity while developing innovative lighting
+    solutions, overseeing crew activities, and maintaining budgetary constraints.
+  - The Junior Risk Management Analyst is responsible for assessing and mitigating
+    potential risks within the organization. He/She conducts thorough analyses and
+    prepares reports on risk factors, ensuring compliance with regulatory standards.
+    The ideal candidate possesses strong analytical skills, attention to detail, and
+    the ability to communicate complex information clearly to both internal teams
+    and external partners.
+- source_sentence: The Senior Counsellor provides counselling services to individuals
+    and families experiencing socioemotional and mental health challenges of moderate
+    to high complexity and risk. He/She also works with other professionals to ensure
+    counselling services provided meet organisational standards and are fit for client
+    needs. The Senior Counsellor has excellent collaborative skills and works in diverse
+    settings across social services, including care homes, educational institutes,
+    family service centres and healthcare facilities. He co-leads department research
+    initiatives, provides clinical supervision of less experienced counsellors, conducts
+    training for other professionals and leads community outreach initiatives.
   sentences:
-  - Programme Coordinator responsible for designing and implementing client-focused
-    programmes, ensuring quality and risk management, overseeing budget compliance,
-    and guiding volunteers and junior staff in programme activities while collaborating
-    with community partners.
-  - We are seeking a Junior Risk Management Analyst to assist in delivering operational
-    excellence within the financial services sector. Responsibilities include analyzing
-    risk data, preparing reports, and ensuring compliance with industry regulations.
-    The candidate will utilize various analytical tools and software to assess risk
-    levels and make recommendations for improvements. Attention to detail and strong
-    communication skills are necessary for collaborating with different departments.
-    Flexibility to manage changing priorities and deadlines is essential, along with
-    the ability to work extended hours on projects as needed.
-  - Job opening for a Service Crew Member responsible for providing excellent customer
-    service and operational support in a dining environment. Duties include setting
-    tables, taking and delivering orders accurately, and operating Point of Sales
-    (POS) systems efficiently. The ideal candidate will adhere to hygiene and safety
-    standards, perform food and beverage tasks, and contribute ideas for improvement.
-    Strong communication and teamwork skills are essential for collaborating with
-    kitchen staff and ensuring customer satisfaction. Flexibility to work various
-    shifts, including weekends and holidays, is required, along with the physical
-    stamina to remain active throughout shifts.
-- source_sentence: The Head of Credit assumes responsibility for overall credit function
-    of an organisation. He/She establishes internal controls and processes for credit
-    assessments, reviews, restructuring, monitoring and recovery. He is expected to
-    have a good understanding of business and market developments locally and regionally,
-    and is able to establish credit guidelines that are prudent and aligned with the
-    organisation's requirements. He is analytical, numerically-driven and takes a
-    prudent approach to credit risk management.
+  - Live television production operator responsible for editing programs in real time,
+    utilizing various transitions and effects, while effectively managing image sources
+    and pre-recorded content to ensure a seamless broadcast. Requires attention to
+    detail, multitasking skills, and strong visual and auditory perception.
+  - Junior Risk Analyst responsible for identifying and analyzing potential risks
+    in financial operations, collaborating with senior management to develop mitigation
+    strategies, and ensuring compliance with industry regulations. The role requires
+    strong analytical skills and the ability to work in fast-paced environments, including
+    finance and insurance sectors.
+  - Counsellor role focused on providing support to individuals and families facing
+    socioemotional and mental health issues, collaborating with professionals to ensure
+    quality services, and working across various social service environments such
+    as care homes and educational institutions.
+- source_sentence: The Analyst - Analytics and Customer Insights is responsible for
+    tracking, compiling and reporting customer research metrics that are derived from
+    multiple data points in order to support business decisions. He/She compiles data
+    from multiple customer measurement tools, social media platforms and market research
+    studies and organises the data in formats suitable for analysis. He performs data
+    analysis using defined tools and techniques and delivers insights across various
+    customer segments, genres and media platforms. He also supports the development
+    of reports based on data analytics findings. The work involves data collection,
+    analysis, insight generation and reporting to various departments as required.
+    This involves high amount of coordination and stakeholder management. He has knowledge
+    of analytics tools, research techniques and statistical models. He may often be
+    expected to know machine learning, natural language processing and advanced statistical
+    modelling as well. He should be comfortable in the interpretation of business
+    metrics. He ought to be an effective communicator and a creative thinker, and
+    should also show close attention to detail.
   sentences:
-  - Senior Credit Manager overseeing credit operations, responsible for developing
-    and implementing credit assessment processes, monitoring credit performance, and
-    ensuring compliance with established guidelines. Strong analytical skills and
-    market awareness are essential for crafting effective credit strategies that align
-    with business objectives.
