Add new SentenceTransformer model

README.md

@@ -9,154 +9,182 @@ tags:
 - loss:MultipleNegativesRankingLoss
 base_model: nomic-ai/modernbert-embed-base
 widget:
-- 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.
+- source_sentence: The Financial Crime Compliance Manager oversees the implementation
+    of the organisations compliance programmes to manage risk exposure and combat
+    financial crime. He/She advises and monitors the organisation's regulatory compliance
+    relating to all aspects of financial crime, including Anti-Money Laundering (AML)
+    and combating the financing of terrorism, sanction, anti-fraud, bribery and corruption
+    activities. He is responsible for ensuring appropriate incident resolution and
+    investigations are carried out, and he supports routine and ad-hoc regulatory
+    reporting. The Financial Crime Compliance Manager's duties may require him to
+    be contactable after office hours. He is well-versed with financial crime developments
+    and trends within the industry, and is a keen learner, keeping abreast of changes
+    and new approaches within the financial crime compliance function. He possesses
+    integrity, is detail-oriented, and driven to excel. He is able to adapt well to
+    changing priorities, and can effectively prioritise workflows to meet critical
+    deadlines.
   sentences:
-  - 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.
+  - Cabin Crew Supervisor responsible for managing cabin operations, guiding crew
+    members, and ensuring passenger service quality during flights. Must have knowledge
+    of in-flight procedures, safety standards, and excellent communication skills
+    to coordinate with the Captain and ground staff.
+  - Seeking a Junior Risk Management Officer to assist in the development and execution
+    of risk management strategies to address operational risks within the organization.
+    The role involves monitoring compliance with internal policies and external regulations
+    related to risk assessment and mitigation. Responsibilities include supporting
+    incident resolution efforts and conducting investigations on risk-related issues.
+    The candidate should be available for occasional after-hours work and must stay
+    informed about risk management trends and best practices. Strong analytical skills,
+    attention to detail, and the ability to manage multiple tasks effectively are
+    crucial for success in this position.
+  - Job opening for a Financial Crime Compliance Manager to lead the execution of
+    compliance programs aimed at mitigating risk and preventing financial crime. The
+    role includes advising on regulatory compliance regarding Anti-Money Laundering
+    (AML), counter-terrorism financing, sanctions, and anti-fraud measures. The manager
+    will ensure effective incident resolution and conduct investigations while supporting
+    both routine and special regulatory reporting. Availability after hours may be
+    required. The ideal candidate should be knowledgeable about industry trends in
+    financial crime and committed to continuous learning. Attention to detail, integrity,
+    and the ability to prioritize tasks under tight deadlines are essential.
+- source_sentence: Costume Designers are responsible for designing costumes for a
+    production to capture the desired look in line with the production's overall visual
+    concept and the cast's roles. They ensure that costumes are practical for every
+    cast member. They oversee research on relevant costumes to suit the context of
+    the production, including fashion from different cultures, time periods, genres
+    and art forms. Costume Designers liaise with production leadership on the overall
+    vision of the performance, aligning the cast's appearance with the make-up and
+    hair team. They are responsible for overseeing the construction, rental and purchase
+    of costumes, as well as wardrobe fittings for the cast. They prepare cost estimates
+    and are also responsible for managing the production schedule for the costume
+    team.
   sentences:
-  - 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.
+  - Costume design specialists create attire for theatrical productions, ensuring
+    alignment with the visual aesthetics and character requirements. They conduct
+    extensive research on historical and cultural fashion to accurately reflect the
+    production's theme. Collaborating with directors and makeup artists, they harmonize
+    the cast's look and oversee the creation, acquisition, and fitting of costumes
+    while managing budgets and timelines for the costume department.
+  - HVDC Building Specialist responsible for overseeing the design, construction,
+    and commissioning of HVDC converter stations, ensuring compliance with performance,
+    safety, and regulatory standards while integrating advanced technologies for efficient
+    power transmission.
+  - Junior Fashion Merchandisers are tasked with selecting and coordinating clothing
+    lines for retail stores to enhance visual appeal and sales. They analyze current
+    fashion trends and consumer preferences to curate collections that resonate with
+    target audiences. Collaborating with marketing teams, they develop promotional
+    strategies and oversee inventory management. They are responsible for preparing
+    sales reports and ensuring proper stock levels while assisting in the planning
+    of seasonal displays.
