Add new SentenceTransformer model

9e6387d verified 5 months ago

62.4 kB

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:3016
  - loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget:
  - source_sentence: >-
      The Market and Liquidity Risk Analyst is responsible for conducting
      routine identification, measurement, mitigation, monitoring, and reporting
      of market and liquidity risks. He/She also conducts independent analyses
      to provide greater insight into risk exposures and mitigation efforts
      within market and liquidity risk scenarios. He actively supports the
      compliance of regulatory requirements relating to market and liquidity
      risk management in order to ensure the financial health of the
      organisation. The Market and Liquidity Risk Analyst's duties may require
      him to be contactable after office hours. He is well-versed with financial
      risks relating to the organisation and products. He possesses strong
      analytical and practical abilities in applying various methodologies to
      identify and analyse risks. He is a strong communicator, works well in
      teams, and is self-motivated in achieving individual and organisational
      goals.
    sentences:
      - >-
        The Underwriting Manager leads the underwriting team by providing
        strategic direction and oversight. This role involves thoroughly
        evaluating insurance applications from potential clients, analyzing
        associated risks, and making informed underwriting decisions in line
        with company policies. The manager monitors team performance to ensure
        timely case processing and high customer satisfaction. Collaborating
        closely with customer service teams, the Underwriting Manager
        facilitates clear communication regarding underwriting procedures and
        business rules. Responsibilities also include managing relationships
        with intermediaries, in-house underwriters, and external clients within
        a fast-paced environment. The ideal candidate demonstrates strong
        analytical and numerical proficiency, is adept with risk evaluation
        tools, and effectively communicates complex information to diverse
        stakeholders. Sound judgment and logical thinking are essential for
        driving effective decision-making in this role.
      - >-
        The Market and Liquidity Risk Manager oversees the strategic direction
        and governance of market and liquidity risk frameworks, leading a team
        responsible for risk identification, measurement, and mitigation. This
        senior role involves setting policies, managing escalations, and
        liaising with regulatory bodies to ensure compliance with evolving risk
        management standards across multiple jurisdictions. The manager is
        accountable for high-level decision making and resource allocation,
        requiring extensive experience and leadership skills. The position
        demands proactive communication with executive leadership and may
        involve international travel to coordinate risk activities across global
        offices.
      - >-
        The Market and Liquidity Risk Analyst is tasked with the ongoing
        identification, assessment, control, and reporting of market and
        liquidity risks. This role involves performing independent evaluations
        to deepen understanding of risk exposures and the effectiveness of
        mitigation strategies within market and liquidity contexts. The analyst
        ensures adherence to regulatory standards related to market and
        liquidity risk management to safeguard the organisation’s financial
        stability. Availability beyond standard working hours may be required.
        The ideal candidate has comprehensive knowledge of financial risks
        associated with the company and its products, demonstrates strong
        analytical skills in applying risk assessment techniques, communicates
        effectively, collaborates efficiently within teams, and is driven to
        meet both personal and corporate objectives.
  - source_sentence: >-
      A Senior Pharmacy Technician Executive in the Patient Care Services
      sub-track is responsible for co-managing dispensing errors, performing
      medication management and providing patient education. S/He reviews
      day-to-day operations of department-based functions to maximise service
      provision. S/He is required to develop and review training curriculum,
      plans and materials. S/He works in various settings such as hospitals,
      outpatient clinics, polyclinics and retail pharmacies. S/He should be
      proactive and conscientious. S/He should possess effective interpersonal,
      leadership and problem-solving skills.
    sentences:
      - >-
        The Senior Pharmacy Technician Executive plays a key role in overseeing
        medication dispensing accuracy, managing pharmaceutical care, and
        educating patients within the Patient Care Services domain. This
        position involves supervising daily departmental activities to enhance
        service delivery and contributing to the design and evaluation of
        training programs and materials. Operating across diverse healthcare
        environments including hospitals, outpatient clinics, polyclinics, and
        retail pharmacies, the role demands a proactive and diligent
        professional equipped with strong leadership, communication, and
        analytical problem-solving skills.
      - >-
        The Senior Pharmacy Technician Executive is responsible for managing the
        procurement and inventory control of pharmaceutical supplies within
        hospital logistics. This role focuses on coordinating supply chain
        activities, ensuring timely stock replenishment, and maintaining vendor
        relationships rather than direct patient care or medication dispensing.
        It requires expertise in inventory management systems, negotiation
        skills, and operational planning, and is typically performed in
        warehouse or supply management settings rather than clinical
        environments.
      - >-
        The Senior Technician (Mechanical and Electrical) is responsible for
        conducting both preventive and corrective maintenance on mechanical and
        electrical equipment. This role demands strong technical expertise and