-  - Client Relationship Manager responsible for enhancing client interactions, preparing
-    documentation for presentations to senior management and stakeholders, and analyzing
-    client portfolios to align with their goals. The role requires self-motivation,
-    teamwork, and the ability to prioritize tasks effectively to ensure timely and
-    accurate service delivery. Candidates should thrive under pressure, meet tight
-    deadlines, and possess strong attention to detail, with knowledge in portfolio
-    management including alternatives, derivatives, equity, fixed income, and private
-    equity.
-  - Junior Risk Analyst tasked with evaluating potential risks within the healthcare
-    sector. The role involves conducting risk assessments, developing risk management
-    protocols, and ensuring compliance with industry regulations. Candidates should
-    possess strong analytical skills and a background in healthcare data analysis
-    to identify and manage operational risks effectively.
-- source_sentence: The Chief Chemist/Fellow is responsible for the strategic planning
-    and design of complex laboratory solutions for the industry, professional and
-    technical societies, government and other organisations. He/She is the organisations
-    technical expert on chemistry and scientific matters, who advises senior management
-    and business partners on advanced technologies and methodologies for applied research,
-    in accordance with applicable government regulations and manufacturing processes.
-    The Chief Chemist/Fellow formulates the direction and strategy in applied research
-    to exploit market potential and industry trends, so as to maintain and improve
-    the organisations competitive position in the market. He represents the organisation
-    in Research and Development (R&D) consortiums for open innovation within the industry,
-    and profiles the organisations scientific and technical leadership at scientific
-    and industry events and conferences. At the organisational level, he designs the
-    organisations technology roadmap and drives continuous improvement strategies.
-    In addition, he leverages on deep technical expertise and industry experience
-    to develop technical capabilities for the laboratory teams and domain expertise
-    for the organisation. The Chief Chemist/Fellow maintains and builds strong links
-    with the external scientific community, research institutions and business partners
-    to explore business or collaborative research opportunities. He is a strategic
-    and creative thinker, demonstrates exceptional problem-solving and communication
-    skills, and networks effectively.
+  - Job opening for an Analyst specializing in Customer Insights and Analytics, focusing
+    on gathering and analyzing customer research metrics from various data sources
+    to inform business strategies. The role involves utilizing multiple customer measurement
+    tools, social media analytics, and market research to organize data for insightful
+    analysis. Responsibilities include performing data analysis with established techniques,
+    generating insights for diverse customer segments, and preparing comprehensive
+    reports based on analytical findings. Strong coordination and stakeholder management
+    skills are essential, along with proficiency in analytics tools, research methodologies,
+    and statistical models. Familiarity with machine learning, natural language processing,
+    and advanced statistical modeling is preferred. Effective communication and creative
+    problem-solving abilities are crucial, with a keen attention to detail.
+  - Job opening for a Speech Therapist focusing on client assessment, therapy intervention
+    planning, and implementation. Responsibilities include educating clients and caregivers,
+    managing service quality, and performing administrative tasks. Opportunities for
+    continuing education and research are available, with work settings in public
+    and private institutions, integrated care facilities, and community environments.
+    Collaboration and problem-solving skills are essential.
+  - The Junior Marketing Coordinator is tasked with managing promotional campaigns
+    and tracking engagement metrics derived from various marketing channels to enhance
+    brand visibility. He/She gathers data from social media platforms, email marketing
+    tools, and customer feedback surveys, organizing this information for campaign
+    evaluation. The role includes analyzing marketing performance using standard metrics
+    and providing insights across different marketing segments and channels. Responsibilities
+    also encompass the creation of marketing reports based on campaign outcomes. This
+    position requires effective collaboration with the sales team and external vendors.
+    Familiarity with marketing analytics tools, customer engagement strategies, and
+    communication skills are essential. Attention to detail and creativity in campaign
+    design are also important for success in this role.
+- source_sentence: A Principal Physiotherapist (Clinical) is responsible for managing
+    clients in their areas of specialty from administering treatments to empowering
+    clients in self-management. S/He is also responsible for providing training to
+    staff in specialty areas of clinical services. S/He guides physiotherapists and
+    senior physiotherapists on complex cases. S/He mentors Senior Physiotherapists
+    in clinical and professional development. S/He may work in various settings such
+    as but not limited to public and private institutions, sports teams, acute hospitals,
+    community hospitals, rehabilitation centres, voluntary welfare organisations,
+    schools, integrated and long-term care facilities and clients homes and work environments.
