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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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Community
dnth commited on
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Add new SentenceTransformer model

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  1. README.md +195 -211
  2. model.safetensors +1 -1
README.md CHANGED
@@ -9,169 +9,153 @@ 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 Business Valuation Partner/Business Valuation Director is a
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- team leader in charge of various functions including generating business and growing
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- the business, quality control, technical leadership as well as sourcing appropriate
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- 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
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- 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
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- Director is also looked upon as an expert in valuation and should possess considerable
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- amount of valuation experience including valuation of intangible assets. He is
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- responsible for marketing and business development, client and stakeholder relationship
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- management, and making decisions on engagements and client acceptance.
23
  sentences:
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- - 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
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- 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
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- progress according to design specifications. Works in a team-oriented setting
31
- to successfully complete landscape design initiatives while maintaining awareness
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- of current trends and possessing strong design and technical skills. Capable of
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- 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
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- 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
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- in valuing intangible assets, involved in marketing, business development, and
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- client relationship management.
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- - 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,
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- and holds responsibility for fostering a culture of Workplace Safety and Health
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- (WSH) and adherence to industry quality standards. He inspires the organisation
53
- towards achieving business goals and fulfilling the vision, mission and values
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- by striving for continuous improvement and equipping the organisation to transition
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- change and innovations.
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  sentences:
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- - Chief Executive Officer responsible for setting strategic direction to enhance
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- business growth aligned with the organization's vision and values, translating
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- broad objectives into actionable plans, and representing the company to clients
60
- and stakeholders while promoting a culture of safety and quality standards.
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- - Audio technicians oversee the technical aspects of sound to integrate sound elements
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- throughout productions, following sound plans that align with the performance's
63
- vision and impact. This role involves managing sound equipment and systems to
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- blend music, sound effects, and soundscapes effectively. Audio technicians are
65
- tasked with setting up and testing equipment while collaborating closely with
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- 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
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- 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.
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- - source_sentence: The Membership Crew assists in the execution of plans covering
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- membership acquisition and member retention. He/She is involved in the sale of
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- memberships and monitors the membership statistics in accordance with the parameters
82
- set by management, monitors the budgeting and forecasting of membership rates
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- 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
  ---
@@ -226,9 +210,9 @@ from sentence_transformers import SentenceTransformer
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)
@@ -237,9 +221,9 @@ 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
  <!--
@@ -287,16 +271,16 @@ You can finetune this model on your own dataset.
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
  {
@@ -312,16 +296,16 @@ You can finetune this model on your own dataset.
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
  {
@@ -473,36 +457,36 @@ You can finetune this model on your own dataset.
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
 
 
9
  - loss:MultipleNegativesRankingLoss
10
  base_model: nomic-ai/modernbert-embed-base
11
  widget:
12
+ - source_sentence: The Principal Engineer is responsible for developing, enhancing,
13
+ and influencing the organisation's technical roadmap. He/She drives sustainable
14
+ manufacturing strategies by managing the integration of all module processes for
15
+ lean manufacturing in accordance with organisation's requirements. He establishes
16
+ organisation engineering quality management systems and evaluates quality engineering
17
+ processes to satisfy business and legislative requirements. In partnership with
18
+ the other departments, he is responsible to create business opportunities through
19
+ innovation and recommend changes to current technical practices. The Principal
20
+ Engineer is expected have an analytical mind to provide technical guidance and
21
+ mentorship to the technical department with a large degree of autonomy.
 
22
  sentences:
23
+ - Senior Occupational Therapy Manager overseeing clinical standards and competency
24
+ of therapists in diverse healthcare settings, including hospitals and rehabilitation
25
+ centres, while collaborating with interdisciplinary teams to manage complex client
26
+ cases.
27
+ - The Junior Quality Assurance Analyst is tasked with executing test plans and identifying
28
+ defects in software applications. He/She supports the development team by ensuring
29
+ that products meet quality standards and compliance regulations. The role involves
30
+ documenting test results and participating in the continuous improvement of testing
31
+ methodologies. The Junior Quality Assurance Analyst collaborates with project
32
+ managers to ensure timely delivery of software solutions while providing feedback
33
+ on potential enhancements to existing processes.
34
+ - search for Principal Engineer roles focusing on technical roadmap development,
35
+ lean manufacturing strategies, and engineering quality management systems
36
+ - source_sentence: The Logistics Contracts Manager/Logistics Programme Manager is
37
+ responsible for managing multiple logistics programmes and related customer service
38
+ activities. He/She is also responsible for managing the contracts to ensure customer
39
+ requirements are met and managing overall programme resources, including manpower,
40
+ internal assets and external vendors. Analytical and logical, he is required to
41
+ manage resources and obtain buy-in from internal and external stakeholders. He
42
+ is also expected to lead programmes and make business decisions independently.
 