+- source_sentence: The Chief Digital Officer oversees the overall implementation and
+    innovation of digital solutions in the organisation to achieve digital transformation
+    of the business. He/She drives the team to experiment and apply new digital solutions.
+    He leads the strategic direction for his team to ensure efficiency in projects
+    and operations. He drives collaboration within organisation and endorses the work
+    done by the digital team. He is a leader who defines strategies to champion innovative
+    digital solutions. He is able to anticipate trends and disruptions in the industry
+    to help the organisation prepare. He is able to drive changes within the organisation.
+    He possesses strong persuasive skills to help influence others.
   sentences:
-  - 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.
+  - Job opening for a Terminal Manager responsible for enhancing airport services,
+    collaborating with stakeholders, and ensuring compliance with operational standards.
+    The role involves researching new service offerings, enforcing safety regulations,
+    managing contractors, and developing training programs. Strong knowledge of airport
+    operations and excellent project management skills are essential.
+  - Junior Risk Management Analyst tasked with supporting the identification and assessment
+    of potential risks within the organization. This role involves assisting in the
+    development of risk mitigation strategies and collaborating with various departments
+    to ensure compliance with regulatory standards. The analyst will utilize analytical
+    skills to monitor industry trends and prepare reports on risk assessments, contributing
+    to the overall risk management framework. Strong communication skills are essential
+    for effectively conveying risk-related information to team members and stakeholders.
+  - Chief Digital Officer responsible for leading digital transformation initiatives,
+    driving innovation, and implementing cutting-edge digital solutions to enhance
+    operational efficiency and team collaboration.
+- source_sentence: The Senior Data Engineer designs, implements and oversees maintenance
+    of data flow channels and data processing systems that support the collection,
+    storage, batch and real-time processing, and analysis of information from structured
+    and unstructured sources in a scalable, repeatable and secure manner. He/She assists
+    data scientists with the extraction of valuable insights from data sets to derive
+    valuable and actionable insights and recommendations that support business requirements.
+    He involves in rollouts, upgrades, implementation and release of data system changes
+    as required for streamlining of internal practices. He is proficient in database
+    systems, scripting and programming languages required by the organisation. He
+    is also familiar with the relevant software platforms on which the solution is
+    deployed on. The Senior Data Engineer possesses natural inclination for understanding
+    business processes and relevant data requirements. He easily builds rapport with
+    others and is able to put forth his ideas and recommendations in a persuasive
+    manner, to influence stakeholders and decisions.
   sentences:
-  - 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.
+  - Senior Data Engineer responsible for designing and managing data flow systems
+    and processing frameworks that facilitate the collection, storage, and real-time
+    analysis of structured and unstructured data. Collaborates with data scientists
+    to extract insights and provide actionable recommendations aligned with business
+    needs. Involved in system upgrades, implementations, and changes to enhance internal
+    operations. Proficient in necessary database systems and programming languages,
+    with a strong understanding of the software platforms used for deployment. Strong
+    business process acumen and ability to effectively communicate and influence stakeholders.
+  - Battery Energy Storage Systems Engineer responsible for designing, developing,
+    and implementing innovative battery storage solutions for renewable energy integration
+    and grid stability. This role involves sizing battery systems, creating technical
+    specifications, and ensuring seamless integration with renewable sources and microgrids.
+    The engineer will manage installation, commissioning, and troubleshooting processes
+    while adhering to regulatory standards. Strong problem-solving, digital skills,
+    and systems thinking are essential, along with effective communication and teamwork
+    abilities.
+  - Junior Data Analyst focuses on analyzing financial data and generating reports
+    to support decision-making processes within the finance industry. Responsible
+    for data validation, cleaning, and preparation for analysis, ensuring accuracy
+    and consistency. Works closely with senior analysts to identify trends and patterns
+    in data, contributing to strategic planning. Familiarity with spreadsheet software
+    and basic programming for data manipulation is required. Must possess strong analytical
+    skills and the ability to communicate findings clearly to team members and management.
+- source_sentence: The Assistant Relationship Manager - Private Banking supports senior
+    team members in servicing client accounts. He/She focuses on providing excellent
+    client service to understand clients' requirements. He provides information pertaining
+    to client accounts as well as collates reports, prepares client documents and
+    follows-up with clients if clarifications are necessary. He reviews relevant client
+    information to determine if any escalation is required to senior team members.
+    He also supports his team with ad hoc administrative duties to ensure that optimal
+    client service is provided. The Assistant Relationship Manager - Private Banking
+    is pleasant and personable in nature to build rapport with his team and other
+    relevant individuals. His duties require him to be meticulous with details and
+    a team player. He is also self-motivated to excel in delivering quality services.