+    S/He may also work as part of a collaborative, interdisciplinary team which may
+    include teachers, nurses, doctors, audiologists, psychologists, social workers,
+    occupational therapists and speech therapists. S/He should be insightful, decisive
+    and confident. S/He should possess effective interpersonal, communication and
+    team-building skills.
   sentences:
-  - Head of Data Analytics role responsible for leading data analytical functions,
-    enhancing organizational data capabilities, and providing insights for strategic
-    business decisions using various analytics tools and methodologies.
-  - Job opening for a Chief Chemist to lead the strategic development of innovative
-    laboratory solutions, provide expert advice on chemical processes, and guide applied
-    research initiatives in compliance with industry standards and regulations. The
-    role involves representing the organization at R&D events, shaping technology
-    strategies, and fostering collaborations with scientific communities and partners.
-  - Seeking a Junior Chemist to assist in basic laboratory tasks and support the development
-    of chemical products for the consumer goods sector. The position requires adherence
-    to safety protocols and quality control measures, with responsibilities including
-    conducting routine experiments, preparing samples, and documenting results. The
-    Junior Chemist will work under the guidance of senior staff to ensure compliance
-    with industry regulations and assist in product testing and formulation processes.
+  - Job opening for a Research Technologist focusing on Research and Development (R&D)
+    to gather and analyze data for research proposals. The role involves conducting
+    laboratory experiments, documenting findings for chemists, and aiding in the development
+    of new products. Responsibilities include routine lab operations, equipment maintenance,
+    and ensuring compliance with Workplace Safety and Health (WSH) standards. The
+    ideal candidate should be analytical, a team player, and possess strong communication
+    and technical writing abilities.
+  - Job opening for a Senior Physiotherapist specializing in clinical management,
+    focusing on client treatment and self-management strategies, with responsibilities
+    including staff training and mentorship for junior physiotherapists in various
+    healthcare settings.
+  - Seeking a Junior Risk Management Analyst to assist in identifying and analyzing
+    potential risks within the financial services sector. The role involves collaborating
+    with senior analysts to develop strategies for risk mitigation, preparing reports
+    on risk assessments, and supporting compliance initiatives. Candidates should
+    have strong analytical skills, attention to detail, and effective communication
+    abilities to work with cross-functional teams including finance and operations.
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -239,9 +211,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
 # Run inference
 sentences = [
-    'The Chief Chemist/Fellow is responsible for the strategic planning and design of complex laboratory solutions for the industry, professional and technical societies, government and other organisations. He/She is the organisations technical expert on chemistry and scientific matters, who advises senior management and business partners on advanced technologies and methodologies for applied research, in accordance with applicable government regulations and manufacturing processes. The Chief Chemist/Fellow formulates the direction and strategy in applied research to exploit market potential and industry trends, so as to maintain and improve the organisations competitive position in the market. He represents the organisation in Research and Development (R&D) consortiums for open innovation within the industry, and profiles the organisations scientific and technical leadership at scientific and industry events and conferences. At the organisational level, he designs the organisations technology roadmap and drives continuous improvement strategies. In addition, he leverages on deep technical expertise and industry experience to develop technical capabilities for the laboratory teams and domain expertise for the organisation. The Chief Chemist/Fellow maintains and builds strong links with the external scientific community, research institutions and business partners to explore business or collaborative research opportunities. He is a strategic and creative thinker, demonstrates exceptional problem-solving and communication skills, and networks effectively.',
-    'Job opening for a Chief Chemist to lead the strategic development of innovative laboratory solutions, provide expert advice on chemical processes, and guide applied research initiatives in compliance with industry standards and regulations. The role involves representing the organization at R&D events, shaping technology strategies, and fostering collaborations with scientific communities and partners.',
-    'Seeking a Junior Chemist to assist in basic laboratory tasks and support the development of chemical products for the consumer goods sector. The position requires adherence to safety protocols and quality control measures, with responsibilities including conducting routine experiments, preparing samples, and documenting results. The Junior Chemist will work under the guidance of senior staff to ensure compliance with industry regulations and assist in product testing and formulation processes.',
+    'A Principal Physiotherapist (Clinical) is responsible for managing clients in their areas of specialty from administering treatments to empowering clients in self-management. S/He is also responsible for providing training to staff in specialty areas of clinical services. S/He guides physiotherapists and senior physiotherapists on complex cases. S/He mentors Senior Physiotherapists in clinical and professional development. S/He may work in various settings such as but not limited to public and private institutions, sports teams, acute hospitals, community hospitals, rehabilitation centres, voluntary welfare organisations, schools, integrated and long-term care facilities and clients homes and work environments. S/He may also work as part of a collaborative, interdisciplinary team which may include teachers, nurses, doctors, audiologists, psychologists, social workers, occupational therapists and speech therapists. S/He should be insightful, decisive and confident. S/He should possess effective interpersonal, communication and team-building skills.',