        hands-on skills in managing diverse mechanical and electrical systems.
        Key responsibilities include diagnosing system faults, delivering
        technical support and mentorship to junior technicians, and overseeing
        contractors and external parties to ensure adherence to safety protocols
        and operational standards. The technician operates in shifts and
        performs tasks across multiple rail facilities, including workshops and
        train stations. Effective teamwork and clear communication are essential
        to facilitate maintenance operations.
  - source_sentence: >-
      The Engineer (Engineering Procurement) is responsible for conducting
      procurement activities to support engineering projects. He/She is
      responsible for developing sourcing proposals and conducting vendor
      pre-qualification and assessment. He typically has an engineering
      background and is able to translate project requirements into
      specifications for materials, equipment and services to procure. He
      manages a team of officers and contributes to the improvement of business
      operations. He is comfortable in engaging and interacting with vendors and
      other external parties to fulfil his responsibilities in coordinating
      vendor selection processes, maintaining vendor contract records and
      databases, and following up on vendors' deliverables.
    sentences:
      - >-
        The Engineer (Quality Assurance) is tasked with developing and
        implementing quality control protocols across engineering projects. This
        role requires expertise in defining quality standards, conducting
        product inspections, and ensuring compliance with industry regulations.
        The engineer supervises a team focused on testing procedures and
        corrective actions, collaborating closely with production units to
        maintain high-quality outputs. Vendor interactions are limited to
        ensuring product conformity rather than procurement activities.
      - >-
        The Executive - On-Demand Media Technology and Operations is responsible
        for managing the organisation’s content distribution across various
        on-demand media platforms. This role involves handling key processes
        such as content ingestion, encoding, transcoding, and performing
        rigorous quality assurance to ensure adherence to the company’s
        technical guidelines. The executive develops and implements media
        software solutions tailored to streamline media workflows and satisfy
        customer delivery expectations. Additionally, they architect, deploy,
        and manage content delivery networks (CDNs) to guarantee seamless
        content access for viewers. Their duties encompass the full cycle of
        on-demand media operations from design through to maintenance. A strong
        focus on innovation, process optimization, and effective collaboration
        with cross-functional teams is essential for success in this position.
      - >-
        The Engineer (Engineering Procurement) oversees procurement processes
        essential to engineering initiatives. This role involves creating
        sourcing strategies, evaluating and pre-qualifying suppliers, and
        translating engineering needs into detailed specifications for
        purchasing materials, equipment, and services. The engineer leads a
        group of officers and actively supports operational enhancements. Strong
        vendor relationship management and coordination of supplier selection,
        contract documentation, and deliverable tracking are key aspects of this
        position.
  - source_sentence: >-
      The Civil and Structural Engineer manages planning and development of
      projects. He/She develops engineering designs based on project
      requirements, from conceptual to schematic and detailed designs. He
      conducts project assessments and is able to provide feasible and creative
      solutions based on the assessment results. He participates in the
      tendering processes and monitors the work of contractors and
      subcontractors. He plans the team's manpower allocation and provides
      on-the-job coaching to junior staff. He is meticulous and highly
      detail-orientated. He is well versed in civil and structural engineering
      practices. He is analytical, has excellent problem-solving skills, and
      also possesses strong interpersonal skills essential for engagement with
      internal and external stakeholders. He is required to work both in office
      and at project sites.
    sentences:
      - >-
        The Civil and Structural Engineer leads the financial auditing processes
        within a construction firm, focusing on budget compliance and
        cost-saving strategies. They review accounting records, prepare
        financial reports, and ensure adherence to corporate financial policies.
        The engineer supervises the auditing team, provides training on auditing
        standards, and liaises with external auditors. Strong knowledge of
        accounting principles, financial regulations, and audit software is
        essential. This role demands meticulous attention to financial details,
        analytical skills for detecting discrepancies, and the ability to
        communicate effectively with finance and project management departments.
        Work is primarily conducted in an office environment with occasional
        visits to project sites for financial inspections.
      - >-
        The Design Project Manager oversees the planning and execution of design
        initiatives, coordinating project schedules and activities with relevant
        stakeholders. They manage scope adjustments, address challenges, and
        mitigate risks that could affect project delivery. In their leadership
        role, they allocate personnel and resources effectively across projects
        and mentor team members to enhance their capabilities. The Design
        Project Manager directs a team towards achieving project goals, often
        engaging in extensive stakeholder communication, reviewing deliverables,
        and offering strategic guidance. Strong organizational skills and task
        prioritization are essential, alongside a thorough understanding of
        quality assurance processes to ensure optimal product performance.
      - >-
