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ssf-retriever-modernbert-embed-base

Sentence Similarity
sentence-transformers
Safetensors
modernbert
feature-extraction
dense
Generated from Trainer
dataset_size:4180
loss:MultipleNegativesRankingLoss
text-embeddings-inference
Model card Files
xet
Community
dnth commited on
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Add new SentenceTransformer model

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  1. README.md +212 -225
  2. model.safetensors +1 -1
README.md CHANGED
@@ -9,182 +9,169 @@ tags:
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  - loss:MultipleNegativesRankingLoss
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  base_model: nomic-ai/modernbert-embed-base
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  widget:
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- - source_sentence: The Financial Crime Compliance Manager oversees the implementation
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- of the organisations compliance programmes to manage risk exposure and combat
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- financial crime. He/She advises and monitors the organisation's regulatory compliance
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- relating to all aspects of financial crime, including Anti-Money Laundering (AML)
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- and combating the financing of terrorism, sanction, anti-fraud, bribery and corruption
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- activities. He is responsible for ensuring appropriate incident resolution and
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- investigations are carried out, and he supports routine and ad-hoc regulatory
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- reporting. The Financial Crime Compliance Manager's duties may require him to
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- be contactable after office hours. He is well-versed with financial crime developments
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- and trends within the industry, and is a keen learner, keeping abreast of changes
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- and new approaches within the financial crime compliance function. He possesses
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- integrity, is detail-oriented, and driven to excel. He is able to adapt well to
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- changing priorities, and can effectively prioritise workflows to meet critical
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- deadlines.
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  sentences:
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- - Cabin Crew Supervisor responsible for managing cabin operations, guiding crew
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- members, and ensuring passenger service quality during flights. Must have knowledge
29
- of in-flight procedures, safety standards, and excellent communication skills
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- to coordinate with the Captain and ground staff.
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- - Seeking a Junior Risk Management Officer to assist in the development and execution
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- of risk management strategies to address operational risks within the organization.
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- The role involves monitoring compliance with internal policies and external regulations
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- related to risk assessment and mitigation. Responsibilities include supporting
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- incident resolution efforts and conducting investigations on risk-related issues.
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- The candidate should be available for occasional after-hours work and must stay
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- informed about risk management trends and best practices. Strong analytical skills,
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- attention to detail, and the ability to manage multiple tasks effectively are
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- crucial for success in this position.
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- - Job opening for a Financial Crime Compliance Manager to lead the execution of
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- compliance programs aimed at mitigating risk and preventing financial crime. The
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- role includes advising on regulatory compliance regarding Anti-Money Laundering
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- (AML), counter-terrorism financing, sanctions, and anti-fraud measures. The manager
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- will ensure effective incident resolution and conduct investigations while supporting
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- both routine and special regulatory reporting. Availability after hours may be
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- required. The ideal candidate should be knowledgeable about industry trends in
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- financial crime and committed to continuous learning. Attention to detail, integrity,
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- and the ability to prioritize tasks under tight deadlines are essential.
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- - source_sentence: Costume Designers are responsible for designing costumes for a
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- production to capture the desired look in line with the production's overall visual
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- concept and the cast's roles. They ensure that costumes are practical for every
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- cast member. They oversee research on relevant costumes to suit the context of
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- the production, including fashion from different cultures, time periods, genres
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- and art forms. Costume Designers liaise with production leadership on the overall
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- vision of the performance, aligning the cast's appearance with the make-up and
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- hair team. They are responsible for overseeing the construction, rental and purchase
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- of costumes, as well as wardrobe fittings for the cast. They prepare cost estimates
58
- and are also responsible for managing the production schedule for the costume
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- team.
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  sentences:
61
- - Costume design specialists create attire for theatrical productions, ensuring
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- alignment with the visual aesthetics and character requirements. They conduct
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- extensive research on historical and cultural fashion to accurately reflect the
64
- production's theme. Collaborating with directors and makeup artists, they harmonize
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- the cast's look and oversee the creation, acquisition, and fitting of costumes
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- while managing budgets and timelines for the costume department.
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- - HVDC Building Specialist responsible for overseeing the design, construction,
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- and commissioning of HVDC converter stations, ensuring compliance with performance,
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- safety, and regulatory standards while integrating advanced technologies for efficient
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- power transmission.
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- - Junior Fashion Merchandisers are tasked with selecting and coordinating clothing
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- lines for retail stores to enhance visual appeal and sales. They analyze current
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- fashion trends and consumer preferences to curate collections that resonate with
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- target audiences. Collaborating with marketing teams, they develop promotional
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- strategies and oversee inventory management. They are responsible for preparing
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- sales reports and ensuring proper stock levels while assisting in the planning
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- of seasonal displays.
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- - source_sentence: The Chief Digital Officer oversees the overall implementation and
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- innovation of digital solutions in the organisation to achieve digital transformation
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- of the business. He/She drives the team to experiment and apply new digital solutions.