+    'Job opening for a Senior Physiotherapist specializing in clinical management, focusing on client treatment and self-management strategies, with responsibilities including staff training and mentorship for junior physiotherapists in various healthcare settings.',
+    'Seeking a Junior Risk Management Analyst to assist in identifying and analyzing potential risks within the financial services sector. The role involves collaborating with senior analysts to develop strategies for risk mitigation, preparing reports on risk assessments, and supporting compliance initiatives. Candidates should have strong analytical skills, attention to detail, and effective communication abilities to work with cross-functional teams including finance and operations.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -250,9 +222,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.7668, 0.1395],
-#         [0.7668, 1.0000, 0.3398],
-#         [0.1395, 0.3398, 1.0000]])
+# tensor([[ 1.0000,  0.7397, -0.0825],
+#         [ 0.7397,  1.0000,  0.0872],
+#         [-0.0825,  0.0872,  1.0000]])
 ```
 
 <!--
@@ -300,16 +272,16 @@ You can finetune this model on your own dataset.
 * Size: 7,540 training samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 1000 samples:
-  |         | anchor                                                                              | positive                                                                            | negative                                                                            |
-  |:--------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
-  | type    | string                                                                              | string                                                                              | string                                                                              |
-  | details | <ul><li>min: 57 tokens</li><li>mean: 167.5 tokens</li><li>max: 349 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 68.07 tokens</li><li>max: 204 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 83.07 tokens</li><li>max: 198 tokens</li></ul> |
+  |         | anchor                                                                               | positive                                                                            | negative                                                                            |
+  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
+  | type    | string                                                                               | string                                                                              | string                                                                              |
+  | details | <ul><li>min: 65 tokens</li><li>mean: 171.35 tokens</li><li>max: 380 tokens</li></ul> | <ul><li>min: 17 tokens</li><li>mean: 66.84 tokens</li><li>max: 174 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 83.14 tokens</li><li>max: 169 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The Infrastructure Engineer is responsible for the implementation, testing, optimisation and virtualisation of infrastructure across on-premise, cloud and network infrastructure. He/She performs activities pertaining to infrastructure deployment and performance to ensure delivery of infrastructure solutions in alignment with service standards. He oversees major maintenance and troubleshooting issues, and is responsible for executing upgrades to infrastructure systems. He is familiar with various types of infrastructure systems and platforms, including networks, servers, systems and applications. The Infrastructure Engineer takes a critical and methodical approach towards implementing infrastructure projects performance monitoring. He also maintains high standards of quality and collaborates with team members to resolve complex issues.</code>                                                                                                                                                              | <code>Infrastructure Engineer role focused on the deployment, optimization, and virtualization of on-premise and cloud infrastructure, ensuring performance standards are met while managing upgrades and troubleshooting.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | <code>Junior Network Administrator responsible for the daily maintenance and support of network systems, ensuring connectivity and performance across various platforms. This role involves monitoring network traffic, troubleshooting issues, and assisting in the installation of new hardware and software. The Junior Network Administrator will also document network configurations and work closely with senior engineers to enhance network performance and security protocols.</code>                                                                                                                                                                                                                                                                                                                             |
-  | <code>The Manager (Load Control) drives collaborative efforts with other departments and airlines to improve load control operational standards. He/She is responsible for exploring new technologies to calculate load limits, distribution and flight performance data. He leads the development of Standard Operating Procedures (SOPs) and systems to mitigate safety and/or security risks, and monitors the adherence to safety and/or security standards. He also develops the teams technical capabilities and maintains positive morale within the teams. The Manager (Load Control) possesses remarkable interpersonal and stakeholder management skills to build and maintain relationships with internal and external stakeholders. He also has strategic thinking capabilities and foresight in order to formulate load control operations and improve processes for the organisation. In addition, he is adaptable to maintain operational effectiveness during stressful situations with strong analytical skills. He also poss...