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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
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Add new SentenceTransformer model

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  1. README.md +173 -163
  2. model.safetensors +1 -1
README.md CHANGED
@@ -9,148 +9,158 @@ 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 Order Management Executive/Quote Desk Executive/Order Fulfilment
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- Officer/Inside Sales Officer is responsible for preparing customer proposals and/or
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- tender documents and fulfilling orders, from identifying customer needs, developing
15
- proposals, processing orders to shipment and delivery of orders to the customers.
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- He/She is also responsible for managing customers and coordinating with colleagues
17
- during the entire process. Resourceful and analytical, he is required to analyse
18
- customer needs and convince customers to adopt proposals.
 
 
 
 
19
  sentences:
20
- - Job opening for a Learning and Operations Manager to oversee learning products
21
- and services, manage operational processes, and ensure effective execution. Responsibilities
22
- include setting the learning calendar, resource management, vendor coordination,
23
- and personnel development. Focus on performance monitoring, profitability analysis,
24
- and stakeholder relationship management. Strong communication skills and a collaborative
25
- approach are essential for fostering a positive team environment.
26
- - Junior Risk Management Analyst tasked with assessing financial risks and developing
27
- mitigation strategies, conducting market analysis, and collaborating with various
28
- departments to enhance risk management processes.
29
- - Order Processing Specialist responsible for creating customer proposals, managing
30
- order fulfillment, and ensuring timely delivery while collaborating with team
31
- members to meet client needs.
32
- - source_sentence: The Assistant Engineer/Senior Technician (Operations and Maintenance)
33
- is responsible for supporting the planning of corrective, preventive and predictive
34
- maintenance activities that ensure equipment and systems are fully functional
35
- and in optimal operating condition. He/She follows corporate guidelines and best
36
- practices, ensuring work activities are carried out safely and enhancing the organisations
37
- compliance with regulatory and statutory policies, procedures and regulations.
38
- He follows emergency response plans and adheres to workplace safety and health
39
- (WSH) requirements. He is a good team player and is able to engage and interact
40
- with internal and external stakeholders. He possesses good analytical and problem-solving
41
- skills. He is also expected to work on-site, on a rotating or day-shift, and/or
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- may be employed oncall basis.
 
 
 
 
 
 
 
43
  sentences:
44
- - Assistant Engineer for Maintenance Planning and Operations, focusing on preventive,
45
- corrective, and predictive maintenance to ensure optimal equipment functionality
46
- while adhering to safety regulations and corporate guidelines.
47
- - Job opening for an Investment Performance Analyst focusing on delivering precise
48
- portfolio analysis reports. The role involves tracking performance metrics for
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- investment portfolios, calculating returns, and analyzing statistics to assess
50
- the organization’s investment outcomes. Responsibilities include ensuring accuracy
51
- in calculations, compliance with regulations, and adherence to investment management
52
- agreements. Ideal candidates should have a passion for numbers and strong analytical
53
- skills to draw meaningful insights from portfolio data.
54
- - Junior Risk Management Analyst responsible for evaluating and mitigating financial
55
- risks within the organization. This role requires the analysis of market trends
56
- and regulatory compliance, supporting the development of risk assessment strategies.
57
- The candidate should demonstrate strong analytical skills and the ability to collaborate
58
- with various departments to enhance the company's risk profile. Must be available
59
- for on-call support and possess knowledge of financial regulations and compliance
60
- standards.
61
- - source_sentence: The Laboratory Assistant supports day-to-day laboratory operations
62
- by assisting with basic calibration and simple troubleshooting of laboratory equipment,
63
- preparation of stock solutions and reagents, and sample labelling, in strict accordance
64
- with laboratory Standard Operating Procedures (SOPs) and under close supervision.
65
- He/She complies with Workplace Safety and Health (WSH) and Environmental Management
66
- System (EMS) requirements by applying risk control measures for the safe execution
67
- of work activities, and performs good housekeeping in the workplace. The Laboratory
68
- Assistant assists in conducting routine product and in-process sample analyses,
69
- and inspects samples for contamination, foreign matter or defects, to ensure product
70
- quality meets required specifications. He also contributes to organisational development
71
- by supporting continuous improvement projects. The Laboratory Assistant usually
72
- works in a team, on either a day or rotating shift, in the laboratory. He is meticulous,
73
- a good team player and interacts effectively with others.
74
  sentences:
75
- - Nursery Manager responsible for daily operations including plant propagation,
76
- care, inventory control, and sales management. Leads a team of nursery staff,
77
- assigns tasks, monitors performance, and communicates updates to management on
78
- production and safety compliance. Requires strong organizational and communication
79
- skills for effective delegation and feedback collection, with a focus on outdoor
80
- work across various nursery locations.
81
- - Junior Quality Control Inspector tasked with overseeing the inspection of finished
82
- products, ensuring compliance with quality standards and specifications. Responsible
83
- for conducting thorough examinations for defects and foreign materials in the
84
- production line, while adhering to industry regulations and safety protocols.
85
- Engages in the preparation of quality reports and assists in the development of
86
- quality improvement strategies. Works independently with minimal supervision,
87
- primarily during standard business hours, and requires strong analytical skills
88
- and attention to detail.
89
- - Laboratory Technician responsible for daily lab operations, including equipment
90
- calibration, preparation of reagents, and sample labeling, following strict SOPs
91
- and under supervision. Adheres to safety and environmental protocols while implementing
92
- risk control measures and maintaining a clean workspace. Conducts routine analyses
93
- and inspects samples for quality assurance, contributing to improvement initiatives.