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- He leads the strategic direction for his team to ensure efficiency in projects
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- and operations. He drives collaboration within organisation and endorses the work
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- done by the digital team. He is a leader who defines strategies to champion innovative
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- digital solutions. He is able to anticipate trends and disruptions in the industry
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- to help the organisation prepare. He is able to drive changes within the organisation.
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- He possesses strong persuasive skills to help influence others.
 
 
 
 
 
 
 
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  sentences:
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- - Job opening for a Terminal Manager responsible for enhancing airport services,
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- collaborating with stakeholders, and ensuring compliance with operational standards.
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- The role involves researching new service offerings, enforcing safety regulations,
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- managing contractors, and developing training programs. Strong knowledge of airport
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- operations and excellent project management skills are essential.
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- - Junior Risk Management Analyst tasked with supporting the identification and assessment
94
- of potential risks within the organization. This role involves assisting in the
95
- development of risk mitigation strategies and collaborating with various departments
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- to ensure compliance with regulatory standards. The analyst will utilize analytical
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- skills to monitor industry trends and prepare reports on risk assessments, contributing
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- to the overall risk management framework. Strong communication skills are essential
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- for effectively conveying risk-related information to team members and stakeholders.
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- - Chief Digital Officer responsible for leading digital transformation initiatives,
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- driving innovation, and implementing cutting-edge digital solutions to enhance
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- operational efficiency and team collaboration.
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- - source_sentence: The Senior Data Engineer designs, implements and oversees maintenance
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- of data flow channels and data processing systems that support the collection,
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- storage, batch and real-time processing, and analysis of information from structured
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- and unstructured sources in a scalable, repeatable and secure manner. He/She assists
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- data scientists with the extraction of valuable insights from data sets to derive
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- valuable and actionable insights and recommendations that support business requirements.
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- He involves in rollouts, upgrades, implementation and release of data system changes
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- as required for streamlining of internal practices. He is proficient in database
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- systems, scripting and programming languages required by the organisation. He
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- is also familiar with the relevant software platforms on which the solution is
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- deployed on. The Senior Data Engineer possesses natural inclination for understanding
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- business processes and relevant data requirements. He easily builds rapport with
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- others and is able to put forth his ideas and recommendations in a persuasive
116
- manner, to influence stakeholders and decisions.
 
 
 
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  sentences:
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- - Senior Data Engineer responsible for designing and managing data flow systems
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- and processing frameworks that facilitate the collection, storage, and real-time
120
- analysis of structured and unstructured data. Collaborates with data scientists
121
- to extract insights and provide actionable recommendations aligned with business
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- needs. Involved in system upgrades, implementations, and changes to enhance internal
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- operations. Proficient in necessary database systems and programming languages,
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- with a strong understanding of the software platforms used for deployment. Strong
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- business process acumen and ability to effectively communicate and influence stakeholders.
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- - Battery Energy Storage Systems Engineer responsible for designing, developing,
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- and implementing innovative battery storage solutions for renewable energy integration
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- and grid stability. This role involves sizing battery systems, creating technical
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- specifications, and ensuring seamless integration with renewable sources and microgrids.
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- The engineer will manage installation, commissioning, and troubleshooting processes
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- while adhering to regulatory standards. Strong problem-solving, digital skills,
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- and systems thinking are essential, along with effective communication and teamwork
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- abilities.
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- - Junior Data Analyst focuses on analyzing financial data and generating reports
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- to support decision-making processes within the finance industry. Responsible
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- for data validation, cleaning, and preparation for analysis, ensuring accuracy
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- and consistency. Works closely with senior analysts to identify trends and patterns
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- in data, contributing to strategic planning. Familiarity with spreadsheet software
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- and basic programming for data manipulation is required. Must possess strong analytical
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- skills and the ability to communicate findings clearly to team members and management.
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- - source_sentence: The Assistant Relationship Manager - Private Banking supports senior
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- team members in servicing client accounts. He/She focuses on providing excellent
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- client service to understand clients' requirements. He provides information pertaining
144
- to client accounts as well as collates reports, prepares client documents and
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- follows-up with clients if clarifications are necessary. He reviews relevant client
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- information to determine if any escalation is required to senior team members.
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- He also supports his team with ad hoc administrative duties to ensure that optimal
148
- client service is provided. The Assistant Relationship Manager - Private Banking
149
- is pleasant and personable in nature to build rapport with his team and other
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- relevant individuals. His duties require him to be meticulous with details and
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- a team player. He is also self-motivated to excel in delivering quality services.
152
- He is articulate and able to communicate well with others but also values listening
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- to learn from others. He is able to manage his time and prioritise his responsibilities.
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- A typical, although not mandatory, entry route into this role is via a Retail
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- Banking Relationship Manager background.
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  sentences:
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- - Customer Service Analyst responsible for data collection, process analysis, and
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- identifying service quality improvements while managing complex service recoveries
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- and collaborating with stakeholders to enhance logistics service standards.
