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ssf-retriever-all-MiniLM-L6-v2

Sentence Similarity
sentence-transformers
Safetensors
modernbert
feature-extraction
dense
Generated from Trainer
dataset_size:3016
loss:MultipleNegativesRankingLoss
text-embeddings-inference
Model card Files
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Add new SentenceTransformer model

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  1. README.md +214 -191
  2. model.safetensors +1 -1
README.md CHANGED
@@ -5,150 +5,182 @@ tags:
5
  - feature-extraction
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  - dense
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  - generated_from_trainer
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- - dataset_size:4488
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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 Engineering and Maintenance Manager oversees the asset management
13
- team in carrying out predictive, preventive and corrective maintenance of the
14
- plant equipment to ensure that power is generated reliably in the plant. He/She
15
- reviews work carried out by the team, and contractors, as well as establishes
16
- follow-up actions to be taken. He conducts the planning of asset management and
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- reliability centred maintenance to improve efficiency in maintenance. In a bid
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- to protect the plant against cyberthreats, he develops and formulates the cybersecurity
19
- framework, procedures and guidelines. He coaches the team according to their strengths
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- and areas of development to help them achieve performance targets. He reviews
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- overall training and development plans for the department to ensure that they
22
- are aligned with organisational plans. He manages overall Safe System of Work
23
- (SSoW) practices according to statutory requirements and best industrial practices.
24
- He collaborates with the crisis management team on emergency situations and recovery
25
- activities, and leads emergency responses as a Site Incident Controller. He works
26
- in the administration office of the power plant, which is typically situated in
27
- the industrial areas of Singapore. He also deals with the equipment in the power
28
- plant station, such as generators, motors, turbines, high pressure vessels, boiler,
29
- condensers and compressors. He possesses good leadership skills to lead junior
30
- team members and contractors. He is detail-oriented and systematic in developing
31
- plans for the department. In addition, he is agile and quick-witted in adapting
32
- to emergency situations. Furthermore, he is innovative in finding ways to improve
33
- the plants' preparedness against cyberthreats. He demonstrates good networking
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- skills to collaborate with authorities and other stakeholders for Statutory Inspections
35
- and other requirements.
36
  sentences:
37
- - A HSSEQ Manager responsible for overseeing safety, health, quality, security,
38
- and environmental management, adhering to international codes and IMO regulations,
39
- aligning with organizational goals and fostering continuous improvement.
40
- - Search for "Asset Management Leader" positions at power generation facilities
41
- in Singapore who oversee maintenance teams and develop cybersecurity frameworks.
42
- - Job Description for "Environmental Health and Safety Coordinator" in a chemical
43
- manufacturing company located in the industrial area of Malaysia. This person
44
- ensures compliance with environmental regulations and conducts regular audits
45
- on-site to identify potential hazards. They implement safety protocols and conduct
46
- training sessions for employees.
47
- - source_sentence: The Senior Technician/Technician maintains, troubleshoots and repairs
48
- port equipment, including automated equipment, while ensuring minimum disruption
49
- to port operations. He/She also participates in equipment modification projects
50
- to improve the reliability of the port equipment, while monitoring vendors in
51
- their work. He proposes improvements to the organisation's workflow, is a meticulous
52
- person who is able to work under pressure and at various heights.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
53
  sentences:
54
- - 'Job Title: Senior Technician (Port Equipment Maintenance) - **Not Available**
55
- Due to Recent Merger'
56
- - Chief Risk Officer seeking strategic oversight of organizational risk exposure
57
- and development of comprehensive risk management policies.
58
- - Search for "Senior Technician Job Description Required for Automated Port Equipment
59
- Maintenance"
60
- - source_sentence: The Senior Game Designer determines the structure of a game, how
61
- it will be played, its rules, objectives, logic and systems and game features.
62
- He/She communicates these game elements to various production teams and provides
63
- the direction needed to deliver the intended player experience. He conceives the
64
- game's overall user experience and interaction scenarios to design user journeys
65
- as well as engaging user interfaces. In addition, he is responsible for training
66
- game testers to play the game, making sure that the game elements are balanced
67
- and that they understand what is expected of the finished product. The work involves
68
- leading a team to deliver creative outcomes in a high pressure project environment
69
- as well as aligning expectations and outcomes with multiple teams. He spends most
70
- of his time in creative ideation, and provides guidance to his team and has to
71
- attend meetings with other teams regularly. He has a passion for games. He is
72
- a creative thinker and an effective problem solver with an eye for detail. He
73
- is an able multi-tasker and is proficient in collaborating with multiple teams
74
- concurrently. He is also expected to be strong at communication and negotiations
75
- to be able to deliver his responsibilities effectively.
 
 
 
 
 
 
 
 
 
 
 