</code> | <code>Job opening for a Load Control Manager who will collaborate with various departments and airlines to enhance operational standards. The role involves utilizing new technologies for load limit calculations, distribution, and flight performance analysis. The successful candidate will develop Standard Operating Procedures (SOPs) to address safety and security risks, ensuring compliance with established standards. Additionally, this position requires fostering technical skills within the team and promoting a positive work environment. Strong interpersonal, stakeholder management, and strategic thinking skills are essential for improving load control operations and processes. The candidate must demonstrate adaptability and possess excellent analytical, communication, and time management abilities.</code> | <code>Seeking a Senior Risk Management Analyst to lead efforts in enhancing risk assessment standards across the organization. This role involves the exploration of innovative technologies for evaluating risk exposure and performance metrics. The candidate will be responsible for creating Risk Management Procedures (RMPs) to mitigate potential financial and operational risks, ensuring compliance with industry regulations. The Senior Analyst will also focus on developing team capabilities and fostering a collaborative atmosphere. Strong analytical skills, strategic foresight, and the ability to manage relationships with internal and external stakeholders are crucial. Excellent communication and time management skills are required to navigate high-pressure situations effectively.</code> |
-  | <code>The Executive - Programme Planning and Scheduling creates daily, weekly and monthly programme schedules to support broadcast operations. He/She is also responsible for the execution of programme schedules by engaging in constant communication with the linear media operations team. He coordinates the placement of network content promotions in collaboration with other teams. The work involves coordination with multiple teams and stakeholders to deliver programming requirements effectively. He spends significant time in interacting with the content and sales teams as well as in meetings to plan for programming requirements. He is expected to be proficient at planning and organising in an individual capacity to be able to deliver effectively. He should also be an effective communicator and comfortable in coordinating with multiple teams and stakeholders.</code>                                                                                                                                              | <code>Job opening for a Programme Planner and Scheduler responsible for creating and managing daily, weekly, and monthly schedules to enhance broadcast operations. The role involves close collaboration with the linear media operations team and coordinating network content promotions with various departments. Strong communication skills and the ability to work with multiple teams and stakeholders are essential. Proficiency in planning and organizing tasks independently is required to meet programming needs effectively.</code>                                                                                                                                                                                                                                                                                               | <code>We are seeking a Junior Marketing Coordinator who will develop and maintain weekly and monthly marketing schedules to support digital campaigns. This role requires constant interaction with the online media operations team and involves coordinating promotional content across various platforms. The candidate must demonstrate strong communication skills and the ability to work with different departments and clients. Proficiency in organizing marketing tasks independently is crucial for successful campaign execution.</code>                                                                                                                                                                                                                                                                        |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | positive                                                                                                                                                                                                                                                                                                                                                  | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
+  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Design Project Manager plans and implements design project plans. He/She defines project timelines and activities in collaboration with stakeholders, and resolves changes in scope, issues and risks that may impede project implementation. As a manager, he is responsible for assigning talent and resources to the most appropriate projects. He also provides coaching to improve the performance of his team members. The Design Project Manager guides a team to meet the overall objectives of projects. He may work long hours to execute projects, which includes extensive collaboration with stakeholders, reviewing work done, and providing guidance to the team. He possesses excellent time management skills and is able to prioritise tasks. Lastly, he is also familiar with quality assurance practices to ensure maximum functionality of the product.</code> | <code>Project Manager for Design Initiatives overseeing project timelines, stakeholder collaboration, and resource allocation while coaching team members to enhance their performance and meet project objectives efficiently.</code>                                                                                                                    | <code>Junior Risk Management Analyst responsible for identifying potential risks within financial projects, conducting assessments, and collaborating with teams to develop mitigation strategies. This role requires strong analytical skills, attention to detail, and the ability to prioritize tasks effectively. The analyst will work under senior management to ensure compliance with industry regulations and assist in improving operational processes.</code>                                                                                                     |