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- - Assistant Client Service Representative - Wealth Management assists senior advisors
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- in managing client portfolios. This role emphasizes delivering outstanding client
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- support to identify clients' needs. The representative gathers information related
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- to client accounts, prepares necessary documentation, and follows up with clients
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- for any required clarifications. They assess client data to decide if escalation
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- to senior advisors is necessary. Additionally, the representative aids the team
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- with various administrative tasks to ensure superior client service is maintained.
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- The Assistant Client Service Representative - Wealth Management is friendly and
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- approachable, fostering positive relationships with colleagues and clients. Attention
169
- to detail and teamwork are essential, along with a proactive approach to achieving
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- high-quality service. Strong communication skills and the ability to listen and
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- learn from others are valued. Effective time management and prioritization of
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- tasks are also key aspects of this role, which may typically be entered through
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- a background in Retail Banking.
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- - Junior Compliance Officer - Financial Services assists in ensuring adherence to
175
- regulatory requirements within the organization. This role involves providing
176
- support to senior compliance staff in monitoring compliance processes and systems.
177
- The officer collects relevant compliance data, prepares reports, and follows up
178
- with departments for clarification on compliance issues. They analyze compliance
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- documentation to determine if further action is needed. The Junior Compliance
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- Officer also undertakes various administrative tasks to facilitate compliance
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- operations. Being detail-oriented and a collaborative team player is crucial in
182
- this position. The officer must also be driven to maintain high standards in compliance
183
- practices. Strong written and verbal communication skills are necessary, along
184
- with a commitment to listening and understanding regulatory changes. Effective
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- time management and the ability to prioritize compliance tasks are essential for
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- success in this role, which often welcomes candidates from an entry-level background
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- in regulatory affairs.
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  pipeline_tag: sentence-similarity
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  library_name: sentence-transformers
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  ---
@@ -239,9 +226,9 @@ from sentence_transformers import SentenceTransformer
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  model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
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  # Run inference
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  sentences = [
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- "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.",
243
- "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.",
244
- '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.',
245
  ]
246
  embeddings = model.encode(sentences)
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  print(embeddings.shape)
@@ -250,9 +237,9 @@ print(embeddings.shape)
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  # Get the similarity scores for the embeddings
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  similarities = model.similarity(embeddings, embeddings)
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  print(similarities)
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- # tensor([[1.0000, 0.7462, 0.2355],
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- # [0.7462, 1.0000, 0.2914],
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- # [0.2355, 0.2914, 1.0000]])
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  ```
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  <!--
@@ -300,16 +287,16 @@ You can finetune this model on your own dataset.
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  * Size: 7,540 training samples
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  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
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  * Approximate statistics based on the first 1000 samples:
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- | | anchor | positive | negative |
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- |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
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- | type | string | string | string |
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- | 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> |
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  * Samples:
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- | anchor | positive | negative |
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- |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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- | <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> |
311
- | <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> |
312
- | <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> |
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  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
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  ```json
315
  {
@@ -325,16 +312,16 @@ You can finetune this model on your own dataset.
325
  * Size: 1,885 evaluation samples
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  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
327
  * Approximate statistics based on the first 1000 samples:
328
- | | anchor | positive | negative |
329
- |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
330
- | type | string | string | string |
331
- | 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> |
332
  * Samples:
333
- | anchor | positive | negative |
334
- |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
335
- | <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> |
336
- | <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> |
337
- | <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> |
338
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
339
  ```json
340
  {
@@ -486,36 +473,36 @@ You can finetune this model on your own dataset.
486
  ### Training Logs
487
  | Epoch | Step | Training Loss | Validation Loss |
488
  |:--------:|:-------:|:-------------:|:---------------:|
489
- | 0.6780 | 10 | 0.3163 | - |
490
- | 1.0 | 15 | - | 0.0160 |
491
- | 1.3390 | 20 | 0.0317 | - |
492
- | 2.0 | 30 | 0.0135 | 0.0064 |
493
- | 2.6780 | 40 | 0.0116 | - |
494
- | 3.0 | 45 | - | 0.0040 |
495
- | 3.3390 | 50 | 0.0064 | - |
496
- | 4.0 | 60 | 0.0061 | 0.0034 |
497
- | 4.6780 | 70 | 0.0056 | - |
498
- | 5.0 | 75 | - | 0.0032 |
499
- | 5.3390 | 80 | 0.0045 | - |
500
- | 6.0 | 90 | 0.0044 | 0.0029 |
501
- | 6.6780 | 100 | 0.004 | - |
502
- | 7.0 | 105 | - | 0.0027 |
503
- | 7.3390 | 110 | 0.0034 | - |
504
- | 8.0 | 120 | 0.0038 | 0.0025 |
505
- | 8.6780 | 130 | 0.0028 | - |
506
- | 9.0 | 135 | - | 0.0023 |
507
- | 9.3390 | 140 | 0.0039 | - |
508
- | 10.0 | 150 | 0.0039 | 0.0022 |
509
- | 10.6780 | 160 | 0.0031 | - |
510
- | 11.0 | 165 | - | 0.0023 |
511
- | 11.3390 | 170 | 0.0029 | - |
512
- | 12.0 | 180 | 0.0036 | 0.0023 |
513
- | 12.6780 | 190 | 0.0033 | - |
514
- | 13.0 | 195 | - | 0.0022 |
515
- | 13.3390 | 200 | 0.0035 | - |
516
- | 14.0 | 210 | 0.003 | 0.0022 |
517
- | 14.6780 | 220 | 0.0043 | - |
518
- | **15.0** | **225** | **-** | **0.0022** |
519
 
520
  * The bold row denotes the saved checkpoint.