76
  sentences:
77
- - A Game Designer plays a crucial role in crafting immersive gaming experiences.
78
- They determine gameplay mechanics, balance game fairness, and ensure the player's
79
- journey through the story is seamless. This position demands creativity, strategic
80
- thinking, and excellent collaboration abilities. Ideal candidates possess extensive
81
- knowledge of game development processes and will contribute to the creation of
82
- compelling narratives within tight deadlines.
83
- - A Data Analyst meticulously tracks and analyzes financial data, identifying trends
84
- and patterns to inform business decisions. Their duties involve interpreting complex
85
- datasets and presenting findings to stakeholders in clear, concise reports. Proficient
86
- in statistical tools, they ensure accuracy in reporting and collaborate closely
87
- with managers to drive performance improvements.
88
- - Associate Network Engineer Singapore SkillsFuture Skills Framework Support Network
89
- Infrastructure Deployment Operations Installation Monitoring Troubleshooting Testing
90
- Security Incident Resolution Documentation Compliance Procedures Standards Core
91
- Networking Technologies Trends Network Standards Routing Protocols Rotation On-Call
92
- Shifts Team Player Results Driven Analytical Fast-Paced Environment
93
- - source_sentence: The Concierge coordinates and supervises the day-to-day concierge
94
- operations to ensure the highest level of service delivery to guests. He/She plans
95
- resources and allocates work assignments, coordinates concierge activities, handles
96
- operational irregularities and takes on concierge duties as needed. The Concierge
97
- acts as a role model to drive service culture within the team. He monitors service
98
- quality and guest satisfaction, resolves guests' concerns and feedback and implements
99
- innovation and improvement plans for continuous improvement. To ensure workplace
100
- safety and security, he monitors the team's compliance with organisational and
101
- regulatory requirements, identifies potential security threats within the property
102
- premises and executes response plans during emergency situations. As part of his
103
- supervisory role, he reviews the team's training needs, implements training plans
104
- and monitors team performance. The Concierge is a personable and friendly individual
105
- with excellent communication and interpersonal skills. He thrives in a fast-paced
106
- environment and is able to work collaboratively with others and handle varied
107
- and diverse needs of guests with empathy. He is able to stand for long hours and
108
- works on shifts, including weekends and public holidays.
109
  sentences:
110
- - A front desk operator ensures customer satisfaction by greeting guests warmly,
111
- managing check-ins/check-outs, handling reservations, addressing inquiries promptly,
112
- and maintaining a clean workspace. They collaborate effectively with other departments
113
- and are responsible for ensuring guest comfort throughout their stay at the hotel.
114
- - A finance analyst with 5 years of experience in financial reporting and analysis,
115
- focusing on budget management and forecasting for small businesses in the manufacturing
116
- sector. This position requires strong analytical skills, attention to detail,
117
- and proficiency in Microsoft Excel and QuickBooks.
118
- - Quality Assurance Assistant Responsibilities Include Document Preparation, Data
119
- Validation, and Systematic Filing - Looking for a Job That Emphasizes Organizational
120
- Skills & Customer Impact!
121
- - source_sentence: The Catering Officer coordinates the administration of catering
122
- services such as conducting quality checks on in-flight meals and monitoring the
123
- loading and unloading of food carts. He/She facilitates work processes to address
124
- hygiene and quality gaps identified from audit findings. He executes safety and
125
- security measures and serves as a mentor to team members. The Catering Officer
126
- possesses a Class 3 Driving Licence and an Airfield Driving Permit (ADP) to operate
127
- vehicles and transport food carts. He is also knowledgeable about meal preparation
128
- and food safety practices and other regulations set by the organisation. He works
129
- in shifts to accommodate round-the-clock flight arrivals and departures. He is
130
- detail-oriented, possesses good time management and interpersonal skills and is
131
- able to work well with others.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
132
  sentences:
133
- - "Catering Officer manages the logistics of hotel room cleaning tasks, focusing\
134
- \ on optimizing cleaning schedules and enhancing guest satisfaction through cost-effective\
135
- \ cleaning solutions. \n\nThis negative query aims to challenge a retrieval system\
136
- \ by incorporating similar keywords like \"Catering\" and \"management,\" while\
137
- \ describing a completely different role focused on room cleaning instead of catering\
138
- \ services."
139
- - A Senior Centre Director oversees a network of centers. They mentor their junior
140
- leaders, helping them develop strategic plans and structures to ensure high-quality
141
- programs and lessons for children. With extensive experience in center management,
142
- the senior director promotes professionalism and organizational excellence by
143
- mentoring center directors on center operations, process improvement, and governance.
144
- Possessing strong leadership skills, they build and leverage effective relationships
145
- with stakeholders, driving the creation of cluster-wide networking plans to establish
146
- and maintain collaborative partnerships with stakeholders.
147
- - Catering Manager coordinates the management of all aspects of catering operations
148
- including ensuring compliance with food safety standards and overseeing the delivery
149
- process to ensure timely service at various locations. They are responsible for
150
- maintaining high levels of hygiene and quality control throughout the organization's
151
- facilities.
152
  pipeline_tag: sentence-similarity
153
  library_name: sentence-transformers
154
  ---
@@ -203,9 +235,9 @@ from sentence_transformers import SentenceTransformer
203
  model = SentenceTransformer("dnth/ssf-retriever-all-MiniLM-L6-v2")
204
  # Run inference
205
  sentences = [
206
- 'The Catering Officer coordinates the administration of catering services such as conducting quality checks on in-flight meals and monitoring the loading and unloading of food carts. He/She facilitates work processes to address hygiene and quality gaps identified from audit findings. He executes safety and security measures and serves as a mentor to team members. The Catering Officer possesses a Class 3 Driving Licence and an Airfield Driving Permit (ADP) to operate vehicles and transport food carts. He is also knowledgeable about meal preparation and food safety practices and other regulations set by the organisation. He works in shifts to accommodate round-the-clock flight arrivals and departures. He is detail-oriented, possesses good time management and interpersonal skills and is able to work well with others.',