94
- Works collaboratively in a team environment, available for day or rotating shifts,
95
- with a focus on detail and effective communication.
96
- - source_sentence: The Assistant Relationship Manager - Retail Banking/Personal Banking
97
- Executive supports the acquisition and management of customer accounts and facilitates
98
- the collection of information for delivery of advice to customers based on their
99
- needs and objectives. He/She responds to requests for information in a timely
100
- fashion. He handles after-sales support in servicing customer needs, such as processing
101
- of documents and handling any additional queries that may arise. The Assistant
102
- Relationship Manager - Retail Banking/Personal Banking Executive is pleasant and
103
- personable in nature to build rapport with his team and other relevant individuals.
104
- His duties require him to be meticulous with details and a team player. He is
105
- also self-motivated to excel in delivering quality services. He is articulate
106
- and able to communicate well with others but also values listening to learn from
107
- others.
108
  sentences:
109
- - Assistant Relationship Manager for Retail Banking, focusing on customer account
110
- acquisition and management, providing timely information and advice tailored to
111
- client needs, ensuring excellent after-sales support, and fostering strong relationships
112
- within the team and with clients.
113
- - Senior Quality Assurance Specialist overseeing quality systems and standards to
114
- fulfill business objectives, identifying risk areas, and ensuring effective risk
115
- control plans for successful launches. Responsible for developing management systems
116
- that meet quality requirements and leading cross-functional teams in continuous
117
- improvement initiatives while mentoring team leaders for organizational growth.
118
- - Junior Risk Management Analyst in Financial Services responsible for evaluating
119
- potential risks associated with investment portfolios, preparing detailed risk
120
- assessment reports, and collaborating with senior analysts to develop mitigation
121
- strategies. The role requires strong analytical skills, attention to detail, and
122
- the ability to communicate complex information clearly to stakeholders while maintaining
123
- a proactive approach to risk management.
124
- - source_sentence: The Trade Manager/Assistant Trade Manager devises and implements
125
- commercial strategies to maximise revenue. He/She is accountable for overseeing
126
- capacity allocation, optimising pricing strategies and driving yield maximisation.
127
- He monitors performance against the budgets of all profit and loss items and identifies
128
- variations in financial performances of trade to initiate corrective actions as
129
- necessary. He develops strategies, trading plans and enhances relationships with
130
- existing and new trade partners. He has strong commercial awareness and thrives
131
- in environments of varied stakeholders, which requires the dissemination of insights
132
- to key decision makers.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
133
  sentences:
134
- - Job opening for a Business Development Manager - Brokers focused on crafting strategies
135
- to enhance sales and revenue. The role involves identifying new business opportunities
136
- and fostering relationships with clients, industry partners, and underwriting
137
- teams, while upholding high customer service standards. The ideal candidate should
138
- demonstrate strong business acumen, leadership, communication, and stakeholder
139
- management abilities.
140
- - Trade Manager responsible for developing and executing commercial strategies to
141
- enhance revenue generation. Accountable for managing capacity allocation, optimizing
142
- pricing models, and maximizing yield. Monitors financial performance against budgetary
143
- targets and addresses discrepancies in trade profitability. Creates trading strategies
144
- and strengthens partnerships with both existing and potential trade partners.
145
- Possesses a keen commercial insight and excels in diverse stakeholder environments,
146
- facilitating the sharing of critical insights with decision makers.
147
- - Junior Financial Analyst tasked with conducting comprehensive risk assessments
148
- and preparing detailed reports on financial performance. Responsible for evaluating
149
- investment opportunities and identifying potential financial risks within the
150
- healthcare sector. Assists in the development of risk management strategies and
151
- collaborates with various departments to ensure compliance with regulatory standards.
152
- Requires strong analytical skills and the ability to communicate complex financial
153
- information to stakeholders effectively.
154
  pipeline_tag: sentence-similarity
155
  library_name: sentence-transformers
156
  ---
@@ -205,9 +215,9 @@ from sentence_transformers import SentenceTransformer
205
  model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
206
  # Run inference
207
  sentences = [
208
- 'The Trade Manager/Assistant Trade Manager devises and implements commercial strategies to maximise revenue. He/She is accountable for overseeing capacity allocation, optimising pricing strategies and driving yield maximisation. He monitors performance against the budgets of all profit and loss items and identifies variations in financial performances of trade to initiate corrective actions as necessary. He develops strategies, trading plans and enhances relationships with existing and new trade partners. He has strong commercial awareness and thrives in environments of varied stakeholders, which requires the dissemination of insights to key decision makers.',
209
- 'Trade Manager responsible for developing and executing commercial strategies to enhance revenue generation. Accountable for managing capacity allocation, optimizing pricing models, and maximizing yield. Monitors financial performance against budgetary targets and addresses discrepancies in trade profitability. Creates trading strategies and strengthens partnerships with both existing and potential trade partners. Possesses a keen commercial insight and excels in diverse stakeholder environments, facilitating the sharing of critical insights with decision makers.',
210
- 'Junior Financial Analyst tasked with conducting comprehensive risk assessments and preparing detailed reports on financial performance. Responsible for evaluating investment opportunities and identifying potential financial risks within the healthcare sector. Assists in the development of risk management strategies and collaborates with various departments to ensure compliance with regulatory standards. Requires strong analytical skills and the ability to communicate complex financial information to stakeholders effectively.',
211
  ]
212
  embeddings = model.encode(sentences)
213
  print(embeddings.shape)
@@ -216,9 +226,9 @@ print(embeddings.shape)
216
  # Get the similarity scores for the embeddings
217
  similarities = model.similarity(embeddings, embeddings)
218
  print(similarities)
219
- # tensor([[1.0000, 0.8794, 0.0992],
220
- # [0.8794, 1.0000, 0.1376],
221
- # [0.0992, 0.1376, 1.0000]])
222
  ```
223
 
224
  <!--
@@ -269,13 +279,13 @@ You can finetune this model on your own dataset.