521
 
 
9
  - loss:MultipleNegativesRankingLoss
10
  base_model: nomic-ai/modernbert-embed-base
11
  widget:
12
+ - source_sentence: The Business Valuation Partner/Business Valuation Director is a
13
+ team leader in charge of various functions including generating business and growing
14
+ the business, quality control, technical leadership as well as sourcing appropriate
15
+ staff for the team. He/She is given the signing authority for any client deliverables
16
+ in a consultancy role, or responsibility for corporate development in-house. He
17
+ is not only responsible for the quality of technical output, but also for risk
18
+ management for the business. The Business Valuation Partner/Business Valuation
19
+ Director is also looked upon as an expert in valuation and should possess considerable
20
+ amount of valuation experience including valuation of intangible assets. He is
21
+ responsible for marketing and business development, client and stakeholder relationship
22
+ management, and making decisions on engagements and client acceptance.
 
 
 
23
  sentences:
24
+ - Landscape architect responsible for managing all stages of landscape design projects,
25
+ from proposal development to execution. Engages in research for innovative design
26
+ concepts, assesses feasibility, and effectively communicates design possibilities
27
+ to stakeholders. Collaborates with a variety of internal and external partners
28
+ to create design plans and prototypes, ensuring alignment with client requirements.
29
+ Assists in selecting appropriate landscape contractors and monitors project implementation
30
+ progress according to design specifications. Works in a team-oriented setting
31
+ to successfully complete landscape design initiatives while maintaining awareness
32
+ of current trends and possessing strong design and technical skills. Capable of
33
+ handling multiple projects simultaneously and meeting deadlines and budget constraints.
34
+ - Junior Risk Management Analyst responsible for supporting the risk assessment
35
+ team in identifying potential risks and ensuring compliance with regulatory standards.
36
+ This role involves assisting in the development of risk management strategies,
37
+ conducting risk audits, and preparing reports for stakeholders. Requires knowledge
38
+ in risk analysis and experience in compliance, with a focus on maintaining organizational
39
+ integrity and safety protocols.
40
+ - Business Valuation Director leading a team focused on business growth, quality
41
+ assurance, technical guidance, and talent acquisition. Responsible for client
42
+ deliverables in consultancy and corporate development, ensuring high-quality technical
43
+ output and managing business risks. Expert in valuation with extensive experience
44
+ in valuing intangible assets, involved in marketing, business development, and
45
+ client relationship management.
46
+ - source_sentence: The Chief Executive Officer/General Manager/President defines long-term
47
+ strategic direction to grow the business in line with the organisations overall
48
+ vision, mission and values. He/She translates broad goals into achievable steps,
49
+ anticipates and stays ahead of trends, and takes advantage of business opportunities.
50
+ He represents the organisation with clients, investors, and business partners,
51
+ and holds responsibility for fostering a culture of Workplace Safety and Health
52
+ (WSH) and adherence to industry quality standards. He inspires the organisation
53
+ towards achieving business goals and fulfilling the vision, mission and values
54
+ by striving for continuous improvement and equipping the organisation to transition
55
+ change and innovations.
 
56
  sentences:
57
+ - Chief Executive Officer responsible for setting strategic direction to enhance
58
+ business growth aligned with the organization's vision and values, translating
59
+ broad objectives into actionable plans, and representing the company to clients
60
+ and stakeholders while promoting a culture of safety and quality standards.
61
+ - Audio technicians oversee the technical aspects of sound to integrate sound elements
62
+ throughout productions, following sound plans that align with the performance's
63
+ vision and impact. This role involves managing sound equipment and systems to
64
+ blend music, sound effects, and soundscapes effectively. Audio technicians are
65
+ tasked with setting up and testing equipment while collaborating closely with
66
+ producers and sound designers before and during performances. They must adhere
67
+ to design briefs and instructions accurately. The role supports productions by
68
+ operating audio mixing consoles, microphones, playback systems, and sound reinforcement
69
+ tools as directed by creative designers and producers. They ensure the technical
70
+ operation of equipment for recording and editing audio, managing volume levels
71
+ and sound quality. Audio technicians may also specialize as Sound Operators based
72
+ on their qualifications or experience, working full-time or on a casual basis
73
+ in venues, rental companies, production firms, or directly for productions.