 
 
 
 
 
 
 
 
 
 
 
43
  sentences:
44
+ - Logistics Programme Coordinator responsible for overseeing logistics initiatives
45
+ and customer service operations, ensuring compliance with contract specifications,
46
+ and effectively managing resources including personnel and vendors. Requires strong
47
+ analytical skills to engage stakeholders and drive program success independently.
48
+ - Job opportunities for Hotel Manager or Executive Assistant Manager focused on
49
+ daily operations management, strategic planning, and enhancing guest experiences
50
+ in hospitality settings.
51
+ - Junior Logistics Analyst tasked with supporting logistics operations and data
52
+ analysis, focusing on inventory management and supply chain optimization. Works
53
+ under the guidance of senior management to assist in contract compliance and vendor
54
+ coordination, requiring attention to detail and effective communication skills.
55
+ - source_sentence: Make-up and/or Hair Artists are responsible for applying make-up
56
+ and hairstyles for cast before and during a performance to capture their visual
57
+ appearance in line with the desired look and vision of the production as outlined
58
+ by the make-up and hair design plans. This may include the application of both
59
+ cosmetic and special effects make-up. They are responsible for translating the
60
+ vision for each cast into their physical appearance through effective make-up
61
+ and hairstyles. Make-up and/or Hair Artists need to be aware of factors such as
62
+ production lighting that may impact the appearance of make-up and hair. They should
63
+ also consult with cast on any skincare concerns or allergic precautions and be
64
+ able to cater to cast of all age groups, genders and racial/ethnic backgrounds.
65
+ In productions where cast are responsible for their own make-up and hair, Make-up
66
+ and/or Hair Artists may provide additional support and assistance. Make-up and/or
67
+ Hair Artists are typically present in larger venues, productions and organisations
68
+ where the scale of production requires a role focusing on make-up and hair. In
69
+ smaller venues and productions, the responsibilities of this role would often
70
+ be taken on by other personnel involved in the production.
 
 
 
 
 