+    He is articulate and able to communicate well with others but also values listening
+    to learn from others. He is able to manage his time and prioritise his responsibilities.
+    A typical, although not mandatory, entry route into this role is via a Retail
+    Banking Relationship Manager background.
   sentences:
-  - 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.
+  - Customer Service Analyst responsible for data collection, process analysis, and
+    identifying service quality improvements while managing complex service recoveries
+    and collaborating with stakeholders to enhance logistics service standards.
+  - Assistant Client Service Representative - Wealth Management assists senior advisors
+    in managing client portfolios. This role emphasizes delivering outstanding client
+    support to identify clients' needs. The representative gathers information related
+    to client accounts, prepares necessary documentation, and follows up with clients
+    for any required clarifications. They assess client data to decide if escalation
+    to senior advisors is necessary. Additionally, the representative aids the team
+    with various administrative tasks to ensure superior client service is maintained.
+    The Assistant Client Service Representative - Wealth Management is friendly and
+    approachable, fostering positive relationships with colleagues and clients. Attention
+    to detail and teamwork are essential, along with a proactive approach to achieving
+    high-quality service. Strong communication skills and the ability to listen and
+    learn from others are valued. Effective time management and prioritization of
+    tasks are also key aspects of this role, which may typically be entered through
+    a background in Retail Banking.
+  - Junior Compliance Officer - Financial Services assists in ensuring adherence to
+    regulatory requirements within the organization. This role involves providing
+    support to senior compliance staff in monitoring compliance processes and systems.
+    The officer collects relevant compliance data, prepares reports, and follows up
+    with departments for clarification on compliance issues. They analyze compliance
+    documentation to determine if further action is needed. The Junior Compliance
+    Officer also undertakes various administrative tasks to facilitate compliance
+    operations. Being detail-oriented and a collaborative team player is crucial in
+    this position. The officer must also be driven to maintain high standards in compliance
+    practices. Strong written and verbal communication skills are necessary, along
+    with a commitment to listening and understanding regulatory changes. Effective
+    time management and the ability to prioritize compliance tasks are essential for
+    success in this role, which often welcomes candidates from an entry-level background
+    in regulatory affairs.
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -211,9 +239,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
 # Run inference
 sentences = [
-    '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.',
+    "The Assistant Relationship Manager - Private Banking supports senior team members in servicing client accounts. He/She focuses on providing excellent client service to understand clients' requirements. He provides information pertaining to client accounts as well as collates reports, prepares client documents and follows-up with clients if clarifications are necessary. He reviews relevant client information to determine if any escalation is required to senior team members. He also supports his team with ad hoc administrative duties to ensure that optimal client service is provided. The Assistant Relationship Manager - Private Banking is pleasant and personable in nature to build rapport with his team and other relevant individuals. His duties require him to be meticulous with details and a team player. He is also self-motivated to excel in delivering quality services. He is articulate and able to communicate well with others but also values listening to learn from others. He is able to manage his time and prioritise his responsibilities. A typical, although not mandatory, entry route into this role is via a Retail Banking Relationship Manager background.",
+    "Assistant Client Service Representative - Wealth Management assists senior advisors in managing client portfolios. This role emphasizes delivering outstanding client support to identify clients' needs. The representative gathers information related to client accounts, prepares necessary documentation, and follows up with clients for any required clarifications. They assess client data to decide if escalation to senior advisors is necessary. Additionally, the representative aids the team with various administrative tasks to ensure superior client service is maintained. The Assistant Client Service Representative - Wealth Management is friendly and approachable, fostering positive relationships with colleagues and clients. Attention to detail and teamwork are essential, along with a proactive approach to achieving high-quality service. Strong communication skills and the ability to listen and learn from others are valued. Effective time management and prioritization of tasks are also key aspects of this role, which may typically be entered through a background in Retail Banking.",
+    'Junior Compliance Officer - Financial Services assists in ensuring adherence to regulatory requirements within the organization. This role involves providing support to senior compliance staff in monitoring compliance processes and systems. The officer collects relevant compliance data, prepares reports, and follows up with departments for clarification on compliance issues. They analyze compliance documentation to determine if further action is needed. The Junior Compliance Officer also undertakes various administrative tasks to facilitate compliance operations. Being detail-oriented and a collaborative team player is crucial in this position. The officer must also be driven to maintain high standards in compliance practices. Strong written and verbal communication skills are necessary, along with a commitment to listening and understanding regulatory changes. Effective time management and the ability to prioritize compliance tasks are essential for success in this role, which often welcomes candidates from an entry-level background in regulatory affairs.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -222,9 +250,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[ 1.0000,  0.7397, -0.0825],
-#         [ 0.7397,  1.0000,  0.0872],
-#         [-0.0825,  0.0872,  1.0000]])
+# tensor([[1.0000, 0.7462, 0.2355],
+#         [0.7462, 1.0000, 0.2914],
+#         [0.2355, 0.2914, 1.0000]])
 ```
 
 <!--
@@ -275,13 +303,13 @@ You can finetune this model on your own dataset.