+  | <code>The Branch Manager is responsible for ensuring the achievement of the branch's financial targets. He/She is responsible for all functions of the branch under his care, such as hiring employees, implementing service initiatives, overseeing the approval of loans and lines of credit, marketing, and assisting with customer relations. He effectively manages team members within his branch, including developing and motivating them to perform and achieve sales targets. The Branch Manager may occasionally be required to work weekends and after hours. He has good organisational skills, is diligent and possesses strong people management capabilities. He is customer focused, has keen problem solving abilities and is able to manage internal and external stakeholders from a variety of backgrounds.</code>                                                       | <code>Branch Manager role focused on achieving financial goals, overseeing branch operations, hiring staff, implementing service initiatives, managing loans and credit approvals, and enhancing customer relations while motivating and developing team members to meet sales targets.</code>                                                            | <code>The Operations Coordinator is tasked with maintaining the efficiency of the operations team. This role involves scheduling staff shifts, coordinating logistics, overseeing inventory management, and ensuring compliance with safety regulations. The Operations Coordinator also engages with suppliers and vendors to optimize supply chain processes. Strong organizational skills are essential, along with the ability to work under pressure and manage multiple projects simultaneously. This position may require occasional evening and weekend work.</code> |
+  | <code>The Master Engineer (Special Limit) manages ships powered by main propulsion machinery of less than 3,000 kW operating within Singapores 'Special Limit' or about 30 nautical miles from Singapores port. He/She is responsible for the ship's mechanical propulsion, the operation and maintenance of its mechanical and electrical installations. He must pass a colour vision test and must fulfil the requirements stipulated in the Standards of Training, Certification and Watchkeeping for Seafarers (STCW) issued by the International Maritime Organisation (IMO).</code>                                                                                                                                                                                                                                                                                                     | <code>Job opening for a Master Engineer (Special Limit) responsible for managing vessels with main propulsion machinery under 3,000 kW within Singapore's Special Limit. The role includes overseeing mechanical propulsion systems and maintaining electrical installations. Candidates must meet STCW requirements and pass a color vision test.</code> | <code>Seeking a Junior Marine Engineer to assist in the operation of vessels equipped with propulsion systems exceeding 3,000 kW. Responsibilities include supporting the maintenance of mechanical and electrical systems on board, with a focus on safety and compliance. Candidates should have relevant certifications and experience in high-capacity marine environments.</code>                                                                                                                                                                                       |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -328,13 +300,13 @@ You can finetune this model on your own dataset.
   |         | anchor                                                                               | positive                                                                            | negative                                                                            |
   |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
   | type    | string                                                                               | string                                                                              | string                                                                              |
-  | details | <ul><li>min: 60 tokens</li><li>mean: 169.53 tokens</li><li>max: 380 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 66.81 tokens</li><li>max: 218 tokens</li></ul> | <ul><li>min: 31 tokens</li><li>mean: 82.63 tokens</li><li>max: 206 tokens</li></ul> |
+  | details | <ul><li>min: 58 tokens</li><li>mean: 170.18 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 66.81 tokens</li><li>max: 204 tokens</li></ul> | <ul><li>min: 34 tokens</li><li>mean: 83.05 tokens</li><li>max: 208 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                        | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The Executive Pastry Chef provides direct supervision of the pastry and bakery functions of the kitchens . He/She oversees menu development and customer satisfaction, while achieving cost-efficiency. He also manages food and beverage operations, and monitors the teams compliance with hygiene, safety and other standards. Resourceful and detail-oriented, he serves as a mentor to direct reports on the running of operations in the pastry and bakery functions of the kitchen(s). He possesses a strong service mindset, and guides his teams to anticipate customer needs. He must be able to multi-task in a hectic kitchen environment to manage operational and business profitability aspects of the kitchen. He must possess the artistic ability to make pastries and baked goods appealing.</code>                                                                                                                                                                                                                             | <code>Executive Pastry Chef responsible for overseeing pastry and bakery operations, menu creation, and ensuring customer satisfaction while maintaining cost efficiency and compliance with hygiene standards in a fast-paced kitchen environment.</code>                      | <code>Junior Food Safety Inspector tasked with monitoring food preparation and handling practices in the restaurant industry. This role involves ensuring compliance with health regulations, conducting inspections, and providing training to kitchen staff on safety protocols. The inspector must be detail-oriented and capable of managing multiple inspections in various establishments while maintaining a strong focus on public health standards.</code>                                                                                                                   |