74
+ - Junior Marketing Coordinator responsible for developing short-term promotional
75
+ strategies to boost product visibility in line with the company's branding and
76
+ values. He/She implements marketing campaigns, monitors market trends, and collaborates
77
+ with external vendors and partners, while ensuring compliance with advertising
78
+ regulations and fostering a creative team environment.
79
+ - source_sentence: The Membership Crew assists in the execution of plans covering
80
+ membership acquisition and member retention. He/She is involved in the sale of
81
+ memberships and monitors the membership statistics in accordance with the parameters
82
+ set by management, monitors the budgeting and forecasting of membership rates
83
+ and conducts training for operations staff on membership-related issues. Resourceful
84
+ and service-oriented, he leverages his strong interpersonal and communication
85
+ skills to answer queries from current and potential members regarding membership-related
86
+ procedures and policies. He is also able to assist with any customer queries directed
87
+ to him by his team members. Able to work on a shift system, he is comfortable
88
+ with working in an outdoor environment, be on his feet for long hours and maintains
89
+ a flexible work-week including weekends, evenings and public holidays.
90
  sentences:
91
+ - Job opening for a Senior Technician specializing in Automatic Fare Collection
92
+ systems, focusing on preventive and corrective maintenance, troubleshooting faults,
93
+ and providing technical guidance to teams while ensuring compliance with safety
94
+ and operational standards across train stations and workshops.
95
+ - Junior Risk Analyst tasked with evaluating and monitoring financial risks within
96
+ the healthcare sector. Responsible for conducting risk assessments, preparing
97
+ reports on risk statistics, and collaborating with the finance team to forecast
98
+ potential financial impacts. The role requires strong analytical skills and the
99
+ ability to communicate complex risk-related information to stakeholders. Must
100
+ be willing to work flexible hours and participate in team training sessions focused
101
+ on risk management procedures.
102
+ - Membership Coordinator responsible for executing strategies for member acquisition
103
+ and retention, selling memberships, tracking membership statistics, managing budgeting
104
+ and forecasting of membership rates, and training operations staff on membership
105
+ issues. Excellent communication and interpersonal skills are essential for addressing
106
+ inquiries from current and prospective members. Must be adaptable to a shift schedule
107
+ and comfortable working outdoors for extended periods, including weekends and
108
+ holidays.
109
+ - source_sentence: The Infrastructure Support Engineer assists with infrastructure
110
+ planning, design, operations and maintenance. He/She assists with technical infrastructure
111
+ performance analysis to identify problems and risks, makes improvement recommendations
112
+ and supports implementation of preventive solutions. He follows procedures, processes
113
+ and quality standards and takes appropriate corrective action in response to readily
114
+ identifiable infrastructure problems and incident. He is required to be on standby
115
+ with on-call availability with varied shifts including nights, weekends and holidays.
116
+ He works in a team setting and is proficient in Infrastructure systems and Network
117
+ related tools and techniques required by the organisation. He is also familiar
118
+ with the relevant software platforms on which the database is deployed. The Infrastructure
119
+ Support Engineer is able to resolve issues quickly and effectively as they arise.
120
+ He is able to methodically identify and evaluate the cause of issues, and develop
121
+ solutions in collaboration with the team. He is able to communicate effectively
122
+ and displays high service level standards.
123
  sentences:
124
+ - Infrastructure Engineer responsible for planning, designing, and maintaining IT
125
+ infrastructure. Collaborates on performance analysis to detect issues and risks,
126
+ recommending and implementing preventive measures. Follows established procedures
127
+ and quality standards, taking corrective actions for infrastructure incidents.
128
+ Requires on-call availability with flexible shifts including nights and weekends.
129
+ Works within a team, proficient in infrastructure systems and network tools, and
130
+ knowledgeable in relevant software platforms for database management. Capable
131
+ of quickly resolving issues and effectively communicating with team members to
132
+ uphold high service standards.
133
+ - Senior Early Childhood Educator responsible for leading individual and group sessions,
134
+ collaborating with social service experts, and creating high-quality learning
135
+ environments. This role involves assessing children's developmental progress,
136
+ enhancing teaching methods to achieve educational goals, and contributing to the
137
+ design and evaluation of comprehensive curricula and programs. The educator will
138
+ engage in outreach activities to promote services, work with community partners
139
+ and volunteers, and conduct workshops to share knowledge while mentoring junior
140
+ staff. A compassionate and proactive leader with excellent team management abilities,
141
+ the Senior Early Childhood Educator operates in diverse settings including early
142
+ intervention centers, student care facilities, special education institutions,
143
+ and welfare organizations.
144
+ - Junior Network Administrator tasked with managing network configurations, installations,
145
+ and troubleshooting. Engages in routine performance monitoring to ensure optimal
146
+ network functionality, making adjustments as necessary. Adheres to company protocols
147
+ and quality assurance processes, addressing minor network disruptions promptly.