207
- "Catering Manager coordinates the management of all aspects of catering operations including ensuring compliance with food safety standards and overseeing the delivery process to ensure timely service at various locations. They are responsible for maintaining high levels of hygiene and quality control throughout the organization's facilities.",
208
- 'Catering Officer manages the logistics of hotel room cleaning tasks, focusing on optimizing cleaning schedules and enhancing guest satisfaction through cost-effective cleaning solutions. \n\nThis negative query aims to challenge a retrieval system by incorporating similar keywords like "Catering" and "management," while describing a completely different role focused on room cleaning instead of catering services.',
209
  ]
210
  embeddings = model.encode(sentences)
211
  print(embeddings.shape)
@@ -214,9 +246,9 @@ print(embeddings.shape)
214
  # Get the similarity scores for the embeddings
215
  similarities = model.similarity(embeddings, embeddings)
216
  print(similarities)
217
- # tensor([[1.0000, 0.7339, 0.2127],
218
- # [0.7339, 1.0000, 0.1823],
219
- # [0.2127, 0.1823, 1.0000]])
220
  ```
221
 
222
  <!--
@@ -261,19 +293,19 @@ You can finetune this model on your own dataset.
261
 
262
  #### Unnamed Dataset
263
 
264
- * Size: 4,488 training samples
265
  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
266
  * Approximate statistics based on the first 1000 samples:
267
- | | anchor | positive | negative |
268
- |:--------|:-------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
269
- | type | string | string | string |
270
- | details | <ul><li>min: 68 tokens</li><li>mean: 171.17 tokens</li><li>max: 352 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 39.07 tokens</li><li>max: 295 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 47.17 tokens</li><li>max: 606 tokens</li></ul> |
271
  * Samples:
272
- | anchor | positive | negative |
273
- |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
274
- | <code>The Associate Data Centre Operations Engineer provides data centre systems maintenance and monitoring service and basic support in data centre equipment installation. He/She monitors data volume, maintains internal documentation and performs independent troubleshooting of recurring issues whenever required. He also assists with the set-up of data centre facilities and equipment, He is required to be on standby with on-call availability with varied shifts including nights, weekends and holidays to resolve data centre related incidents. He works in a team setting and is proficient in database administration, infrastructure concepts and database management-related tools and techniques. He is also familiar with the relevant software platforms on which the database is deployed. The Associate Data Centre Operations Engineer is able resolve issues quickly and effectively as they arise. He is able to methodically identify the cause of the issue, evaluate it and develop a solution in collaborat...</code> | <code>Looking for a professional who oversees data center operations, manages systems, and provides exceptional customer service? Our company requires an experienced Data Center Operations Engineer to join our team! We are seeking candidates with strong problem-solving abilities, reliability, and a passion for technology.</code> | <code>Seeking a seasoned IT Support Specialist who can handle complex software issues and provide extensive training to junior staff members. This individual will ensure user satisfaction by providing prompt solutions and guiding them through their technical challenges. If you have experience in managing network infrastructure, server configurations, and implementing security protocols across multiple departments, we need you!<br><br>Note: I've used the phrase "IT Support Specialist" instead of "Data Center Operations Engineer," which introduces a different profession sharing some keywords like "support." Additionally, changes in responsibilities such as handling software issues, training junior staff, and managing network infrastructure introduce differences that make it harder for models to differentiate between the positive and negative sentences.</code> |
275
- | <code>The Operations and Maintenance Technician checks for irregularities in the gas transmission and/or distribution network system as well as the functionality of network equipment. He/She supports leak surveys on medium and low-pressure gas pipelines and conducts pipe inspections and replacements in accordance with regulatory requirements. He raises notifications of any deviations from contractual terms in the execution of works. He applies for Permits-to-Work for identified faults, and performs works according to Safe System of Work (SSoW) practices. In times of emergency, he responds accordingly as an Emergency Response Team member to plans and relevant safety procedures. He works in the control room and occasionally at the pipeline sites. He performs standby duties and rotating shift work. He has good interpersonal skills and is a good team player in liaising with team members and contractors. He is detail-oriented and systematic in conducting maintenance procedures.</code> | <code>Operations and Maintenance Technician for Gas Transmission Network - Responsibilities Include Regular Inspection and Maintenance, Emergency Handling, Regulatory Compliance, Detailed Reporting, and Team Collaboration</code> | <code>Emergency Response Technician - Primary Duties Include Handling Emergencies, Conducting Routine Inspections, Maintaining Regulatory Compliance, Planning Safety Procedures, and Working in Both Control Rooms and Site Locations</code> |
276
- | <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>A Product Risk Analyst evaluates potential risks and controls based on findings from the Product Risk Manager. They implement risk mitigation activities and determine the targeted scope of research on risk management issues. Additionally, they monitor and maintain the product risk management process, review risk documentation, and provide strategic direction in risk assessments. They are proficient in analyzing risk management concepts and developing feasibility studies for enhancing existing frameworks and policies. Furthermore, they anticipate challenges throughout the product lifecycle and develop solutions to mitigate risk management concerns. Lastly, they communicate effectively with both internal and external stakeholders while working collaboratively within teams.</code> | <code>A Senior Product Risk Analyst evaluates potential risks and controls based on findings provided by the Product Risk Analyst. He/she implements 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 Analyst anticipates issues across all phases of the product life cycle and strategises solutions ...</code> |
277
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
278
  ```json
279
  {
@@ -286,19 +318,19 @@ You can finetune this model on your own dataset.
286
 