-  | <code>The Head of Product defines the organisations product development vision and strategy, and ensures alignment of the product roadmap with the strategy and vision. He/She anticipates the impacts of internal and external business challenges and market conditions on the organisation's product development roadmap. He oversees the organisations product development process, and enhancements to product portfolios to improve their commercial performance. He guides development teams on issues related to the product design, development and deployment for the product portfolio, and development of differentiated strategies across the lines of business. He distils insights and competitive intelligence with various market analyses to grow the organisations business. He works with various teams across the organisation. He is knowledgeable of product development and management practices and tools, as well as product branding and pricing methodologies. He is also knowledgeable of new and emerging consum...</code> | <code>Head of Product role focused on defining product development vision and strategy, aligning the product roadmap with business goals, and guiding teams on product design and deployment for enhanced commercial performance.</code>                                        | <code>Junior Marketing Coordinator responsible for executing marketing campaigns and assisting in brand management efforts. This role involves gathering market research, analyzing consumer behavior, and supporting the development of promotional materials. The candidate will work closely with the sales team to ensure alignment of marketing strategies with sales initiatives. Knowledge of digital marketing tools and social media platforms is essential, along with strong communication skills to engage with various stakeholders and enhance brand visibility.</code> |
-  | <code>The Chief Engineer/Fellow is responsible for the strategic planning and design of complex engineering solutions to meet customers requirements. He/She drives the direction and strategy for the development and implementation of engineering projects, and provides concise design criteria and process constraint considerations for capital projects such as plant improvements and/or expansions. The Chief Engineer/Fellow leads engineering research for the adoption of new technologies and equipment to enhance the organisations operational excellence and business competitiveness. He advises on advanced methods and techniques to ensure a sound asset integrity management system. He provides technical expertise for the review of the organisations Major Hazard Installation (MHI) Safety Case and leads Process Safety Management (PSM) audit and compliance reviews, in compliance with Workplace Safety and Health (WSH), Environmental Management System (EMS) and PSM requirements. At the organisational leve...</code> | <code>Chief Engineer role focused on strategic planning and design of complex engineering solutions, leading project implementation, and advising on advanced methods for asset integrity management and process safety compliance in a dynamic engineering environment.</code> | <code>Junior Project Coordinator responsible for assisting in the organization of community outreach programs and events, coordinating logistics and resources, and maintaining communication with stakeholders. This role requires strong organizational skills, the ability to work in a team, and experience with project management tools. The Junior Project Coordinator will also support the development of promotional materials and participate in community engagement initiatives to enhance public awareness and participation.</code>                                    |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Assistant Keeper/Assistant Aquarist assists in the care and management of wildlife within the organisation/attractions sites. This includes supporting the preparation of food to the wildlife, caring for ill animals, checking enclosures and cages for signs of wear or damage for animal, staff and visitor safety, and giving educational talks/tours to the visitors. He/she also assists in maintaining animal training behaviours and promoting conservation awareness through animal presentations. Conscientious and responsible, he is attentive to the needs of the wildlife under his care, and leverages his strong observation skills to monitor and report the status of characteristics and behaviours of the wildlife under his care. He is able to work both independently and under direction. He is physically fit and works in a shift system encompassing weekends and public holidays. Outside the working hours, he may be on a rota for call-outs. He often stays outdoors for long periods of time even t...</code> | <code>Wildlife caretaker role involving animal care, food preparation, enclosure maintenance, and visitor education at a zoo or aquarium, with a focus on conservation and animal training.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | <code>Junior Risk Management Analyst responsible for evaluating financial risks in the healthcare sector, preparing reports on potential hazards, and collaborating with teams to enhance safety protocols. The role requires strong analytical skills, attention to detail, and the ability to work in a fast-paced environment. Candidates should possess a relevant degree and be comfortable with data analysis software. Flexibility for occasional overtime and travel may be required.</code>                                                                                                                                                                                                                                                                             |
+  | <code>The Operations and Maintenance Manager oversees the Operations and Maintenance team in gas transmission and/or distribution. He/She reviews the overall guidelines and Standard Operating Procedures (SOPs) and plans improvement works to enhance network resiliency and integrity. He oversees the management of gas inspection, and leakage survey operations, and manages gas pipe inspection and replacement programmes in accordance with regulatory requirements. He also leads the contract management processes and collaborates with the cybersecurity team to drive the implementation and enforcement of cyber security measures in the development of the transmission and/or distribution network. He manages the strengths and developmental areas of the teams, and leads communication sessions with staff to facilitate team effectiveness. He manages the overall Safe System of Work (SSoW) practices and risk control measures to ensure work activities are carried out safely. He leads emergency responses as a ...