148
+ Expected to work regular office hours with occasional overtime. Operates independently
149
+ and is skilled in network management tools and techniques, with a focus on the
150
+ telecommunications industry. Must be able to document and report on network performance
151
+ metrics while maintaining service excellence.
152
+ - source_sentence: The Senior Technician/Technician maintains, troubleshoots and repairs
153
+ port equipment, including automated equipment, while ensuring minimum disruption
154
+ to port operations. He/She also participates in equipment modification projects
155
+ to improve the reliability of the port equipment, while monitoring vendors in
156
+ their work. He proposes improvements to the organisation's workflow, is a meticulous
157
+ person who is able to work under pressure and at various heights.
 
 
 
 
158
  sentences:
159
+ - Job opportunity for a Research Analyst focused on industry analysis, data collection,
160
+ and market trend evaluation to enhance organizational strategies and policies.
161
+ Collaboration with stakeholders for research insights and effective communication
162
+ of findings is essential.
163
+ - Job opening for a Technician who will be responsible for the maintenance, troubleshooting,
164
+ and repair of port equipment, including automated systems, with a focus on minimizing
165
+ operational disruptions. The role involves participating in equipment modification
166
+ projects to enhance reliability and overseeing vendor activities. The ideal candidate
167
+ should be detail-oriented, capable of working under pressure, and comfortable
168
+ working at different heights.
169
+ - Seeking a Junior Financial Analyst to conduct in-depth financial analysis and
170
+ reporting for a healthcare organization. The role includes evaluating financial
171
+ data, assisting with budgeting processes, and preparing reports to support strategic
172
+ decision-making. Candidates should possess strong analytical skills, attention
173
+ to detail, and the ability to work in a fast-paced environment, while also collaborating
174
+ with cross-functional teams to optimize financial performance.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
175
  pipeline_tag: sentence-similarity
176
  library_name: sentence-transformers
177
  ---
 
226
  model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
227
  # Run inference
228
  sentences = [
229
+ "The Senior Technician/Technician maintains, troubleshoots and repairs port equipment, including automated equipment, while ensuring minimum disruption to port operations. He/She also participates in equipment modification projects to improve the reliability of the port equipment, while monitoring vendors in their work. He proposes improvements to the organisation's workflow, is a meticulous person who is able to work under pressure and at various heights.",
230
+ 'Job opening for a Technician who will be responsible for the maintenance, troubleshooting, and repair of port equipment, including automated systems, with a focus on minimizing operational disruptions. The role involves participating in equipment modification projects to enhance reliability and overseeing vendor activities. The ideal candidate should be detail-oriented, capable of working under pressure, and comfortable working at different heights.',
231
+ 'Seeking a Junior Financial Analyst to conduct in-depth financial analysis and reporting for a healthcare organization. The role includes evaluating financial data, assisting with budgeting processes, and preparing reports to support strategic decision-making. Candidates should possess strong analytical skills, attention to detail, and the ability to work in a fast-paced environment, while also collaborating with cross-functional teams to optimize financial performance.',
232
  ]
233
  embeddings = model.encode(sentences)
234
  print(embeddings.shape)
 
237
  # Get the similarity scores for the embeddings
238
  similarities = model.similarity(embeddings, embeddings)
239
  print(similarities)
240
+ # tensor([[ 1.0000, 0.8293, -0.1251],
241
+ # [ 0.8293, 1.0000, -0.0639],
242
+ # [-0.1251, -0.0639, 1.0000]])
243
  ```
244
 
245
  <!--
 
287
  * Size: 7,540 training samples
288
  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
289
  * Approximate statistics based on the first 1000 samples:
290
+ | | anchor | positive | negative |
291
+ |:--------|:------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
292
+ | type | string | string | string |
293
+ | details | <ul><li>min: 57 tokens</li><li>mean: 168.3 tokens</li><li>max: 355 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 66.2 tokens</li><li>max: 196 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 81.76 tokens</li><li>max: 208 tokens</li></ul> |
294
  * Samples:
295
+ | anchor | positive | negative |
296
+ |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
297
+ | <code>The Fuel System Operations Executive performs routine system operation works, supports the planning of operational processes, such as inter-tank oil transfers, and the preparation of reports on fuel systems operations, fuel consumption and inventory status. He/She manages the tank storage inventory by monitoring the oil quality and quantity. He works with customers to provide clarifications on contract terms, conditions and technical, specifications. He prepares tank leasing and technical specifications in contracts and agreements for legal clearance. He works in a customer-oriented environment. He is a good team player and possesses good organisational skills to maintain the fuel tank storage inventory.