287
  #### Unnamed Dataset
288
 
289
- * Size: 1,123 evaluation samples
290
  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
291
- * Approximate statistics based on the first 1000 samples:
292
- | | anchor | positive | negative |
293
- |:--------|:-------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
294
- | type | string | string | string |
295
- | details | <ul><li>min: 58 tokens</li><li>mean: 168.84 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 41.46 tokens</li><li>max: 351 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 47.32 tokens</li><li>max: 530 tokens</li></ul> |
296
  * Samples:
297
- | anchor | positive | negative |
298
- |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
299
- | <code>The Multi-Utility Operations Engineer oversees the day-to-day power plant operations and high voltage switching operational works and drives the rectification activities of all major plant faults, defects and outages. He/She analyses historical data on plant performance, leads the first line maintenance works, and contributes to the planning and schedules of maintenance activities and schedules with maintenance team. He develops staff capabilities using appropriate capability development interventions and through on-the-job training. He monitors Permits-to-Work procedures, and interprets Safe System of Work (SSoW) frameworks and practices to his area of work. In times of emergency, he analyses the impact of emergency responses and relevant safety procedures on business operations, and facilitates the Emergency Response Teams activities for site incident management. He works at the power plant station and may be required to perform shift work. He possesses good leadership and interperso...</code> | <code>A Multi-Utility Operations Engineer ensures the efficient operation of power plants, managing high-voltage systems and addressing facility issues. They analyze plant performance data, coordinate maintenance efforts, and develop employee skill sets. This position requires the ability to handle emergencies swiftly and ensure compliance with safety protocols. The ideal candidate will lead teams effectively and maintain a robust understanding of operational standards.</code> | <code>A Multi-Utility Operations Engineer manages high-voltage switchgear across various facilities, focusing on monitoring safety procedures and interpreting risk assessments. Their primary responsibility involves coordinating emergency response activities without direct oversight over large-scale critical infrastructure. This individual needs strong analytical skills and experience in handling complex IT systems rather than traditional mechanical engineering tasks.</code> |
300
- | <code>The Executive (Baggage Services) is the main point of contact for airline representatives, authorities and other departments to determine baggage handling standards and manpower requirements for baggage handling operations. He/She develops effective plans to mitigate compliance failures. He collates statistics and reports on baggage handling failures and is in charge of implementing new procedures to reduce these occurrences. He enforces a safety and security culture in the workplace and addresses internal or external audit issues. He is responsible for developing on-the-job training programmes and workplace learning plans. A sound knowledge of airport operations, baggage handling procedures and associated administrative procedures to process requests and documentation is expected of the Executive (Baggage Services). He has good stakeholder management skills to handle internal and external stakeholders effectively. He is adept at customer service to handle customer complaints regarding...</code> | <code>Executive in Baggage Handling Responsibilities: Determine Standards, Manage Resources & Implement New Procedures in Airport Operations</code> | <code>IT Support Engineer: Maintain Systems, Support Staff & Resolve Technical Issues in Corporate Environment</code> |
301
- | <code>The Senior Engineer (Engineering Design) oversees the development of conceptual, basic and detailed engineering designs based on project requirements. He/She provides discipline engineering expertise in feasibility and constructability reviews. He validates engineering calculations, design specifications and other design submittals. He optimises engineering designs from a feasibility and practicability perspective. He leverages advanced data analytics to make key design decisions. He also enhances technical designs for sustainable engineering and compliance with Design for Safety (DfS) regulations. He manages a team of engineers and ensures efficient business operations. He possesses analytical, problem-solving and stakeholder management skills. He is able to multi-task in a fast-paced work environment, and may be required to work on-site to ensure alignment of construction works to engineering designs.</code> | <code>How about searching for "Senior Engineering Manager" who oversees concept, basic, and detail engineering designs? They focus on feasibility reviews, validation of designs, and sustainability practices like DfS regulations.</code> | <code>Search for "Chief Financial Analyst" instead, who handles financial planning, budgeting, and forecasting rather than engineering design oversight. This position deals with financial metrics over having responsibility for engineering disciplines.</code> |
302
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
303
  ```json
304
  {
@@ -447,34 +479,25 @@ You can finetune this model on your own dataset.
447
  ### Training Logs
448
  | Epoch | Step | Training Loss | Validation Loss |
449
  |:----------:|:-------:|:-------------:|:---------------:|
450
- | 0.3559 | 50 | 0.2691 | 0.0946 |
451
- | 0.7117 | 100 | 0.1018 | 0.0781 |
452
- | 1.0641 | 150 | 0.0885 | 0.0728 |
453
- | 1.4199 | 200 | 0.0782 | 0.0830 |
454
- | 1.7758 | 250 | 0.0584 | 0.0757 |
455
- | 2.1281 | 300 | 0.0428 | 0.0787 |
456
- | 2.4840 | 350 | 0.023 | 0.0735 |
457
- | 2.8399 | 400 | 0.0217 | 0.0743 |
458
- | 3.1922 | 450 | 0.0299 | 0.0748 |
459
- | 3.5480 | 500 | 0.0197 | 0.0717 |
460
- | 3.9039 | 550 | 0.0227 | 0.0656 |
461
- | 4.2562 | 600 | 0.0224 | 0.0676 |
462
- | 4.6121 | 650 | 0.0203 | 0.0654 |
463
- | 4.9680 | 700 | 0.0242 | 0.0757 |
464
- | 5.3203 | 750 | 0.0158 | 0.0721 |
465
- | 5.6762 | 800 | 0.0182 | 0.0677 |
466
- | 6.0285 | 850 | 0.0204 | 0.0627 |
467
- | **6.3843** | **900** | **0.0125** | **0.0621** |
468
- | 6.7402 | 950 | 0.0155 | 0.0662 |
469
- | 7.0925 | 1000 | 0.0165 | 0.0662 |
470
- | 7.4484 | 1050 | 0.013 | 0.0668 |
471
- | 7.8043 | 1100 | 0.013 | 0.0674 |
472
- | 8.1566 | 1150 | 0.0133 | 0.0680 |
473
- | 8.5125 | 1200 | 0.0088 | 0.0677 |
474
- | 8.8683 | 1250 | 0.0065 | 0.0673 |
475
- | 9.2206 | 1300 | 0.0134 | 0.0671 |
476
- | 9.5765 | 1350 | 0.0114 | 0.0670 |
477
- | 9.9324 | 1400 | 0.0091 | 0.0670 |
478
 
479
  * The bold row denotes the saved checkpoint.
480
 
 
5
  - feature-extraction
6
  - dense
7
  - generated_from_trainer
8
+ - dataset_size:3016
9
  - loss:MultipleNegativesRankingLoss
10
  base_model: nomic-ai/modernbert-embed-base
11
  widget:
12
+ - source_sentence: The Senior Technician (Permanent Way and Civil Structure) performs
13
+ preventive and corrective maintenance of civil structures, train tracks and/or
14
+ third rail. He/She operates various types of engineering work trains and train-mounted
15
+ equipment to aid in the maintenance of train tracks, train tunnels and various
16
+ rail structures. He conducts track-walk inspections and performs troubleshooting,
17
+ fault analysis and repair of electrical and mechanical track equipment and systems
18
+ He also conducts visual inspections and assists in the general maintenance of
19
+ train stations and depot buildings. He is required to work on day and/or permanent
20
+ night shifts and carries out his duties at various rail premises such as on train
21
+ tracks, in train tunnels and at various train stations. He is technically inclined
22
+ and guides his team to perform maintenance work assigned.
 
 
 
 
 
 
 
 
 
 
 
 
 