269
  | | anchor | positive | negative |
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  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
271
  | type | string | string | string |
272
- | details | <ul><li>min: 57 tokens</li><li>mean: 166.92 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 22 tokens</li><li>mean: 68.31 tokens</li><li>max: 218 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 83.02 tokens</li><li>max: 206 tokens</li></ul> |
273
  * Samples:
274
- | anchor | positive | negative |
275
- |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
276
- | <code>The Battery Energy Storage Systems (BESS) Electrochemistry Research and Development (R&D) Engineer focuses on the research and development of innovative solutions that improve the performance of BESS and its components. He/She defines research objectives and parameters, designs and executes experiments, and analyses data to identify ways to improve the performance of battery in BESS, while developing innovative technologies in energy management and integration. He processes technical understanding of BESS and cross-functional expertise to works across the various area of battery management systems to successfully manage BESS R&D projects from end-to-end. <br><br>The BESS Electrochemistry R&D Engineer possess critical thinking, creativity and data literacy skills to solve complex problems, with strong collaboration skills to work across teams.</code> | <code>Battery Energy Storage Systems (BESS) Research and Development Engineer specializing in innovative solutions for enhancing BESS performance, defining research goals, conducting experiments, and analyzing data to advance battery technology and energy management integration.</code> | <code>Junior Risk Management Analyst responsible for assessing financial risks within a corporate environment, focusing on evaluating potential threats and implementing strategies to mitigate them. This role involves analyzing data, preparing reports on risk exposure, and collaborating with various departments to ensure compliance with regulations and policies.</code> |
277
- | <code>Sound Designers curate the right mix of music, sound effects and soundscapes to create the desired impact for a production based on the artistic vision. They develop a sound cue list which describes the changing sounds throughout the entire show. They are responsible for creating and producing the planned sounds, and deciding on the best possible positioning of speakers. <br>They provide the designs for all pre-recorded music, sound effects and the reinforcement of live voices, musical instruments and sound elements for the production. They are proficient with audio and engine tools, as well as sound technologies, and have deep knowledge and a strong understanding of various music styles and genres. They are also responsible for monitoring costs of sound production and managing the sound team’s schedule.</code> | <code>Job openings for Sound Designers who specialize in creating impactful audio experiences by curating music, sound effects, and soundscapes in alignment with artistic visions. Responsibilities include developing sound cue lists, producing planned sounds, positioning speakers, and designing pre-recorded music and sound effects. Proficiency in audio tools and sound technologies, along with knowledge of diverse music genres, is essential. Candidates should also manage production costs and coordinate the sound team’s schedule.</code> | <code>Junior Audio Engineers are tasked with managing the technical aspects of sound production for live events and recordings. They set up and operate sound equipment, ensuring optimal sound quality and clarity during performances. Responsibilities include troubleshooting audio issues, mixing live sound, and assisting in the design of soundscapes. Candidates should have experience with audio mixing software and hardware, as well as knowledge of various audio formats. They will also coordinate with the production team to meet sound requirements and maintain equipment inventory.</code> |
278
- | <code>The Service Operations Manager/Duty Operations Manager manages and coordinates the overall operations of a cluster of) train stations in a given zone. He/She supervises the station operations teams to ensure organisational requirements for rail services and safety requirements are fulfilled, and service excellence, and regulatory service standards are adhered to. He is responsible for the achievement of rail service and station operations performance standards, and recommends and implements continuous improvement initiatives to enhance overall rail services. He coordinates improvement initiatives for station facilities and the implementation of security measures with internal and external stakeholders. He also supervises coordinated response and recovery efforts during rail incidents and/or accidents. He possesses strong leadership and people management skills. He also has the ability to implement and synchronise organisational operating procedures and requirements across the different...</code> | <code>Service Operations Manager overseeing train station performance and safety standards, ensuring service excellence and compliance with regulatory requirements, while leading improvement initiatives and coordinating operations teams.</code> | <code>Junior Operations Coordinator for a healthcare facility managing day-to-day administrative tasks in a medical center. Responsible for supervising support staff to ensure compliance with healthcare regulations and patient service standards. Implements operational procedures and coordinates facility maintenance while assisting in emergency response plans during medical incidents. Strong communication and organizational skills are essential for this role.</code> |
279
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
280
  ```json
281
  {
@@ -294,13 +304,13 @@ You can finetune this model on your own dataset.