   |         | 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> |
+  | details | <ul><li>min: 73 tokens</li><li>mean: 172.06 tokens</li><li>max: 355 tokens</li></ul> | <ul><li>min: 22 tokens</li><li>mean: 68.75 tokens</li><li>max: 218 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 84.94 tokens</li><li>max: 206 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | positive                                                                                                                                                                                                                                                                                                                                                  | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
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-  | <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>                                                                                                                                                                                       |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Auxiliary Police Officer Supervisor/Team Leader leads security teams to protect assigned premises, assets and personnel. He/She is expected to conduct team briefings prior to operations, make critical decisions during operations, and conduct after action reviews. His duties include supervising security teams, monitoring their performance and provide coaching and advice. He may also be required to cover the duties of Auxiliary Police Officers. He may be required to work in rotating shifts and be physically fit. He is expected to be vigilant, decisive, and possess effective communication skills. He needs to be well-groomed, pleasant and cooperative when interacting with stakeholders and may be deployed to a variety of places, including banks, event venues, immigration checkpoints, and sensitive installations.</code>                                                                                                                                                                                      | <code>Security Team Leader responsible for overseeing and guiding security personnel to ensure the safety of designated locations, assets, and individuals. Expected to lead team briefings, make crucial operational decisions, and conduct post-operation evaluations. Duties include managing security staff, assessing their performance, and providing mentorship. Must be prepared to perform Auxiliary Police Officer tasks as needed, work in rotating shifts, and maintain physical fitness. Requires strong vigilance, decisiveness, and communication skills, along with a professional appearance and a cooperative demeanor with stakeholders, potentially in various settings such as financial institutions, events, and secure facilities.</code> | <code>Junior Security Officer tasked with monitoring and patrolling assigned areas to ensure the safety of property and individuals. Responsibilities include conducting routine inspections, reporting incidents, and assisting in emergency situations. Expected to work under the supervision of senior security personnel, providing support and maintaining vigilance throughout shifts. Must be physically fit, able to work varying hours, and possess basic communication skills. The role requires a neat appearance and the ability to interact courteously with the public, primarily in environments such as retail spaces, public events, and community centers.</code> |
+  | <code>The Engineering Head (Automatic Fare Collection) is a subject matter expert on Automatic Fare Collection (AFC) systems and drives the AFC engineering and maintenance excellence within the organisation. He/She serves as the link between the organisation and authorities to implement AFC-related strategies. His duties also include translating and aligning established industry standards into department Key Performance Indicators (KPIs). He possesses a strong understanding of leading engineering practices, operational best practices, industry developments and regulatory requirements, and translates these into organisation practices and performance requirements. He possesses strong leadership skills, able to cultivate a culture of continuous improvement and demonstrates excellent management skills to achieve the department's operational and functional objectives.</code>                                                                                                                                       | <code>Job opening for Engineering Lead in Automatic Fare Collection (AFC) systems, focusing on driving engineering excellence and maintenance standards. The role involves liaising with regulatory bodies to implement AFC strategies and aligning industry standards with departmental KPIs. Candidates should have a deep understanding of engineering practices, operational excellence, and regulatory compliance, along with strong leadership and management abilities to enhance departmental performance.</code>                                                                                                                                                                                                                                         | <code>Seeking a Junior Risk Analyst in the financial sector to assess and manage potential risks within investment portfolios. Responsibilities include analyzing market trends, developing risk management strategies, and ensuring compliance with financial regulations. The ideal candidate should have a background in financial analysis, strong analytical skills, and the ability to communicate risk assessments effectively to stakeholders.</code>                                                                                                                                                                                                                        |