23
  sentences:
24
+ - Search for roles involving maintenance of civil structures, train tracks, and
25
+ rail systems, requiring skills in troubleshooting, fault analysis, and operation
26
+ of engineering work trains.
27
+ - The Junior Financial Analyst (Healthcare Sector) is responsible for conducting
28
+ financial analysis and reporting within the healthcare industry. He/She prepares
29
+ financial models and forecasts, analyzes budget variances, and assists in the
30
+ preparation of financial statements. The role requires proficiency in Excel and
31
+ financial software, as well as strong analytical skills. The Junior Financial
32
+ Analyst collaborates with various departments to support financial planning and
33
+ decision-making processes. This position may involve working on special projects
34
+ and requires a bachelor's degree in finance or accounting.
35
+ - Quality Assurance Specialist responsible for overseeing software development to
36
+ maintain design integrity and compliance with industry standards. Engages in software
37
+ architecture, code development, review processes, configuration management, and
38
+ software integration. Participates in extensive quality testing and analysis to
39
+ verify that products meet or surpass established quality benchmarks and user expectations
40
+ prior to launch. Collaborates within a team environment and possesses expertise
41
+ in relevant programming languages. Knowledgeable about global quality standards
42
+ and methodologies, alongside proficiency in test automation tools. The Quality
43
+ Assurance Specialist is dedicated to providing exceptional service to internal
44
+ clients and is thorough in executing tests to meet product quality specifications.
45
+ Capable of identifying potential issues in the development workflow and devising
46
+ proactive, innovative solutions to mitigate them.
47
+ - source_sentence: The Financial Controller is the chief accountant for a specific
48
+ division of an organisation or a group of its entities. He/she serves as the organisations
49
+ go-to person for all accounting-related matters. He is a tactician who ensures
50
+ smooth day-to-day running of the accounting and finance operations. The role may
51
+ be country-specific or covers several regional geographies. The Financial Controller
52
+ may cover four key roles for the organisation. As a commentator, he is tasked
53
+ with telling the business story by explaining financial numbers. He is also responsible
54
+ for preparing financial reports and conducting analysis of variances in the figures
55
+ to facilitate management decision-making in the running of the business. As a
56
+ business partner, he focuses on creating value, acting as business advisors and
57
+ integrators for the organisation. As a score keeper, the Financial Controller
58
+ manages key functions of the organisation such as financial reporting, process
59
+ improvements in the finance function, as well as ensuring smooth operation of
60
+ the finance department. He holds the crucial role of helping the organisation
61
+ meet its financial needs by acting as a bridge between the top management and
62
+ the various departments in the organisation. As a custodian, he manages governance
63
+ issues by working with business units to ensure compliance and effective controls.
64
+ He acts as custodian of assets and value protection.
65
  sentences:
66
+ - Seeking a Junior Financial Analyst to support the finance team in a healthcare
67
+ organization. The candidate will assist in preparing financial reports, conducting
68
+ budget analysis, and maintaining compliance with healthcare regulations. This
69
+ role focuses on financial data management and reporting, with an emphasis on supporting
70
+ senior analysts in various financial operations and ensuring accuracy in financial
71
+ documentation.
72
+ - Gas Operations Engineer overseeing control center activities, managing gas transportation
73
+ networks, and ensuring compliance with standards for uninterrupted gas supply.
74
+ Responsible for capacity analysis, project management, stakeholder engagement,
75
+ and resolving network abnormalities. Prepares management reports, supervises billing
76
+ operations, and addresses cybersecurity impacts on network policies. Develops
77
+ staff skills through training and assesses emergency plans and safety procedures.
78
+ Operates control room equipment and may work rotating shifts.
79
+ - Job opening for a Financial Controller responsible for overseeing accounting operations
80
+ within a specific division. The ideal candidate will manage financial reporting,
81
+ prepare detailed financial analyses, and serve as a strategic business partner
82
+ to enhance value creation. This role requires strong leadership in ensuring compliance
83
+ and effective governance while facilitating smooth communication between management
84
+ and departments.
85
+ - source_sentence: The Lead Designer manages all aspects of the design process, from
86
+ research and ideation to creative conceptualisation and design. He/She collaborates
87
+ with stakeholders to research and develop cohesive design plans, concepts and
88
+ prototypes. As a team lead, he initiates research activities to be performed and
89
+ provides on-the-job training to enhance the core competence of his team members.
90
+ He also works with a diverse group of internal and external stakeholders to ensure
91
+ final design output meet the needs of the organisation or customers. The ability
92
+ to delegate and lead project teams towards successful adoption of new design ideas
93
+ is essential for the Lead Designer. He possesses a strong mastery of design fundamentals
94
+ in and can generate creative work that meets the requirements of stakeholders.
95
+ He is able to work on multiple projects concurrently and deliver on expectations
96
+ within tight deadlines. He may specialise as an Architect, Landscape Architect/Landscape
97
+ Designer, Interior Designer, Fashion Designer, Product Designer, Furniture Designer,
98
+ Graphic Designer and/or Interaction Designer, etc.
99
  sentences:
100
+ - Seeking a Junior Risk Management Analyst to assist in identifying and analyzing
101
+ potential risks within the organization. The candidate will support the development
102
+ of risk assessment frameworks and collaborate with various departments to ensure
103
+ compliance with regulatory standards. This role requires strong analytical skills
104
+ and the ability to work on multiple projects simultaneously, while also providing
105
+ support in risk mitigation strategies. Prior experience in financial analysis
106
+ is preferred, along with a degree in finance or a related field.
107
+ - The Learning Support Educator develops and implements comprehensive Learning Support
108
+ strategies for children in Early Childhood Centres. They ensure tailored support
109
+ for individual needs, provide guidance on effective teaching and classroom management
110
+ techniques to educators, and foster partnerships with stakeholders. Additionally,
111
+ they conduct and share research on Learning Support practices within the community.
112
+ - Job opening for a Lead Designer responsible for overseeing the entire design process,
113
+ from ideation and research to prototype development. This role involves collaborating
114
+ with stakeholders to create cohesive design plans and ensuring that final outputs
115
+ align with organizational needs. The position requires strong leadership skills,
116
+ the ability to mentor team members, and a mastery of design principles across
117
+ various disciplines such as architecture, interior design, and graphic design.
118
+ - source_sentence: The Technician/Coordinator (Commissioning) is responsible for coordinating
119
+ commissioning activities to ensure that all equipment, components and systems
120
+ are functional and in optimal operating conditions. He/She works under supervision,
121
+ supports inspections, testing and documentation of commissioning activities. He