294
  | | anchor | positive | negative |
295
  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
296
  | type | string | string | string |
297
- | details | <ul><li>min: 58 tokens</li><li>mean: 170.17 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 67.58 tokens</li><li>max: 193 tokens</li></ul> | <ul><li>min: 30 tokens</li><li>mean: 83.14 tokens</li><li>max: 241 tokens</li></ul> |
298
  * Samples:
299
- | anchor | positive | negative |
300
- |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
301
- | <code>The Merchandising Manager/Category Manager/House Brand Manager oversees the implementation of merchandising strategies as well as the development of the private label or house brand products. He/she is also responsible for developing strategic partnerships, managing product assortment, driving product development and budget management. He works in a dynamic environment where he is expected to regularly review market and industry trends to drive appeal of merchandises to target customers. He is an energetic, creative, collaborative and highly adaptable team leader. He possesses the ability to build strong relationships with partners and is well-informed of consumer, market and industry trends.</code> | <code>Merchandising Manager responsible for executing merchandising strategies and managing the development of private label products, while driving partnerships, product assortment, and budget management in a fast-paced environment. Must stay updated on market trends to enhance product appeal and demonstrate strong leadership and relationship-building skills.</code> | <code>Junior Risk Management Analyst tasked with executing risk assessment strategies and managing compliance for various financial products. This role requires monitoring industry regulations to ensure adherence and support in developing risk mitigation plans. The candidate should be detail-oriented, capable of working in a team, and knowledgeable about market dynamics and regulatory trends.</code> |
302
- | <code>The Associate Director (Civil and Structural Engineering)/Principal Civil and Structural Engineer spearheads the overall planning, development and execution of projects to meet project requirements. He/She provides expert guidance for creative and innovative design solutions and reviews final design submittals. He also reviews the feasibility of the assessment solutions and manages the expectations of internal and external stakeholders. He drives the tendering processes and leads business negotiations. He oversees the talent recruitment and development processes of the organisation and is responsible for the department's financial positions. He may be required to perform the responsibilities of a Qualified Person in accordance with the Building Control Act. He is a subject matter expert in civil and structural engineering. He possesses high level of technical and engineering competence, as well as social and leadership skills that allow him to manage internal and external stakeholders ...</code> | <code>search for Associate Director in Civil and Structural Engineering with expertise in project planning, innovative design solutions, stakeholder management, and team leadership</code> | <code>The Junior Risk Management Analyst is responsible for identifying and analyzing potential risks within the financial services sector. This role involves conducting risk assessments, monitoring compliance with regulations, and preparing reports for management review. The analyst collaborates with various departments to implement risk mitigation strategies and ensures that all processes align with industry standards. Strong analytical and communication skills are essential, along with a foundational understanding of risk management principles. The candidate should be detail-oriented and able to thrive in a dynamic, regulatory environment.</code> |
303
- | <code>A Senior Occupational Therapist is responsible for providing client care, treatment and client education in collaboration with various healthcare teams. S/He performs detailed assessments and interventions for clients and may train new or junior occupational therapists in these activities. S/He has advanced expertise and knowledge in her/his specialty area. S/He is expected to monitor the caseloads of team members and provide supervision as needed. S/He may work in various settings such as public and private institutions, acute and community hospitals, rehabilitation centres, voluntary welfare organisations, schools, long-term care facilities and clients homes and work environments. S/He may also work as part of collaborative, interdisciplinary teams which may include teachers, doctors, audiologists, psychologists, social workers, physiotherapists and speech therapists. S/He should have initiative and be sensitive to the needs of her/his clients. S/He should possess management, leaders...</code> | <code>Job opening for an experienced Occupational Therapist focused on client treatment, education, and collaboration with healthcare teams; responsible for conducting assessments, providing interventions, and mentoring junior therapists while managing caseloads in various healthcare settings.</code> | <code>A Junior Risk Management Analyst is tasked with evaluating potential risks and developing strategies to mitigate them within the financial services sector. This role involves conducting risk assessments, preparing reports, and collaborating with senior analysts. The analyst must possess strong analytical skills and be able to communicate effectively with stakeholders. The position requires familiarity with regulatory compliance and may involve working with cross-functional teams in a corporate environment.</code> |
304
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
305
  ```json
306
  {
@@ -452,14 +462,14 @@ You can finetune this model on your own dataset.
452
  ### Training Logs
453
  | Epoch | Step | Training Loss | Validation Loss |
454
  |:-------:|:------:|:-------------:|:---------------:|
455
- | 0.6780 | 10 | 0.2113 | - |
456
- | 1.0 | 15 | - | 0.0085 |
457
- | 1.3390 | 20 | 0.0169 | - |
458
- | 2.0 | 30 | 0.0089 | 0.0055 |
459
- | 2.6780 | 40 | 0.009 | - |
460
- | 3.0 | 45 | - | 0.0045 |
461
- | 3.3390 | 50 | 0.0079 | - |
462
- | **4.0** | **60** | **0.0071** | **0.0044** |
463
 
464
  * The bold row denotes the saved checkpoint.
465
 
 
9
  - loss:MultipleNegativesRankingLoss
10
  base_model: nomic-ai/modernbert-embed-base
11
  widget:
12
+ - source_sentence: A Nurse Clinician has clinical expertise in a specialised field
13
+ of nursing. Her/His core function will be providing patient care through clinical
14
+ leadership in nursing practice. S/He is also responsible for evaluating the standards
15
+ of care and integrating evidence-based knowledge into clinical practice. S/he
16
+ will perform managerial, educational and research work in the course of her/his
17
+ professional practice. S/He provides guidance and direction to Assistant Nurse
18
+ Clinicians and below to ensure optimal care to meet desired patient outcomes.
19
+ S/He operates in a variety of settings such as acute care, primary care, community
20
+ hospitals, integrated care and long-term care facilities. S/He is insightful,
21
+ analytical and inquiring. S/He has interpersonal skills to exert positive influence
22
+ in leading and coaching a team of nurses towards clinical excellence.