</code> | <code>Fuel Operations Coordinator responsible for overseeing system operations, facilitating oil transfer planning, and preparing reports on fuel consumption and inventory status. Manages tank storage inventory by monitoring oil quality and quantity while collaborating with customers on contract specifications and providing technical clarifications. Prepares leasing agreements and specifications for legal approval in a customer-focused setting, demonstrating strong teamwork and organizational skills.</code> | <code>The Junior Risk Management Analyst is tasked with conducting routine assessments of financial risks, supporting the development of risk mitigation strategies, and preparing comprehensive reports on risk exposure and market trends. He/She manages the organization's risk inventory by analyzing quantitative data and qualitative factors. This role involves working closely with stakeholders to clarify risk management policies and procedures. He prepares risk assessment documentation and compliance reports for regulatory review. The position requires a detail-oriented mindset and the ability to work in a collaborative environment.</code> |
298
+ | <code>The Attractions Operations Director assumes overall responsibility for the organisation's daily operations, ensuring smooth and profitable operations through a combination of sound financial, people and resource management across multiple operational sites and localities. As the leader of the operations arm of the organisation, he/she sets the strategies and plans to achieve these goals and objectives, and maps out the key performance indicators of the operations which are monitored and managed by his operations department. His purview of operations extends from main attractions operations to fringe operations such as facility management, merchandising as well as food and retail services. Resourceful and detail-oriented, he has strong multi-tasking skills and is able to maintain focus on key operational aspects of the multiple sites and parks he oversees, while providing hands-on leadership to his teams where required. He leverages his collaborative nature to deal with other department...</code> | <code>Director of Operations for Attractions overseeing daily management, ensuring profitability through effective resource and personnel management across diverse sites, while setting strategic goals and monitoring key performance indicators.</code> | <code>Junior Operations Coordinator in a healthcare facility responsible for supporting daily administrative tasks, assisting in patient scheduling, managing inventory supplies, and coordinating with various departments to ensure efficient healthcare delivery. Must have strong organizational skills and ability to multitask in a fast-paced environment, with a focus on patient satisfaction and compliance with health regulations.</code> |
299
+ | <code>The Travel Operations Manager is responsible for all aspects of travel operations including reservations, ticketing, travel coordination and customer support. He/She is also responsible for the assignment of tour assignments. He has overall control over the day-to-day operations of all travel-related operations. Service-oriented with strong multi-tasking skills, he supervises the operations teams to address any customer feedback and vendor management issues. He is also able to think clearly and deliver under emergency situations and ensures the smooth conduct of tour operations in accordance to the itineraries of tour groups. He may be required to maintain a flexible schedule and work on weekends, evenings and public holidays in both outdoors and office environment.</code> | <code>Travel Operations Coordinator overseeing reservations, ticketing, and travel logistics while providing excellent customer support and managing tour assignments. He/She ensures smooth daily operations, addresses customer feedback, and handles vendor relationships effectively. Strong multi-tasking abilities and service-oriented mindset required, with flexibility for weekends and public holidays.</code> | <code>Junior Finance Analyst focusing on financial reporting, budgeting, and variance analysis within the healthcare sector. Responsible for preparing financial statements and collaborating with department heads to ensure accurate financial data management. Requires attention to detail and the ability to meet tight deadlines, with occasional evening meetings to discuss financial strategies.</code> |
300
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
301
  ```json
302
  {
 
312
  * Size: 1,885 evaluation samples
313
  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
314
  * Approximate statistics based on the first 1000 samples:
315
+ | | anchor | positive | negative |
316
+ |:--------|:-------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
317
+ | type | string | string | string |
318
+ | details | <ul><li>min: 60 tokens</li><li>mean: 167.22 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 64.7 tokens</li><li>max: 182 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 81.82 tokens</li><li>max: 217 tokens</li></ul> |
319
  * Samples:
320
+ | anchor | positive | negative |
321
+ |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
322
+ | <code>A Senior Special Care Oral Health Therapist is responsible for assessing and formulating treatment plans for geriatric and special needs patients, performing therapeutic procedures and educating their caregivers. S/He may work in Public Institutions and/or ILTC facilities. S/He is required to be a transdisciplinary thinker who also possesses good decision making and leadership skills. S/He may work as part of a collaborative and interdisciplinary team. S/He supports staff management and team development activities.</code> | <code>Job opportunity for a Senior Oral Health Therapist specializing in special care, focusing on treatment planning and therapy for elderly and special needs patients, with responsibilities in caregiver education and teamwork in healthcare settings.</code> | <code>A Junior Risk Management Analyst is tasked with identifying and analyzing potential risks in business operations, developing risk assessment strategies, and collaborating with various departments to ensure compliance. This role requires strong analytical abilities and an understanding of financial regulations.</code> |