 
71
  sentences:
72
+ - Sound Editing Supervisor overseeing the post-production sound team, managing sound
73
+ editing projects, ensuring quality and alignment with creative vision, and collaborating
74
+ with production teams for audio file integration and sound mixing requirements.
75
+ - Junior Hair Stylists and Make-up Technicians are responsible for providing hair
76
+ styling and basic make-up application services for clients in a salon environment,
77
+ focusing on everyday looks rather than performance-based aesthetics. This role
78
+ involves the use of standard cosmetic products and basic hair products to enhance
79
+ natural beauty. They must be knowledgeable about current beauty trends and be
80
+ able to cater to a diverse clientele, including various age groups and ethnic
81
+ backgrounds. Junior Hair Stylists may also offer consultations on hair care and
82
+ styling techniques, ensuring clients leave satisfied with their appearance. In
83
+ larger salons, these technicians work under the supervision of senior stylists,
84
+ while in smaller establishments, they may handle a wider range of client needs.
85
+ - Make-up and Hair Artists are tasked with creating and applying make-up and hairstyles
86
+ for performers before and during shows to achieve the intended aesthetic as per
87
+ the production's design concepts. This role encompasses both cosmetic and special
88
+ effects make-up application. They interpret the artistic vision for each performer,
89
+ ensuring their appearance aligns with the production's requirements. Awareness
90
+ of production lighting effects on make-up and hair is essential, as well as consulting
91
+ with performers regarding skincare issues or allergies, accommodating individuals
92
+ of all ages, genders, and ethnic backgrounds. In larger productions, Make-up and
93
+ Hair Artists play a crucial role, while in smaller settings, these responsibilities
94
+ may be shared among other production staff.
95
+ - source_sentence: The Fuel System Operations Manager/Fuel System Operations Senior
96
+ Executive supervises routine system operational works, plans for the fuel systems
97
+ operations, such as inter-tank transfers, and prepares routine reports. He/She
98
+ manages the tank storage inventory and performs investigations for dispute settlements.
99
+ He works with customers to provide clarifications on contracts terms, conditions
100
+ and technical specifications. He also reviews contract specifications for legal
101
+ clearance. He coaches the team according to their strengths and areas of development
102
+ to help them achieve performance targets. He reviews overall training and development
103
+ plans for the department to ensure that they are aligned with organisational plans.
104
+ He works in a customer-oriented environment. He is a good team player, and possesses
105
+ good planning skills in reviewing processes and fuel stock.
106
  sentences:
107
+ - Fuel Operations Manager overseeing system functions, coordinating inter-tank transfers,
108
+ and generating regular reports. Responsible for managing storage inventory, resolving
109
+ disputes, and clarifying contract terms with clients. Reviews legal specifications
110
+ and guides team development to meet performance goals, ensuring alignment with
111
+ organizational training plans in a customer-focused setting.
112
+ - Trade Compliance Analyst responsible for evaluating changes in trade regulations
113
+ and their implications for the organization. This role involves performing due
114
+ diligence on trade agreements and ensuring adherence to trade regulatory standards.
115
+ The analyst communicates regulatory updates and offers guidance to internal teams
116
+ for accurate interpretation. Additionally, collaboration with regional teams is
117
+ essential to identify trade risks associated with policies and regulations, providing
118
+ advice on organizational guidelines and processes. The ideal candidate is self-driven
119
+ with excellent interpersonal, analytical, and coordination skills.
120
+ - Junior Risk Management Analyst responsible for assisting in the evaluation of
121
+ potential risks within corporate projects, conducting assessments, and preparing
122
+ detailed reports. Collaborates with various teams to ensure compliance with regulatory
123
+ standards and internal policies. Supports the development of risk mitigation strategies
124
+ and provides training on risk assessment tools, while focusing on enhancing team
125
+ performance and achieving departmental objectives.
126
+ - source_sentence: The Creative Director/Creative Supervisor/3D Art Supervisor establishes
127
+ the creative vision for the production content with the objective of delivering
128
+ an impactful story in the visual medium. He/She is responsible for analysing the
129
+ script to understand the overall mood and flow. He also develops the visual styles
130
+ and overall look and feel of the content to deliver visual impact. He leads the
131
+ execution of the creative vision by guiding the creative teams in delivering quality
132
+ art and animation assets. He also guides the creative process when planning of
133
+ advertising and promotion activities for developed content. The work involves
134
+ being the custodian of the entire creative accountability for a project or multiple
135
+ projects. He spends most of his time in guiding creative teams in delivering high
136
+ quality outcomes. He also spends significant time in ideating the creative direction
137
+ for specific projects. He should be effective at planning and organising as well
138
+ as stakeholder management to deliver as per project requirements and timelines.
139
+ He needs to have the storytelling abilities as well as the ability to realise
140
+ stories in the visual medium. He is also required to have expert knowledge of
141
+ 2D and 3D art and animation to be able to guide the creative teams.
142
  sentences:
143
+ - Job opening for a Senior Technical Officer in Multi-Utility Operations to oversee
144
+ power plant daily operations, manage inspections, and execute equipment changeovers.
145
+ Responsibilities include performing maintenance tasks, reporting data on defects,
146
+ and conducting on-the-job training for staff development. The role requires issuing
147
+ work orders for Permits-to-Work and ensuring adherence to Safe System of Work
148
+ (SSoW) practices. In emergencies, the officer will implement response plans and
149
+ manage the Emergency Response Team. Shift work is expected, and strong leadership
150
+ and teamwork skills are essential.
151
+ - Creative Director for visual storytelling in production, responsible for developing
152
+ impactful visual styles and guiding teams in delivering high-quality art and animation
153
+ assets while managing stakeholder expectations.
154
+ - Junior Graphic Designer focused on creating marketing materials and digital content
155
+ for a retail company. Responsibilities include designing visual layouts, collaborating
156
+ with the marketing team, and ensuring brand consistency across all platforms.
157
+ Requires proficiency in Adobe Creative Suite, attention to detail, and the ability
158
+ to follow design briefs closely.
159
  pipeline_tag: sentence-similarity
160
  library_name: sentence-transformers
161
  ---
 