23
  sentences:
24
+ - Credit Risk Management Specialist focused on implementing and executing policies
25
+ to safeguard the organization's financial stability. Responsible for monitoring
26
+ and reporting credit risks to align with the defined risk appetite, leading assessments
27
+ of credit applications and counterparty risks to ensure effective management.
28
+ Collaborates with business stakeholders to ensure adherence to credit policies
29
+ and regulatory requirements, with potential after-hours communication. Proficient
30
+ in credit analytics tools and knowledgeable about Basel frameworks, thriving in
31
+ dynamic environments and managing project details effectively while fostering
32
+ communication and collaboration to achieve objectives.
33
+ - A Junior Health Administrator oversees administrative operations in a healthcare
34
+ facility. Their primary responsibilities include managing patient records, coordinating
35
+ office procedures, and ensuring compliance with healthcare regulations. They support
36
+ the senior management team by analyzing data to improve operational efficiency
37
+ and assist in budget preparation. The role requires excellent organizational skills
38
+ and the ability to communicate effectively with staff and patients.
39
+ - Nurse Clinician role focused on providing specialized patient care, clinical leadership,
40
+ and evidence-based practice in various healthcare settings, including acute and
41
+ long-term care facilities.
42
+ - source_sentence: The Research Manager/Assistant Manager manages the conduct of research
43
+ and studies on the industry landscape in accordance with the ethical standards
44
+ and guidelines. He/She conceptualises research designs and frameworks for execution,
45
+ and validates results and findings in collaboration with relevant stakeholders.
46
+ He evaluates and applies research findings to enhance industry policies and practices,
47
+ and organisations strategic direction and programmes. He manages research budget
48
+ and relationships with strategic partners and stakeholders on collaborative research,
49
+ data-sharing and potential funding opportunities.The Research Manager/Assistant
50
+ Manager is analytical, insightful, and possesses critical thinking and organisational
51
+ skills. He is resourceful and passionate in what he does. He has keen business
52
+ acumen, strong interpersonal and communication skills to be able to work with
53
+ relevant stakeholders and provide consultation.
54
  sentences:
55
+ - Job opening for a Research Manager/Assistant Manager to oversee industry research
56
+ projects, develop research designs, and collaborate with stakeholders to validate
57
+ findings. The role involves enhancing policies and strategic initiatives based
58
+ on research insights while managing budgets and partnerships for collaborative
59
+ studies.
60
+ - User Interface Designer focused on understanding business and user needs for UI
61
+ design, developing technical specifications, and creating intuitive and responsive
62
+ user experiences. Responsible for managing UI elements to ensure consistency,
63
+ conducting usability tests, and analyzing design audits for continuous improvement.
64
+ Collaborates with a team, proficient in relevant programming languages and graphic
65
+ design tools, and applies Universal Principles of Design to innovate and enhance
66
+ user interfaces.
67
+ - Seeking a Junior Financial Analyst to assist in the preparation of financial reports
68
+ and analysis for the healthcare sector. The role includes evaluating financial
69
+ data, supporting budgeting processes, and collaborating with team members to ensure
70
+ compliance with industry regulations. Strong analytical skills and attention to
71
+ detail are essential for this position.
72
+ - source_sentence: The Head of Design Production leads the design production team
73
+ to meet the goals and objectives of product plans. He/She possesses a strong grasp
74
+ of technical knowledge for negotiating agreements and contracts with project partners
75
+ before commencing design production projects. He develops strategies to mitigate
76
+ any risks identified during the design production process. He leads teams and
77
+ nurtures staff by helping them to develop capabilities for reaching their potential.
78
+ The Head of Design Production is able to engage with stakeholders in all levels
79
+ of the organisation and can manage multiple priorities. He possesses sound knowledge
80
+ of technical and traditional art processes as well as production pipelines. In
81
+ addition, his excellent analytical and problem-solving capabilities enables him
82
+ to anticipate customer needs and enhance the design of the organisation's products.
83
+ Lastly, he possesses strong leadership and mentoring skills for developing his
84
+ team.
85
  sentences:
86
+ - Job opening for an Optimisation Engineer focusing on enhancing clean energy solutions,
87
+ responsible for maximizing efficiency and performance in smart grid systems and
88
+ battery storage technologies. The role involves analyzing data to identify inefficiencies
89
+ and implementing strategies for system optimization while collaborating with R&D
90
+ teams on innovative technology development.
91
+ - Junior Financial Analyst responsible for compiling and analyzing financial data
92
+ to support business decisions. The role requires proficiency in Excel and financial
93
+ modeling, with a focus on preparing reports for management. The analyst will assist
94
+ in budget preparation and forecasting, while collaborating with various departments
95
+ to ensure financial goals are met. Strong attention to detail and analytical skills
96
+ are essential for success in this position.
97
+ - Head of Design Production overseeing design teams to achieve product objectives,
98
+ skilled in negotiating contracts and managing project partnerships, with expertise
99
+ in risk management and staff development to enhance team capabilities and stakeholder
100
+ engagement.
101
+ - source_sentence: The Workplace Safety and Health (WSH) Supervisor is responsible
102
+ for conducting daily WSH compliance inspections at the work site. He/she assists
103
+ in safety and health planning and organisation, identifies WSH hazards, evaluate
104
+ and control risks, carry out WSH inspections and conduct incident investigation
105
+ and prepare report. He may be expected to conduct internal training or briefings
106
+ to facilitate safety compliance. He is required to work on-site and work closely
107
+ with operations and occupational hygiene team. The WSH Supervisor is collaborative
108
+ and demonstrates good teamwork and in order to solve problems.