+  | <code>The Town Gas Production Engineer analyses the gas production processes to optimise operations and production. He/She supervises the troubleshooting of production faults and breakdowns, and plans the corrective actions required on gas production equipment and ancillaries for operational safety. He executes strategies for fault and breakdown management on the gas production plants and develops staff capabilities through on-the-job training and development programmes. He monitors Permits-to-Work procedures, and interprets Safe System of Work (SSoW) frameworks and practices to his area of work. In times of emergency, he analyses the impact of emergency responses and relevant safety procedures on business operations, and facilitates the Emergency Response Teams activities on site incident management. He works in a safety-oriented environment at the town gas production plant facility. He may also be required to perform routine shift work. He has good leadership skills to lead junior team mem...</code> | <code>Gas Production Engineer responsible for optimizing gas production processes, supervising troubleshooting efforts, and planning corrective actions for equipment safety. Executes fault management strategies, develops staff through training programs, and monitors work permit procedures while ensuring compliance with safety frameworks. Analyzes emergency response impacts and supports incident management activities in a safety-focused environment, potentially requiring shift work. Strong leadership and analytical skills are essential for guiding junior team members and effectively addressing operational challenges.</code>                                                                                                            | <code>Junior Gas Operations Technician tasked with monitoring gas distribution systems and assisting in routine maintenance activities. Conducts basic troubleshooting of distribution faults and reports issues to senior engineers. Participates in safety training and follows operational guidelines to ensure compliance with safety regulations. Assists in managing work permits and contributes to team efforts during routine inspections. Requires attention to detail and the ability to work effectively in a team environment, but does not lead or supervise other staff members.</code>                                                                               |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -300,13 +328,13 @@ You can finetune this model on your own dataset.
   |         | anchor                                                                               | positive                                                                            | negative                                                                            |
   |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
   | type    | string                                                                               | string                                                                              | string                                                                              |
-  | 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> |
+  | details | <ul><li>min: 58 tokens</li><li>mean: 165.86 tokens</li><li>max: 380 tokens</li></ul> | <ul><li>min: 21 tokens</li><li>mean: 66.17 tokens</li><li>max: 199 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 82.42 tokens</li><li>max: 217 tokens</li></ul> |
 * Samples:
-  | 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>                                                                                                                                                                                                                                                                                                 |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The Master (Special Limit) has command and control of the navigation, manoeuvring, cargo handling and stowage, communications and safe handling of a ship operating within Singapores 'Special Limit' or about 30 nautical miles from Singapores port. He/She ensures that the ship complies with local and international laws, as well as the port state and flag state policies, and ensures voyages are completed efficiently. He also manages the ships crew and oversees search and rescue operations in the event of emergencies. He must pass a colour vision test and fulfil the requirements stipulated in the Standards of Training, Certification and Watchkeeping for Seafarers (STCW) issued by the International Maritime Organisation (IMO).</code>                                                                                                                                                                                                                                                                                 | <code>Job opportunity for a Master (Special Limit) responsible for navigating and managing a ship within Singapore's Special Limit, ensuring compliance with maritime laws and overseeing crew and emergency operations.</code>                                                                                                                                                                                                                                                                     | <code>Junior Risk Management Analyst needed to assess and mitigate risks in the financial sector. The role involves analyzing data, preparing reports, and ensuring compliance with regulatory standards. Candidates should have strong analytical skills, attention to detail, and the ability to work collaboratively in a fast-paced environment. A degree in finance or related fields is preferred.</code>                                                                                                                      |