210
  model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base")
211
  # Run inference
212
  sentences = [
213
+ 'The Creative Director/Creative Supervisor/3D Art Supervisor establishes the creative vision for the production content with the objective of delivering an impactful story in the visual medium. He/She is responsible for analysing the script to understand the overall mood and flow. He also develops the visual styles and overall look and feel of the content to deliver visual impact. He leads the execution of the creative vision by guiding the creative teams in delivering quality art and animation assets. He also guides the creative process when planning of advertising and promotion activities for developed content. The work involves being the custodian of the entire creative accountability for a project or multiple projects. He spends most of his time in guiding creative teams in delivering high quality outcomes. He also spends significant time in ideating the creative direction for specific projects. He should be effective at planning and organising as well as stakeholder management to deliver as per project requirements and timelines. He needs to have the storytelling abilities as well as the ability to realise stories in the visual medium. He is also required to have expert knowledge of 2D and 3D art and animation to be able to guide the creative teams.',
214
+ 'Creative Director for visual storytelling in production, responsible for developing impactful visual styles and guiding teams in delivering high-quality art and animation assets while managing stakeholder expectations.',
215
+ 'Junior Graphic Designer focused on creating marketing materials and digital content for a retail company. Responsibilities include designing visual layouts, collaborating with the marketing team, and ensuring brand consistency across all platforms. Requires proficiency in Adobe Creative Suite, attention to detail, and the ability to follow design briefs closely.',
216
  ]
217
  embeddings = model.encode(sentences)
218
  print(embeddings.shape)
 
221
  # Get the similarity scores for the embeddings
222
  similarities = model.similarity(embeddings, embeddings)
223
  print(similarities)
224
+ # tensor([[1.0000, 0.7343, 0.1572],
225
+ # [0.7343, 1.0000, 0.1292],
226
+ # [0.1572, 0.1292, 1.0000]])
227
  ```
228
 
229
  <!--
 
271
  * Size: 7,540 training samples
272
  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
273
  * Approximate statistics based on the first 1000 samples:
274
+ | | anchor | positive | negative |
275
+ |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
276
+ | type | string | string | string |
277
+ | details | <ul><li>min: 60 tokens</li><li>mean: 169.51 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 17 tokens</li><li>mean: 66.49 tokens</li><li>max: 170 tokens</li></ul> | <ul><li>min: 33 tokens</li><li>mean: 82.64 tokens</li><li>max: 220 tokens</li></ul> |
278
  * Samples:
279
+ | anchor | positive | negative |
280
+ |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
281
+ | <code>The Assistant Process Engineer applies engineering principles and techniques to support the production processes in a manufacturing environment to meet organisational objectives. He/She also assists in analysing manufacturing issues and makes recommendation for out of control processes. In addition, the Assistant Process Engineer participates in production and manufacturing systems improvement projects in accordance with organisational objectives. The Assistant Process Engineer is required to have strong communication skills, good teamwork and an analytical mind to perform his role well to achieve the desired organisational outcomes.</code> | <code>Job opening for an Assistant Process Engineer to utilize engineering principles in enhancing production processes within a manufacturing setting, focusing on problem analysis and process optimization. Candidates should possess excellent communication abilities, strong teamwork skills, and an analytical mindset to contribute effectively to organizational goals.</code> | <code>We are seeking a Junior Quality Assurance Analyst to ensure product quality and compliance in a healthcare setting. The role involves conducting systematic inspections and tests, documenting results, and collaborating with cross-functional teams to address quality issues. Candidates should have strong attention to detail, effective communication skills, and the ability to analyze data to support continuous improvement initiatives.</code> |