 
 
 
 
 
 
 
 
 
 
109
  sentences:
110
+ - Workplace Safety and Health (WSH) Officer responsible for daily inspections, safety
111
+ planning, hazard identification, risk evaluation, and incident reporting. Collaborates
112
+ with operations and hygiene teams to ensure compliance and conducts training sessions
113
+ for staff.
114
+ - Civil and Structural Engineer responsible for overseeing project planning and
115
+ development. This role involves creating engineering designs tailored to project
116
+ specifications, progressing from initial concepts to detailed designs. The engineer
117
+ will perform project evaluations and deliver innovative solutions based on findings.
118
+ Engagement in the tendering process and supervision of contractors and subcontractors
119
+ is essential. Additionally, the engineer will manage team resource allocation
120
+ and mentor junior team members. Attention to detail and a strong understanding
121
+ of civil and structural engineering principles are crucial. Strong analytical
122
+ and problem-solving abilities, along with effective interpersonal skills for stakeholder
123
+ interaction, are required. The position involves both office and site work.
124
+ - Junior Health and Safety Coordinator tasked with performing routine evaluations
125
+ of environmental compliance across multiple sites. This role involves monitoring
126
+ air quality, waste management practices, and ensuring adherence to environmental
127
+ regulations. The coordinator is expected to prepare compliance documentation and
128
+ assist in training sessions on environmental protection measures.
129
+ - source_sentence: The Senior Manufacturing Planning Executive formulates production
130
+ plans and organises materials, manpower and resources to accomplish manufacturing
131
+ functions to fulfil customer and financial commitments. He/She validates the master
132
+ production schedule (MPS) and drives adherence of manufacturing works to project
133
+ schedules and goals in collaboration with cross-functional leads. He leads material
134
+ requirements planning and programme reviews with relevant stakeholders. He is
135
+ responsible for optimising supply chain and logistics planning, contract negotiations,
136
+ vendor sourcing, inventory planning and control and warehousing operations to
137
+ meet manufacturing requirements. He leverages data from supply chain management
138
+ (SCM) systems to enhance decision-making and implements supplier capability development
139
+ plans to enhance performance. He drives continuous improvements on product on-time
140
+ delivery and total available man-hours, develops strategies and priorities for
141
+ critical customer issues, facilitates problem-solving, leads in regular reviews
142
+ with customers and suppliers, and establishes best practices on process improvements
143
+ to enhance productivity. He proactively contributes to the development of lean
144
+ and sustainability practices, and conducts research and digital innovation in
145
+ targeted areas for continuous process improvements. As a team leader, he appraises
146
+ staff performance and conducts coaching and mentoring for planning personnel.
147
+ He should possess advanced statistical, forecasting and analytical skills to predict
148
+ planning and resource requirements. He is able to drive cross-functional collaboration
149
+ between internal and external stakeholders to optimise the planning processes
150
+ and ensure maximum resource utilisation.
151
  sentences:
152
+ - Rail station operations manager responsible for overseeing daily train services,
153
+ ensuring operational efficiency, meeting service standards, and leading teams
154
+ in performance reviews and emergency preparedness exercises.
155
+ - Senior Production Planner responsible for creating and optimizing manufacturing
156
+ schedules, managing resources, and ensuring adherence to project timelines while
157
+ collaborating with cross-functional teams to enhance supply chain efficiency and
158
+ fulfill customer commitments.
159
+ - Junior Supply Chain Analyst tasked with analyzing procurement data, monitoring
160
+ inventory levels, and assisting in vendor management within the healthcare sector.
161
+ This role focuses on supporting contract negotiations and improving logistics
162
+ operations to ensure timely delivery of medical supplies while collaborating with
163
+ internal teams to streamline processes.
 
 
 
 
 
 
 
 
164
  pipeline_tag: sentence-similarity
165
  library_name: sentence-transformers
166
  ---
 
215
  model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
216
  # Run inference
217
  sentences = [
218
+ 'The Senior Manufacturing Planning Executive formulates production plans and organises materials, manpower and resources to accomplish manufacturing functions to fulfil customer and financial commitments. He/She validates the master production schedule (MPS) and drives adherence of manufacturing works to project schedules and goals in collaboration with cross-functional leads. He leads material requirements planning and programme reviews with relevant stakeholders. He is responsible for optimising supply chain and logistics planning, contract negotiations, vendor sourcing, inventory planning and control and warehousing operations to meet manufacturing requirements. He leverages data from supply chain management (SCM) systems to enhance decision-making and implements supplier capability development plans to enhance performance. He drives continuous improvements on product on-time delivery and total available man-hours, develops strategies and priorities for critical customer issues, facilitates problem-solving, leads in regular reviews with customers and suppliers, and establishes best practices on process improvements to enhance productivity. He proactively contributes to the development of lean and sustainability practices, and conducts research and digital innovation in targeted areas for continuous process improvements. As a team leader, he appraises staff performance and conducts coaching and mentoring for planning personnel. He should possess advanced statistical, forecasting and analytical skills to predict planning and resource requirements. He is able to drive cross-functional collaboration between internal and external stakeholders to optimise the planning processes and ensure maximum resource utilisation.',
219
+ 'Senior Production Planner responsible for creating and optimizing manufacturing schedules, managing resources, and ensuring adherence to project timelines while collaborating with cross-functional teams to enhance supply chain efficiency and fulfill customer commitments.',
220