+  | <code>The Client Service Officer/Client Support Service Officer is responsible for interacting and developing rapport with clients. He/she acts as the first point of escalation for clients and ensures clients' enquires and complaints are handled in a timely and satisfactory manner. He also adheres to organisational procedures in performing day-to-day tasks and portrays a professional image at all times. The Client Service Officer/Client Support Service Officer possesses strong interpersonal and communication skills that enables him to build trust and relationships with clients. He handles various service challenges in a calm and collected manner, escalating issues where appropriate.</code>                                                                                                                                                                                                                                                                                                                               | <code>Seeking a Client Relations Specialist to engage with clients and build strong relationships. This role involves being the primary contact for client escalations and ensuring prompt resolution of inquiries and complaints. The ideal candidate will follow company procedures in daily operations and maintain a professional demeanor. Strong communication and interpersonal skills are essential for establishing trust with clients and effectively managing service challenges.</code> | <code>We are looking for a Junior Risk Management Analyst to support the risk assessment processes within our organization. The role requires interaction with various departments to gather data and evaluate potential risks. The successful candidate will address risk-related inquiries and ensure that all documentation is completed accurately and on time. Candidates should possess analytical skills and the ability to communicate findings effectively, maintaining a professional approach in all interactions.</code> |
+  | <code>The Security Architect leads unique and highly complex projects involving design, development and implementation of secure system architectures. He/She plans and monitors the design of artefacts into enterprise systems that describe security principles and how they relate to the overall enterprise system architecture. He is involved in the development and application of new solutions in infrastructure security. He recommends and leads the adoption of new technological advances and best practices in infrastructure security systems to mitigate security risks. He identifies and resolves unique and complex issues, which may have organisation-wide and long-term impact. He is an expert in cyber security standards, protocols and frameworks, and ensures the organisations compliance to the Cyber Security Act 2018. He is knowledgeable of various application and hardware technologies and services. The Security Architect has a creative and critical mind, and enjoys identifying linkages and interco...</code> | <code>Security Architect responsible for leading intricate projects focused on designing, developing, and implementing secure system architectures, ensuring compliance with cyber security standards and best practices while mentoring junior staff.</code>                                                                                                                                                                                                                                       | <code>Junior IT Support Specialist tasked with providing technical assistance and troubleshooting for internal software applications and hardware issues, ensuring user satisfaction and maintaining system functionality within the organization.</code>                                                                                                                                                                                                                                                                            |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -323,7 +351,7 @@ You can finetune this model on your own dataset.
 - `per_device_eval_batch_size`: 16
 - `gradient_accumulation_steps`: 16
 - `learning_rate`: 2e-05
-- `num_train_epochs`: 10
+- `num_train_epochs`: 15
 - `lr_scheduler_type`: cosine
 - `warmup_ratio`: 0.1
 - `bf16`: True
@@ -352,7 +380,7 @@ You can finetune this model on your own dataset.
 - `adam_beta2`: 0.999
 - `adam_epsilon`: 1e-08
 - `max_grad_norm`: 1.0
-- `num_train_epochs`: 10
+- `num_train_epochs`: 15
 - `max_steps`: -1
 - `lr_scheduler_type`: cosine
 - `lr_scheduler_kwargs`: {}
@@ -458,26 +486,36 @@ You can finetune this model on your own dataset.
 ### Training Logs
 | 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**       |
+| 0.6780   | 10      | 0.3163        | -               |
+| 1.0      | 15      | -             | 0.0160          |
+| 1.3390   | 20      | 0.0317        | -               |
+| 2.0      | 30      | 0.0135        | 0.0064          |
+| 2.6780   | 40      | 0.0116        | -               |
+| 3.0      | 45      | -             | 0.0040          |
+| 3.3390   | 50      | 0.0064        | -               |
+| 4.0      | 60      | 0.0061        | 0.0034          |
+| 4.6780   | 70      | 0.0056        | -               |
+| 5.0      | 75      | -             | 0.0032          |
+| 5.3390   | 80      | 0.0045        | -               |
+| 6.0      | 90      | 0.0044        | 0.0029          |
+| 6.6780   | 100     | 0.004         | -               |
+| 7.0      | 105     | -             | 0.0027          |
+| 7.3390   | 110     | 0.0034        | -               |
+| 8.0      | 120     | 0.0038        | 0.0025          |
+| 8.6780   | 130     | 0.0028        | -               |
+| 9.0      | 135     | -             | 0.0023          |
+| 9.3390   | 140     | 0.0039        | -               |
+| 10.0     | 150     | 0.0039        | 0.0022          |
+| 10.6780  | 160     | 0.0031        | -               |
+| 11.0     | 165     | -             | 0.0023          |
+| 11.3390  | 170     | 0.0029        | -               |
+| 12.0     | 180     | 0.0036        | 0.0023          |
+| 12.6780  | 190     | 0.0033        | -               |
+| 13.0     | 195     | -             | 0.0022          |
+| 13.3390  | 200     | 0.0035        | -               |
+| 14.0     | 210     | 0.003         | 0.0022          |
+| 14.6780  | 220     | 0.0043        | -               |
+| **15.0** | **225** | **-**         | **0.0022**      |
 
 * The bold row denotes the saved checkpoint.
 

model.safetensors

@@ -1,3 +1,3 @@
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+oid sha256:7eac2020d4fb073fea1e4dadd0745568dcf0ac352368a089e0baaed0e2f7eee0
 size 596070136