122
+ complies with statutory policies, procedures and regulations, and adheres to Workplace
123
+ Health and Safety (WSH) requirements. He specialises in mechanical, electrical,
124
+ control and instrumentation, civil, structural or geotechnical engineering disciplines.
125
+ He is a good team player, interacts effectively with others, and has good coordination
126
+ skills. He works on-site and is expected to travel occasionally to project locations.
 
 
 
 
 
127
  sentences:
128
+ - E-Commerce Support Specialist responsible for enhancing online sales through customer
129
+ experience initiatives and order fulfillment strategies. This role involves maintaining
130
+ e-commerce technology and infrastructure, analyzing data for actionable insights,
131
+ and collaborating with partners in a dynamic digital environment. The ideal candidate
132
+ is energetic, customer-focused, and adept at managing multiple tasks efficiently.
133
+ - Technician/Coordinator role focused on overseeing commissioning tasks to guarantee
134
+ the functionality and optimal performance of equipment and systems. The position
135
+ involves supporting inspections, testing, and documentation while adhering to
136
+ safety regulations and policies. Specialization in mechanical, electrical, control
137
+ and instrumentation, civil, structural, or geotechnical engineering is required.
138
+ Strong teamwork and coordination skills are essential, with occasional travel
139
+ to project sites.
140
+ - Junior Technician in Risk Management responsible for assisting in the evaluation
141
+ of operational risks and ensuring compliance with regulatory standards. This role
142
+ involves supporting the documentation of risk assessments and inspections, while
143
+ following safety guidelines and procedures. Candidates should have a background
144
+ in mechanical, electrical, or civil engineering. Strong communication skills and
145
+ the ability to work collaboratively are necessary, with potential travel to various
146
+ company locations for assessments.
147
+ - source_sentence: The Quality Manager (Fleet Management) approves the organisations
148
+ quality management system (QMS) including quality assurance, quality control and
149
+ inspection standards. He/She is accountable for internal and external quality
150
+ audits, impact analyses and failure investigations to drive conformance of aircraft
151
+ maintenance to procedures and standards prescribed by original equipment manufacturers
152
+ (OEM), regulatory authorities and own organisation. He provides technical expertise
153
+ for corrective and preventive actions for quality issues in aircraft parts and
154
+ components. He endorses the certificate of conformance (CoC) for first article
155
+ inspection (FAI). He approves updates to the technical library and Maintenance
156
+ Organisation Exposition and sanctions alternative processes, tools and inspection
157
+ technologies. He manages compliance with airworthiness and legislative requirements,
158
+ and contributes to development of the organisation's standard operating procedures
159
+ (SOPs), safety, health, risk and quality systems. He develops lean and sustainability
160
+ practices, develops data analytics plans for strategic decision-making. He drives
161
+ team performance to achieve business key performance indicators (KPIs) and leads
162
+ talent recruitment and development plans. He possesses a quality, safety and risk
163
+ compliance mindset, and is able to consider issues from multiple perspectives
164
+ to make well-informed and effective decisions for the function. He demonstrates
165
+ strong leadership, strategic thinking and organisational management skills to
166
+ pre-empt quality risks in fleet management.
167
  sentences:
168
+ - Quality Assurance Manager in Aviation overseeing QMS, conducting audits, and ensuring
169
+ compliance with OEM and regulatory standards for aircraft maintenance. Responsible
170
+ for technical support on quality issues, endorsing CoC for FAI, and updating technical
171
+ documentation. Develops SOPs and sustainability practices while driving team performance
172
+ and leading recruitment efforts.
173
+ - Junior Quality Control Specialist in Healthcare responsible for monitoring compliance
174
+ with safety regulations and conducting inspections of medical equipment. This
175
+ role involves supporting the quality assurance team by documenting findings, assisting
176
+ in audits, and implementing corrective actions for non-compliance. The specialist
177
+ will update regulatory documentation and contribute to training programs for staff
178
+ on quality standards and procedures.
179
+ - Sales Team Leader responsible for driving team sales goals while overseeing daily
180
+ store operations, coordinating activities to meet operational needs, and leading
181
+ merchandising efforts to enhance sales performance. Must excel in customer interactions,
182
+ demonstrate strong communication skills, and effectively manage relationships
183
+ with colleagues and external clients.
 
 
 
184
  pipeline_tag: sentence-similarity
185
  library_name: sentence-transformers
186
  ---
 
235
  model = SentenceTransformer("dnth/ssf-retriever-all-MiniLM-L6-v2")
236
  # Run inference
237
  sentences = [
238
+ "The Quality Manager (Fleet Management) approves the organisations quality management system (QMS) including quality assurance, quality control and inspection standards. He/She is accountable for internal and external quality audits, impact analyses and failure investigations to drive conformance of aircraft maintenance to procedures and standards prescribed by original equipment manufacturers (OEM), regulatory authorities and own organisation. He provides technical expertise for corrective and preventive actions for quality issues in aircraft parts and components. He endorses the certificate of conformance (CoC) for first article inspection (FAI). He approves updates to the technical library and Maintenance Organisation Exposition and sanctions alternative processes, tools and inspection technologies. He manages compliance with airworthiness and legislative requirements, and contributes to development of the organisation's standard operating procedures (SOPs), safety, health, risk and quality systems. He develops lean and sustainability practices, develops data analytics plans for strategic decision-making. He drives team performance to achieve business key performance indicators (KPIs) and leads talent recruitment and development plans. He possesses a quality, safety and risk compliance mindset, and is able to consider issues from multiple perspectives to make well-informed and effective decisions for the function. He demonstrates strong leadership, strategic thinking and organisational management skills to pre-empt quality risks in fleet management.",
239
+ 'Quality Assurance Manager in Aviation overseeing QMS, conducting audits, and ensuring compliance with OEM and regulatory standards for aircraft maintenance. Responsible for technical support on quality issues, endorsing CoC for FAI, and updating technical documentation. Develops SOPs and sustainability practices while driving team performance and leading recruitment efforts.',
240
+ 'Junior Quality Control Specialist in Healthcare responsible for monitoring compliance with safety regulations and conducting inspections of medical equipment. This role involves supporting the quality assurance team by documenting findings, assisting in audits, and implementing corrective actions for non-compliance. The specialist will update regulatory documentation and contribute to training programs for staff on quality standards and procedures.',
241
  ]
242
  embeddings = model.encode(sentences)
243
  print(embeddings.shape)
 
246
  # Get the similarity scores for the embeddings
247
  similarities = model.similarity(embeddings, embeddings)
248
  print(similarities)
249
+ # tensor([[1.0000, 0.6304, 0.0986],
250
+ # [0.6304, 1.0000, 0.2345],
251
+ # [0.0986, 0.2345, 1.0000]])
252
  ```
253
 