282
+ | <code>The Product Risk Manager evaluates potential risks and controls based on findings provided by the Product Risk Analyst. He/She implement risk mitigation activities and determines the targeted scope of research on risk management issues. He is also responsible for driving the monitoring and maintenance of the product risk management process. He reviews risk management documentations and evaluates current controls to seek improvements. He provides strategic direction in risk assessments and reviews the written report. He is familiar with the format and requirements of such reports and applies risk management guidelines to various products. He is also analytical in applying these risk management concepts and thinking skills to product development and evaluate the feasibility of the proposed recommendations in enhancing the current risk management framework and policies. The Product Risk Manager anticipate issues across all phases of the product life cycle and strategise solutions to mitig...</code> | <code>Job opening for a Product Risk Manager responsible for assessing risks and implementing controls based on analyses from the Product Risk Analyst. The role involves executing risk mitigation strategies, overseeing the product risk management process, and enhancing documentation and controls. Candidates should provide strategic insights during risk assessments and be adept at drafting comprehensive reports. Familiarity with risk management guidelines and strong analytical skills are essential for evaluating product development feasibility and improving existing frameworks. Effective communication and teamwork are crucial for engaging with stakeholders throughout the product life cycle.</code> | <code>Seeking a Junior Financial Analyst to support the finance team in conducting financial reporting and analysis for the healthcare sector. The role involves gathering and analyzing financial data, preparing reports, and assisting in the budgeting process. The candidate will monitor financial performance and help identify areas for cost reduction and efficiency improvement. Familiarity with healthcare regulations and financial modeling is preferred. Strong analytical skills and attention to detail are essential. The Junior Financial Analyst will also collaborate with various departments to ensure accurate financial forecasting and compliance with industry standards.</code> |
283
+ | <code>The Senior Quality Engineer evaluates and manages quality systems, tools and standards to meet business needs. He/She, as the subject matter expert, is required to identify risk areas, ensure the robustness of the risk control plans deployed for excursion free launch and conduct qualification and/or validation for new materials. He is responsible for developing a management system to ensure that operations meet both internal and external parties quality requirements. He has to take the lead in managing cross-functional teams in continuous improvement projects and assist in implementing process improvement projects. He plays an important role in organisational development through development of on-the-job training and mentoring of team leaders. The Senior Quality Engineer possesses an analytical mind and leadership skills to steer the team to perform their best and achieve the desired organisational outcomes.</code> | <code>Senior Quality Assurance Specialist overseeing quality systems and standards to fulfill business objectives, identifying risk areas, and ensuring effective risk control plans for successful launches. Responsible for developing management systems that meet quality requirements and leading cross-functional teams in continuous improvement initiatives while mentoring team leaders for organizational growth.</code> | <code>Junior Quality Control Technician responsible for inspecting products and materials to ensure compliance with safety standards in the manufacturing industry. The role involves performing routine quality checks, documenting findings, and reporting discrepancies. This position requires basic knowledge of quality assurance processes and the ability to work collaboratively with production teams to resolve quality issues. The technician will assist in maintaining quality documentation and support the implementation of corrective actions as needed.</code> |
284
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
285
  ```json
286
  {
 