</code> | <code>Job opening for an Operations and Maintenance Manager in gas transmission and distribution, responsible for guiding the Operations and Maintenance team, reviewing SOPs, and planning improvements for network integrity. The role includes managing gas inspections and leakage surveys, overseeing pipe inspection and replacement programs, and ensuring compliance with regulations. Collaboration with the cybersecurity team is essential for enforcing security measures in network development. The manager will also focus on team development, lead communication sessions, and ensure safe work practices while responding to emergencies as a Site Incident Controller.</code> | <code>Seeking a Junior Operations and Maintenance Coordinator in the water treatment industry, responsible for supporting the Operations and Maintenance team in water distribution. This role includes assisting in the review of operational guidelines and Standard Operating Procedures (SOPs) while planning maintenance works to enhance system efficiency and reliability. The coordinator will manage routine inspections and water quality surveys, ensuring compliance with environmental regulations. Collaboration with the safety team is crucial for implementing safety measures in the development of the distribution network. The coordinator will also assist in team training sessions and support safe work practices during maintenance activities.</code> |
+  | <code>The Lead Engineer manages the end-to-end life-cycle of cross-border electricity import projects. He/She plans and executes projects, oversees multidisciplinary teams, and ensures compliance with technical, safety, and regulatory standards. He develops and validates High Voltage Direct Current (HVDC) system designs, integrating advanced technologies while managing procurement, installation, and quality control. He leads commissioning efforts and implements performance optimisation and maintenance strategies to ensure efficient and reliable energy transmission systems.<br><br>Working collaboratively with teams across electricity import projects, the Lead Engineer possess skills in problem-solving, decision-making, and communication to manage technical challenges, engage with diverse stakeholders, and maintain transparency throughout the process.</code>                                                                                                                                                     | <code>Lead Engineer overseeing cross-border electricity import projects, responsible for project planning, execution, and compliance with safety and regulatory standards. Develops High Voltage Direct Current (HVDC) designs, manages procurement and installation, and ensures quality control. Leads commissioning and optimises performance for reliable energy transmission systems while collaborating with multidisciplinary teams.</code>                                                                                                                                                                                                                                               | <code>Junior Electrical Engineer focused on domestic power distribution projects, responsible for assisting in project planning and execution while ensuring adherence to safety regulations. Develops low-voltage system designs, supports procurement processes, and participates in installation and quality assurance. Aids in commissioning and implements maintenance strategies for efficient power distribution, collaborating with local teams and stakeholders.</code>                                                                                                                                                                                                                                                                                                 |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -351,7 +323,7 @@ You can finetune this model on your own dataset.
 - `per_device_eval_batch_size`: 16
 - `gradient_accumulation_steps`: 16
 - `learning_rate`: 2e-05
-- `num_train_epochs`: 6
+- `num_train_epochs`: 10
 - `lr_scheduler_type`: cosine
 - `warmup_ratio`: 0.1
 - `bf16`: True
@@ -380,7 +352,7 @@ 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`: 6
+- `num_train_epochs`: 10
 - `max_steps`: -1
 - `lr_scheduler_type`: cosine
 - `lr_scheduler_kwargs`: {}
@@ -484,20 +456,28 @@ You can finetune this model on your own dataset.
 </details>
 
 ### Training Logs
-| Epoch   | Step   | Training Loss | Validation Loss |
-|:-------:|:------:|:-------------:|:---------------:|
-| 0.6780  | 10     | 0.2366        | -               |
-| 1.0     | 15     | -             | 0.0076          |
-| 1.3390  | 20     | 0.019         | -               |
-| 2.0     | 30     | 0.0136        | 0.0049          |
-| 2.6780  | 40     | 0.0087        | -               |
-| 3.0     | 45     | -             | 0.0041          |
-| 3.3390  | 50     | 0.0064        | -               |
-| 4.0     | 60     | 0.0067        | 0.0036          |
-| 4.6780  | 70     | 0.0062        | -               |
-| 5.0     | 75     | -             | 0.0035          |
-| 5.3390  | 80     | 0.0043        | -               |
-| **6.0** | **90** | **0.0052**    | **0.0035**      |
+| Epoch    | Step    | Training Loss | Validation Loss |
+|:--------:|:-------:|:-------------:|:---------------:|
+| 0.6780   | 10      | 0.2801        | -               |
+| 1.0      | 15      | -             | 0.0138          |
+| 1.3390   | 20      | 0.0228        | -               |
+| 2.0      | 30      | 0.0142        | 0.0083          |
+| 2.6780   | 40      | 0.0083        | -               |
+| 3.0      | 45      | -             | 0.0063          |
+| 3.3390   | 50      | 0.0062        | -               |
+| 4.0      | 60      | 0.005         | 0.0060          |
+| 4.6780   | 70      | 0.0083        | -               |
+| 5.0      | 75      | -             | 0.0055          |
+| 5.3390   | 80      | 0.0041        | -               |
+| 6.0      | 90      | 0.007         | 0.0052          |
+| 6.6780   | 100     | 0.0051        | -               |
+| 7.0      | 105     | -             | 0.0051          |
+| 7.3390   | 110     | 0.0045        | -               |
+| 8.0      | 120     | 0.0038        | 0.0051          |
+| 8.6780   | 130     | 0.0053        | -               |
+| 9.0      | 135     | -             | 0.0050          |
+| 9.3390   | 140     | 0.0052        | -               |
+| **10.0** | **150** | **0.0055**    | **0.005**       |
 
 * The bold row denotes the saved checkpoint.
 

model.safetensors

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