+ 'Junior Supply Chain Analyst tasked with analyzing procurement data, monitoring inventory levels, and assisting in vendor management within the healthcare sector. This role focuses on supporting contract negotiations and improving logistics operations to ensure timely delivery of medical supplies while collaborating with internal teams to streamline processes.',
221
  ]
222
  embeddings = model.encode(sentences)
223
  print(embeddings.shape)
 
226
  # Get the similarity scores for the embeddings
227
  similarities = model.similarity(embeddings, embeddings)
228
  print(similarities)
229
+ # tensor([[1.0000, 0.7355, 0.1687],
230
+ # [0.7355, 1.0000, 0.1211],
231
+ # [0.1687, 0.1211, 1.0000]])
232
  ```
233
 
234
  <!--
 
279
  | | anchor | positive | negative |
280
  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
281
  | type | string | string | string |
282
+ | details | <ul><li>min: 58 tokens</li><li>mean: 167.28 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 23 tokens</li><li>mean: 66.44 tokens</li><li>max: 204 tokens</li></ul> | <ul><li>min: 31 tokens</li><li>mean: 82.81 tokens</li><li>max: 208 tokens</li></ul> |
283
  * Samples:
284
+ | anchor | positive | negative |
285
+ |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
286
+ | <code>The Food Technologist develops and improves products through experimentation, performs tests on food ingredients and product prototypes, and ensures that correct methodologies are used to generate information for the required food quality and consistency standards. He/She holds a strategic role in the organisation, supporting the production function by providing food science expertise in designing processes to manufacture new food products with the required specifications on a commercial scale, and supporting the business development function in profiling products for marketing purposes and meeting regulatory requirements for sales and export. The Food Technologist may work in a food science laboratory and/or participate in cooking sessions in new product development. He should have good sensory skills to perform evaluations of flavours and to create new recipes and/or formulations for products. He should be able to work independently and possess analytical and problem-solving skills t...</code> | <code>Food product development specialist with expertise in ingredient testing, product formulation, and quality assurance standards, responsible for enhancing food manufacturing processes and supporting marketing strategies for new items.</code> | <code>Junior Risk Management Analyst responsible for assessing potential risks in financial portfolios, conducting quantitative analyses, and ensuring compliance with industry regulations. The role involves collaborating with senior analysts to develop risk mitigation strategies and prepare reports for stakeholders, focusing on the financial services sector. Candidates should possess strong analytical skills, attention to detail, and the ability to work in a fast-paced environment.</code> |
287
+ | <code>The Multi-Utility Operations Technician performs assigned tasks to support the day-to-day power plant operations, inspections, tests and equipment changeovers. He/She performs operational checklists. He/She reports defects, deficiencies and abnormalities and supports frontline maintenance works. He applies for Permits-to-Work for identified works, and performs works according to Safe System of Work (SSoW) practices. In times of emergency, he responds as an Emergency Response Team member according to plans and relevant safety procedures. He works at the trigeneration and/or power generation plants and may be required to perform shift work. He is a good team player and is collaborative in supporting the operations and maintenance works. He is also able to respond to situations quickly in times of faults or outages.</code> | <code>Multi-Utility Operations Technician responsible for daily operations and maintenance of power plants, conducting inspections, tests, and equipment changeovers. This role involves completing operational checklists, reporting issues, and assisting with maintenance tasks. The technician applies for Permits-to-Work and adheres to Safe System of Work (SSoW) protocols. In emergencies, they act as part of the Emergency Response Team, following safety procedures. Shift work may be required, and strong teamwork and quick response to faults are essential.</code> | <code>Junior Electrical Technician tasked with routine maintenance and troubleshooting of electrical systems in commercial buildings. This position includes conducting inspections, completing maintenance logs, and reporting electrical faults. The technician collaborates with the facilities team to ensure compliance with safety regulations and assists in emergency electrical repairs. Shift work is not required, and the role emphasizes individual problem-solving skills rather than teamwork in high-pressure situations.</code> |
288
+ | <code>The Senior Engineer/Assistant Manager (Commissioning) is responsible for driving operational excellence and effectiveness in commissioning activities. He/She verifies the accuracy of owner's project requirements, reviews commissioning plans, and ensures adherence to project scope, schedule and budget. He reviews commissioning issues from inspections, tests and site-visits, and ensures implementation of corrective and preventive measures. He coordinates with engineering procurement, design, and engineering construction teams to ensure compliance, safety and risk management in accordance with external regulations and organisational standards. He manages a team of engineers and ensures efficient business operations. He possesses strong analytical and problem-solving skills. He possesses good leadership, stakeholder management and project management skills. He works on-site and is expected to travel occasionally to project locations.</code> | <code>Job opening for a Senior Commissioning Engineer/Assistant Manager focused on enhancing operational performance in commissioning projects. Responsibilities include validating project requirements, assessing commissioning strategies, and ensuring alignment with scope, timeline, and budget. The role involves addressing commissioning challenges through inspections and site evaluations, implementing corrective actions, and collaborating with procurement, design, and construction teams for compliance and safety. Leadership and strong analytical skills are essential, and the position requires occasional travel to various project sites.</code> | <code>Seeking a Junior Risk Management Analyst to support the evaluation and mitigation of risks within financial projects. This role includes analyzing project requirements, developing risk assessment plans, and ensuring compliance with industry standards. The analyst will conduct risk assessments, provide recommendations based on inspections and evaluations, and collaborate with project teams to implement risk management strategies. Strong analytical skills and attention to detail are needed, and the position is primarily office-based with no travel required.</code> |