323
+ | <code>The Operations and Support Manager manages systems and database administration and help desk function. He/She focuses on strategic and policy development aspects that will have medium term consequences on the operation of the function and impact elements of organisation performance. He is responsible for Overseeing the incident resolution and business continuity plans along with the database and systems administration. He focuses on setting goals and priorities, allocates accountability among staff, manages the career development of others, liaises with professional staff and other managers, advises the business on technology related issues and engages in medium-term planning. He is familiar with enterprise architecture frameworks, database administration and systems, and application monitoring tools. The Operations and Support Manager possesses an end-to-end understanding of an organisation's system environment and its critical elements that need to be actively managed to ensure servi...</code> | <code>Operations Manager overseeing systems administration and help desk functions, focused on strategic policy development and incident resolution, with a strong emphasis on business continuity and team accountability.</code> | <code>Junior Risk Management Analyst responsible for assessing and mitigating risks within the financial sector. This role involves conducting risk assessments, preparing reports on potential threats, and collaborating with various departments to ensure compliance with regulatory standards. The analyst will utilize risk management software and frameworks to identify vulnerabilities and recommend improvements. Strong analytical skills and attention to detail are essential for success in this position, along with the ability to communicate findings to stakeholders effectively.</code> |
324
+ | <code>The Deputy Bus Operations Control Centre Manager oversees a team and is responsible for supervising and coordinating daily operations within the Bus Operations Control Centre (BOCC) to provide safe and reliable bus services to the public. He/She supervises the BOCCs daily core function in monitoring bus service performance standards to achieve service timeliness and regularity, as well as the execution of contingency plans in the event of incidents and/or accidents. To uphold bus service performance standards, he is required to work closely with the relevant authorities and other stakeholders. He is also responsible for managing team performance, manpower allocation and training. He recommends areas for continuous improvement to enhance the efficiency of the BOCC. He is a team-player and a well-organised individual who is able to remain calm and think clearly in stressful situations to make critical decisions. He works on rotating shifts and may be required to work on some weekends and...</code> | <code>Deputy Manager for Bus Operations Control Centre responsible for leading a team, ensuring efficient daily operations, monitoring service performance, and implementing contingency plans for safe bus services, while collaborating with stakeholders and managing team performance and training.</code> | <code>Junior Risk Management Analyst needed to support the risk assessment team in a finance company. Responsibilities include analyzing potential risks, conducting audits, and preparing reports on compliance and risk mitigation strategies. The ideal candidate should have strong analytical skills and the ability to work under pressure while collaborating with various departments to ensure regulatory adherence. This position requires occasional travel and may involve weekend work for audits.</code> |
325
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
326
  ```json
327
  {
 
473
  ### Training Logs
474
  | Epoch | Step | Training Loss | Validation Loss |
475
  |:--------:|:-------:|:-------------:|:---------------:|
476
+ | 0.6780 | 10 | 0.3254 | - |
477
+ | 1.0 | 15 | - | 0.0105 |
478
+ | 1.3390 | 20 | 0.0337 | - |
479
+ | 2.0 | 30 | 0.0137 | 0.0038 |
480
+ | 2.6780 | 40 | 0.0107 | - |
481
+ | 3.0 | 45 | - | 0.0022 |
482
+ | 3.3390 | 50 | 0.0079 | - |
483
+ | 4.0 | 60 | 0.007 | 0.0018 |
484
+ | 4.6780 | 70 | 0.0045 | - |
485
+ | 5.0 | 75 | - | 0.0018 |
486
+ | 5.3390 | 80 | 0.0058 | - |
487
+ | 6.0 | 90 | 0.0056 | 0.0014 |
488
+ | 6.6780 | 100 | 0.0058 | - |
489
+ | 7.0 | 105 | - | 0.0013 |
490
+ | 7.3390 | 110 | 0.0044 | - |
491
+ | 8.0 | 120 | 0.0042 | 0.0013 |
492
+ | 8.6780 | 130 | 0.0042 | - |
493
+ | 9.0 | 135 | - | 0.0012 |
494
+ | 9.3390 | 140 | 0.0038 | - |
495
+ | 10.0 | 150 | 0.0033 | 0.0012 |
496
+ | 10.6780 | 160 | 0.0029 | - |
497
+ | 11.0 | 165 | - | 0.0012 |
498
+ | 11.3390 | 170 | 0.0034 | - |
499
+ | 12.0 | 180 | 0.0049 | 0.0012 |
500
+ | 12.6780 | 190 | 0.0044 | - |
501
+ | 13.0 | 195 | - | 0.0011 |
502
+ | 13.3390 | 200 | 0.0033 | - |
503
+ | 14.0 | 210 | 0.0026 | 0.0011 |
504
+ | 14.6780 | 220 | 0.0041 | - |
505
+ | **15.0** | **225** | **-** | **0.0011** |
506
 
507
  * The bold row denotes the saved checkpoint.
508
 
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
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- oid sha256:7eac2020d4fb073fea1e4dadd0745568dcf0ac352368a089e0baaed0e2f7eee0
3
  size 596070136
 
1
  version https://git-lfs.github.com/spec/v1
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+ oid sha256:6617fd42e55ab459f251ac5e43f2b3f856d6d8e00a8309121f93a4b2e68dba74
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  size 596070136