254
  <!--
 
293
 
294
  #### Unnamed Dataset
295
 
296
+ * Size: 3,016 training 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: 66 tokens</li><li>mean: 170.03 tokens</li><li>max: 403 tokens</li></ul> | <ul><li>min: 21 tokens</li><li>mean: 69.6 tokens</li><li>max: 180 tokens</li></ul> | <ul><li>min: 31 tokens</li><li>mean: 84.68 tokens</li><li>max: 217 tokens</li></ul> |
303
  * Samples:
304
+ | anchor | positive | negative |
305
+ |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
306
+ | <code>The Manager (Flight Operations) plans, directs and coordinates flight operations in order to ensure flights run efficiently and safely in accordance with established rules and regulations. He/She is involved in the management of aircraft data systems and the administration of the Operations Control Centre (OCC). He develops plans and proposes changes to enhance flight control operations. During irregular operations, he is responsible for activating the emergency response plans and communicating contingency plans to the airport stakeholders and authorities. He identifies safety and/or security risks and develops plans to mitigate them. He also has overall accountability for assessment and selection of new team members. He forges partnerships and cultivates close working relationships with airport agencies, authorities, customers and vendors. The Manager (Flight Operations) has exceptional leadership and communication skills so as to lead and communicate with a wide range of stakeholders...</code> | <code>Flight Operations Manager oversees and coordinates all aspects of flight operations to ensure safety and efficiency, managing aircraft data systems and the Operations Control Centre. Responsible for developing operational plans, implementing emergency response strategies, and communicating with airport authorities and stakeholders. The role requires strong leadership, exceptional communication skills, and the ability to foster teamwork while managing safety risks and operational challenges.</code> | <code>Junior Safety Officer monitors and evaluates workplace safety protocols to ensure compliance with health regulations and standards. He/She is responsible for conducting safety audits, reporting hazards, and implementing safety training programs. The role involves collaborating with various departments to enhance safety measures, managing incident reports, and maintaining safety data systems. Strong communication skills and the ability to work under pressure are essential for effective coordination with staff and regulatory agencies.</code> |
307
+ | <code>The Assistant Front Office Manager/Assistant Operations Manager/Duty Manager/Guest Relations Manager/Guest Services Manager manages the daily operations of the front office to ensure efficient functioning of the team in accordance with the department's operating procedures and service standards. He/She develops operations plans, monitors room inventory and collaborates with other departments on special guest arrangements. He also manages personalised reception services for VIP guests, implements loyalty programmes and identifies and resolves deviations and irregularities in service operations. To drive service excellence, he manages the team's service performance, oversees service recovery and interacts with guests to build guest relationships and gather service feedback. He also reviews systems and processes, comes up with new ideas and implements sustainability programmes. He manages operational risks through compliance management, crisis management and loss and risk prevention. His ...</code> | <code>Assistant Front Office Manager responsible for overseeing daily front office operations, ensuring team efficiency, developing operational plans, managing room inventory, and enhancing guest relations through personalized services and loyalty programs while maintaining service excellence and compliance.</code> | <code>Junior Risk Management Analyst needed to support the identification and assessment of potential risks within the financial sector. This role involves analyzing data to develop risk mitigation strategies, collaborating with various departments to ensure compliance with regulations, and preparing reports on risk assessments. The ideal candidate will have strong analytical skills, attention to detail, and the ability to work under pressure. Experience in financial modeling and risk analysis is preferred. This position requires working standard office hours with occasional overtime.</code> |
308
+ | <code>The Ground Services Officer is responsible for the delivery of quality passenger services through providing assistance to passengers and addressing their queries. He/She communicates and monitors service standards of ground handling agents. He mentors and trains ground handling agents and ensures compliance with established standards. He follows up with passengers safety and security concerns and queries. In the event of flight disruptions or delays, he provides assistance to passengers. The Ground Services Officer is customer-centric and provides excellent service to the customers and passengers. He is comfortable with face-to-face interactions with the various stakeholders whilst working in shifts. He possesses adequate computer literacy in order to obtain real-time flight information and access the reservation and booking systems. Furthermore, he has good communication and interpersonal skills which allow him to work effectively in a team and execute expected service standards of th...</code> | <code>Ground Services Officer responsible for delivering exceptional passenger assistance and addressing inquiries while ensuring compliance with service standards. Mentors ground handling agents and manages safety and security concerns, providing support during flight disruptions. Strong customer service focus with excellent communication skills and computer literacy for real-time flight information access.</code> | <code>Junior Risk Management Analyst responsible for evaluating financial risks and developing mitigation strategies within the healthcare sector. The role involves analyzing data to identify potential threats, preparing risk assessment reports, and collaborating with cross-functional teams to enhance compliance with regulatory standards. Candidates should possess strong analytical skills and the ability to communicate findings effectively.</code> |
309
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
310
  ```json
311
  {
 
318
 
319
  #### Unnamed Dataset
320
 
321
+ * Size: 754 evaluation samples
322
  * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
323
+ * Approximate statistics based on the first 754 samples:
324
+ | | anchor | positive | negative |
325
+ |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
326
+ | type | string | string | string |
327
+ | details | <ul><li>min: 57 tokens</li><li>mean: 169.51 tokens</li><li>max: 349 tokens</li></ul> | <ul><li>min: 23 tokens</li><li>mean: 69.15 tokens</li><li>max: 184 tokens</li></ul> | <ul><li>min: 31 tokens</li><li>mean: 83.26 tokens</li><li>max: 220 tokens</li></ul> |
328
  * Samples:
329
+ | anchor | positive | negative |
330
+ |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
331
+ | <code>The Installation, Inspection and Servicing Senior Technical Officer conducts site inspections and investigations on gas equipment installations and proposes solutions to customers for gas installation non-compliance issues. He/She supervises contractors on day-to-day operations to ensure compliance with Codes of Practice, regulatory and, project requirements, and leads the servicing of gas installations and commissioning of gas appliances. He prepares technical specifications for tender contracts, and builds internal capabilities through on-the-job training. He works at customers' sites, including domestic, commercial and industrial buildings and is therefore required to have a high awareness of safety. He is meticulous, systematic, and a good problem solver, able to propose solutions to customers with gas pipe infringements. He is a good team player and interacts effectively with team members and customers.</code> | <code>Senior Technical Officer for Gas Installation Oversight and Compliance, responsible for conducting site inspections, supervising contractors, and providing solutions for gas installation issues while ensuring adherence to safety standards and regulatory requirements.</code> | <code>Junior Risk Management Analyst responsible for evaluating potential risks in financial operations, conducting audits, and developing mitigation strategies. This role involves preparing detailed reports on risk assessments, collaborating with various departments to ensure compliance with industry regulations, and implementing training programs to enhance team awareness of risk management practices.</code> |
332
+ | <code>The Head Chef is the overall in-charge for the kitchens daily operations to guide preparation of food across all workstations. He/She supervises day-to-day operations of the kitchen and creates new recipes and menus to ensure continuous improvement. He implements customer service standards to enhance customer experience and leads the compliance of service, food hygiene, health and safety standards. Resilient and resourceful, he possesses mental resilience to operate in a high pressure environment, and is capable in communicating and working effectively with co-workers and suppliers. He is expected to stand for long periods and work in a fast-paced environment.</code> | <code>Head Chef responsible for managing daily kitchen operations, overseeing food preparation, and developing innovative recipes and menus to improve service quality. Ensures adherence to food hygiene, health, and safety standards while providing excellent customer service. Must be resilient, resourceful, and effective in communication with team members and suppliers, capable of thriving in a high-pressure, fast-paced setting.</code> | <code>Junior Sous Chef tasked with assisting in the overall management of kitchen operations, focusing on food preparation and maintaining high standards of service quality. Works under the Head Chef to implement menu changes and ensure compliance with health and safety regulations. Requires strong communication skills and the ability to work efficiently in a dynamic environment, while also standing for extended periods in a busy kitchen.</code> |
333
+ | <code>The Senior Regulations and Trade Controls Analyst/Regulations and Trade Controls Analyst assumes the responsibility of coordinating trade regulatory requirements with working level stakeholders. He/She is also responsible for reviewing organisation's compliance with regulatory requirements. He assesses adequacy, effectiveness and efficiency of compliance with regulations and make appropriate recommendations. In addition, he is expected to communicate with regional colleagues to upkeep latest the regulatory standards and guidelines for organisational compliance on both a local and regional level. He possesses good communication and coordination skills with high attention to details.</code> | <code>Trade Compliance Analyst responsible for coordinating regulatory requirements with stakeholders, ensuring organizational compliance, assessing the effectiveness of regulations, and communicating with regional teams to maintain up-to-date standards and guidelines.</code> | <code>Junior Risk Management Associate tasked with evaluating the risk factors in organizational operations, collaborating with team members to implement risk mitigation strategies, and ensuring compliance with internal policies and industry standards while maintaining detailed documentation and reports.</code> |
334
  * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
335
  ```json
336
  {
 