289
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
290
  ```json
291
  {
 
304
  | | anchor | positive | negative |
305
  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
306
  | type | string | string | string |
307
+ | details | <ul><li>min: 57 tokens</li><li>mean: 170.19 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 67.27 tokens</li><li>max: 194 tokens</li></ul> | <ul><li>min: 37 tokens</li><li>mean: 82.89 tokens</li><li>max: 198 tokens</li></ul> |
308
  * Samples:
309
+ | anchor | positive | negative |
310
+ |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
311
+ | <code>The Supervisor (Load Control) oversees the smooth running of load control operations. He/She is expected to review calculations for aircraft mass, balance and control as well as the mass centre of gravity. He ensures the timely delivery of load sheets and conducts Quality Assurance (QA) checks on mass and balance measurements. He ensures load limits and distribution plans are developed in line with Standard Operating Procedures (SOPs). He investigates issues encountered during load control operations and proposes corrective measures to prevent their recurrence. He also serves as a mentor to team members and/or direct reports and is responsible for resolving conflicts, grievances and disputes among the team. A proficient understanding of load control procedures and airline requirements is expected of the Supervisor (Load Control). He requires an Airlines Load and Trim Certification to perform his duties and works in shifts to accommodate round-the-clock flight arrivals and departures. H...</code> | <code>Load Control Supervisor responsible for managing load control operations, reviewing aircraft mass and balance calculations, and ensuring timely delivery of load sheets. Conducts Quality Assurance checks, develops load distribution plans per Standard Operating Procedures, and investigates operational issues. Mentors team members, resolves conflicts, and requires Airlines Load and Trim Certification. Must be detail-oriented, computer literate, and able to handle stressful situations effectively.</code> | <code>Junior Load Management Specialist responsible for tracking inventory levels and ensuring the accurate distribution of supplies within a warehouse. Reviews stock quantities and coordinates with suppliers to ensure timely delivery of materials. Conducts quality checks on incoming shipments and develops inventory management plans in accordance with company policies. Assists in training new staff and resolves minor operational issues. Requires a basic understanding of inventory systems and strong organizational skills. Must be able to work under pressure in a fast-paced environment.</code> |
312
+ | <code>The Assistant Marketing Executive assists in the execution of the organisation's branding and marketing efforts. He/she protects the brand image by ensuring organisational adherence to brand guidelines. He also supports promotional campaigns and marketing communication activities. Through the preparation and collation of data, he assists in market research and data analysis on brand awareness, market trends and target consumer landscape. Driven and resourceful, he works closely with team members to execute and adjust marketing and communication activities through timely follow-up of information. He is frequently in contact with advertising agencies and external suppliers. He also networks extensively outside of the office to stay in close contact with key industry stakeholders.</code> | <code>Marketing Coordinator responsible for supporting branding initiatives and executing marketing strategies. Ensures compliance with brand guidelines while assisting in promotional campaigns and communication efforts. Conducts market research and analyzes data on brand perception, market trends, and consumer demographics. Collaborative and proactive, works with team members to implement and refine marketing activities and maintains regular communication with advertising partners and industry contacts.</code> | <code>Junior Financial Analyst focused on conducting risk assessments and financial forecasting for the healthcare sector. Responsible for analyzing financial data and preparing reports to support decision-making processes. Collaborates with cross-functional teams to ensure compliance with industry regulations and standards. Engages with external auditors and stakeholders to provide insights on financial trends and performance metrics.</code> |
313
+ | <code>The Chief Engineer/Senior Engineering Manager (Signal and Communications) leads and facilitates the implementation of signal, communication and control systems maintenance regime in the organisation. He/She works closely with internal and external stakeholders in implementing new initiatives to enhance rail reliability and maintainability. He demonstrates his technical expertise in providing advice to cross-disciplinary engineering studies, review enhancement initiatives and establishes competency and engineering standards to ensure staff are equipped with relevant skills. He has a strong understanding of the rail operational activities, industry developments and regulatory requirements, and maintains a forward-looking mindset to contribute strategically towards achieving the department's operational goals.</code> | <code>Chief Engineer or Senior Engineering Manager for Signal and Communications overseeing the maintenance of communication systems, collaborating with stakeholders to improve rail reliability and maintainability, and providing technical guidance for engineering initiatives while ensuring staff competency and adherence to industry standards.</code> | <code>Junior Project Manager in Healthcare IT responsible for coordinating system implementations and upgrades, managing vendor relationships to enhance patient data management, and ensuring compliance with healthcare regulations while supporting cross-functional teams in achieving technology integration goals.</code> |
314
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
315
  ```json
316
  {
 
462
  ### Training Logs
463
  | Epoch | Step | Training Loss | Validation Loss |
464
  |:-------:|:------:|:-------------:|:---------------:|
465
+ | 0.6780 | 10 | 0.2134 | - |
466
+ | 1.0 | 15 | - | 0.0088 |
467
+ | 1.3390 | 20 | 0.0185 | - |
468
+ | 2.0 | 30 | 0.0088 | 0.0047 |
469
+ | 2.6780 | 40 | 0.0096 | - |
470
+ | 3.0 | 45 | - | 0.0038 |
471
+ | 3.3390 | 50 | 0.0065 | - |
472
+ | **4.0** | **60** | **0.0071** | **0.0037** |
473
 
474
  * The bold row denotes the saved checkpoint.
475
 
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  size 596070136
 
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