296
  * Size: 1,885 evaluation samples
297
  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
298
  * Approximate statistics based on the first 1000 samples:
299
+ | | anchor | positive | negative |
300
+ |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
301
+ | type | string | string | string |
302
+ | details | <ul><li>min: 58 tokens</li><li>mean: 168.42 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 23 tokens</li><li>mean: 69.33 tokens</li><li>max: 204 tokens</li></ul> | <ul><li>min: 34 tokens</li><li>mean: 83.71 tokens</li><li>max: 204 tokens</li></ul> |
303
  * Samples:
304
+ | anchor | positive | negative |
305
+ |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
306
+ | <code>The Business-to-Business Sales and Key Accounts Manager conceptualises sales strategies and business plans with senior management, and drives the performance of the sales team to achieve sales targets. He/She engages clients on issues pertaining to tender documents and technical specifications of products and services, and synergises with the various departments on client accounts to manage client relationships and service experience. He/She formulates new account development strategies to capitalise on potential opportunities. He coaches the team according to their strengths and areas of development to help them achieve performance targets. He reviews overall training and development plans for the department to ensure that they are aligned with organisational plans. He works in a customer-centric, dynamic and challenging sales environment. He is intellectually curious and has a deep understanding on electricity package product offerings. He is a decisive, communicative and strong lead...</code> | <code>Sales Manager for B2B and Key Accounts who develops strategic sales plans with upper management, leads the sales team to meet targets, and collaborates with clients on tender documents and product specifications while fostering strong client relationships. Responsible for creating new account strategies to leverage opportunities, coaching team members based on their skills, and aligning training initiatives with company goals in a fast-paced, customer-focused sales environment. Must possess a strong understanding of electricity products and exhibit leadership qualities to effectively manage stakeholders and drive sales performance.</code> | <code>Junior Risk Management Analyst who assists in the evaluation of potential risks and develops mitigation strategies in a financial services company. This role involves analyzing risk assessment reports and collaborating with various teams to ensure compliance with regulatory standards. The analyst will support senior management in formulating risk management policies and procedures, while also conducting training sessions for staff on risk awareness. Strong analytical skills and a foundational knowledge of financial regulations are essential, as well as the ability to communicate effectively with stakeholders to promote a risk-aware culture within the organization.</code> |
307
+ | <code>The Customer Service Officer/Rover supports day-to-day train services and operations, which include conducting patrols on passenger trains and at station premises to ensure the operability of equipment, performing first-line recovery of train and station equipment malfunctions, and serving as an emergency train operator. He/She works on rotating shifts and performs duties at train station premises, in passenger trains, and from the cabs of trains. He possesses good situational awareness, and is able to communicate professionally via public announcement systems to convey train service information to commuters.</code> | <code>Customer Service Officer responsible for daily train operations, conducting patrols on trains and at stations, ensuring equipment functionality, handling initial recovery of malfunctions, and acting as an emergency operator, with rotating shifts and excellent communication skills.</code> | <code>Junior Technical Support Specialist needed for a healthcare software company, focusing on troubleshooting application issues, assisting users with software functionalities, and providing first-line IT support. Must work flexible hours and communicate effectively via email and chat to resolve technical queries.</code> |
308
+ | <code>The Agency Director/Segment Lead is responsible for the overall strategy of the agency or segment. He/She connects with the various partners and distribution channels to bring their products to market. He is responsible for formulating the policies and initiatives for the agency. He sets the targets for the agency and directs the agency in meeting the Key Performance Indicators (KPIs) that drive the agency's performance. He also provides mentorship to the teams. The Agency Director/Segment Lead is strategic and forward looking, setting the vision and direction for the agency and driving its achievement through disciplined agency management. He is also comfortable in working with senior stakeholders, and has strong interpersonal skills to forge relationships with external parties and also to lead the agency.</code> | <code>Agency Director responsible for strategic leadership, partner engagement, and performance management in driving agency success and achieving KPIs while mentoring teams and fostering relationships with stakeholders.</code> | <code>Junior Financial Analyst tasked with compiling budget reports and analyzing financial data in a healthcare setting. This role requires attention to detail and proficiency in data management software. The Junior Financial Analyst will assist in developing financial models and support the senior team in preparing presentations for stakeholders. Strong analytical skills and the ability to work collaboratively with various departments are essential for success in this position.</code> |
309
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
310
  ```json
311
  {
 
457
  ### Training Logs
458
  | Epoch | Step | Training Loss | Validation Loss |
459
  |:--------:|:-------:|:-------------:|:---------------:|
460
+ | 0.6780 | 10 | 0.3149 | - |
461
+ | 1.0 | 15 | - | 0.0164 |
462
+ | 1.3390 | 20 | 0.0302 | - |
463
+ | 2.0 | 30 | 0.0146 | 0.0079 |
464
+ | 2.6780 | 40 | 0.0093 | - |
465
+ | 3.0 | 45 | - | 0.0055 |
466
+ | 3.3390 | 50 | 0.0075 | - |
467
+ | 4.0 | 60 | 0.0058 | 0.0044 |
468
+ | 4.6780 | 70 | 0.0039 | - |
469
+ | 5.0 | 75 | - | 0.0039 |
470
+ | 5.3390 | 80 | 0.0049 | - |
471
+ | 6.0 | 90 | 0.0043 | 0.0032 |
472
+ | 6.6780 | 100 | 0.0056 | - |
473
+ | 7.0 | 105 | - | 0.0025 |
474
+ | 7.3390 | 110 | 0.006 | - |
475
+ | 8.0 | 120 | 0.003 | 0.0021 |
476
+ | 8.6780 | 130 | 0.004 | - |
477
+ | 9.0 | 135 | - | 0.0019 |
478
+ | 9.3390 | 140 | 0.0037 | - |
479
+ | 10.0 | 150 | 0.0057 | 0.0018 |
480
+ | 10.6780 | 160 | 0.0032 | - |
481
+ | 11.0 | 165 | - | 0.0018 |
482
+ | 11.3390 | 170 | 0.0057 | - |
483
+ | 12.0 | 180 | 0.0029 | 0.0018 |
484
+ | 12.6780 | 190 | 0.0028 | - |
485
+ | **13.0** | **195** | **-** | **0.0017** |
486
  | 13.3390 | 200 | 0.0033 | - |
487
+ | 14.0 | 210 | 0.0031 | 0.0017 |
488
+ | 14.6780 | 220 | 0.0037 | - |
489
+ | 15.0 | 225 | - | 0.0017 |
490
 
491
  * The bold row denotes the saved checkpoint.
492
 
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  size 596070136
 
1
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