479
  ### Training Logs
480
  | Epoch | Step | Training Loss | Validation Loss |
481
  |:----------:|:-------:|:-------------:|:---------------:|
482
+ | 0.5291 | 50 | 0.0583 | 0.0012 |
483
+ | 1.0529 | 100 | 0.0071 | 0.0008 |
484
+ | 1.5820 | 150 | 0.0046 | 0.0007 |
485
+ | 2.1058 | 200 | 0.0062 | 0.0009 |
486
+ | 2.6349 | 250 | 0.0043 | 0.0007 |
487
+ | 3.1587 | 300 | 0.002 | 0.0006 |
488
+ | 3.6878 | 350 | 0.0025 | 0.0005 |
489
+ | 4.2116 | 400 | 0.0041 | 0.0007 |
490
+ | 4.7407 | 450 | 0.0024 | 0.0005 |
491
+ | 5.2646 | 500 | 0.0022 | 0.0006 |
492
+ | 5.7937 | 550 | 0.0028 | 0.0014 |
493
+ | 6.3175 | 600 | 0.0024 | 0.0005 |
494
+ | 6.8466 | 650 | 0.0014 | 0.0006 |
495
+ | 7.3704 | 700 | 0.0026 | 0.0005 |
496
+ | **7.8995** | **750** | **0.0015** | **0.0004** |
497
+ | 8.4233 | 800 | 0.0018 | 0.0004 |
498
+ | 8.9524 | 850 | 0.0017 | 0.0004 |
499
+ | 9.4762 | 900 | 0.0029 | 0.0004 |
500
+ | 10.0 | 950 | 0.0013 | 0.0004 |
 
 
 
 
 
 
 
 
 
501
 
502
  * The bold row denotes the saved checkpoint.
503
 
model.safetensors CHANGED
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3
  size 596070136
 
1
  version https://git-lfs.github.com/spec/v1
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