        The Civil and Structural Engineer oversees the planning and execution of
        engineering projects, creating designs that meet specific project
        criteria from initial concept through detailed development. They perform
        thorough project evaluations and propose innovative, practical solutions
        based on these analyses. The engineer is actively involved in the
        tendering process and supervises contractors and subcontractors to
        ensure compliance and quality. Additionally, they manage team resource
        allocation and mentor junior engineers, demonstrating a strong attention
        to detail and in-depth knowledge of civil and structural engineering
        principles. Excellent analytical thinking, problem-solving abilities,
        and interpersonal communication skills are vital for effective
        collaboration with both internal teams and external partners. This role
        requires working in both office settings and on-site project locations.
  - source_sentence: >-
      The Sales Account Manager acts as a key point of contact between an
      organisation and its clients. He/She possesses thorough product knowledge
      and oversees product and/or service sales. He works with customers to
      identify their wants and prepares reports by collecting, analysing, and
      summarising sales information. He contacts existing customers to discuss
      and give recommendations on how specific products or services can meet
      their needs. He maintains customer relationships to strategically place
      new products and drive sales for long-term growth. He works in a
      fast-paced and dynamic environment, and travels frequently to clients'
      premises for meetings. He is familiar with client relationship management
      and sales tools. He is knowledgeable of the organisation's products and
      services, as well as trends, developments and challenges of the industry
      domain. The Sales Account Manager is a resourceful, people-focused and
      persistent individual, who takes rejection as a personal challenge to
      succeed when given opportunity. He appreciates the value of long lasting
      relationships and prioritises efforts to build trust with existing and
      potential customers. He exhibits good listening skills and is able to
      establish rapport with customers and team members alike easily.
    sentences:
      - >-
        The Centre Leader is responsible for shaping strategic initiatives and
        organizational frameworks that promote a supportive and trust-based
        environment, encouraging mentorship, teamwork, and ongoing professional
        growth within the Centre. This role oversees the effective management
        and improvement of Centre functions in compliance with relevant industry
        standards. The Centre Leader champions operational and programmatic
        quality by establishing robust procedures across key domains such as
        governance, stakeholder engagement, continuous learning, curriculum
        design, and teaching methodologies. With excellent communication and
        influential leadership, they build lasting partnerships and embody the
        Centre’s core mission, vision, and values, while ensuring the welfare of
        all personnel.
      - >-
        The Sales Account Manager serves as the primary liaison between the
        company and its clientele, leveraging deep product expertise to drive
        sales of products and services. This role involves collaborating closely
        with customers to understand their requirements, preparing detailed
        sales reports through data collection and analysis, and proactively
        reaching out to current clients to offer tailored recommendations. The
        Sales Account Manager nurtures client relationships with the objective
        of introducing new products and fostering sustainable revenue growth.
        Operating in a dynamic and fast-moving setting, frequent travel to
        client locations is expected. Proficiency in customer relationship
        management software and sales platforms is essential. In addition to
        comprehensive knowledge of the company’s offerings, the individual stays
        informed of industry trends and challenges. The Sales Account Manager
        demonstrates resilience, strong interpersonal skills, and a commitment
        to building trust through attentive listening and relationship
        cultivation.
      - >-
        The Sales Account Manager leads a team responsible for developing
        marketing strategies and overseeing brand promotion within the
        organisation. He/She designs campaigns to increase product awareness,
        coordinates with advertising agencies, and manages digital content
        creation to enhance market presence. The role requires supervising
        junior marketing staff, setting performance targets, and analysing
        campaign metrics to adjust marketing approaches. The Sales Account
        Manager operates primarily from the office, with limited travel
        obligations, and collaborates closely with the product development team
        to align messaging. Strong skills in marketing analytics, campaign
        management tools, and creative communication are essential. This role
        focuses on strategic branding and promotional activities rather than
        direct client sales or relationship management.
datasets:
  - dnth/ssf-train-valid-v3
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on nomic-ai/modernbert-embed-base

This is a sentence-transformers model finetuned from nomic-ai/modernbert-embed-base on the ssf-train-valid-v3 dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: nomic-ai/modernbert-embed-base
Maximum Sequence Length: 8192 tokens
Output Dimensionality: 768 dimensions
Similarity Function: Cosine Similarity
Training Dataset:
- ssf-train-valid-v3

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False, 'architecture': 'ModernBertModel'})
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("dnth/ssf-retriever-modernbert-embed-base-v3.2")
# Run inference
sentences = [
    "The Sales Account Manager acts as a key point of contact between an organisation and its clients. He/She possesses thorough product knowledge and oversees product and/or service sales. He works with customers to identify their wants and prepares reports by collecting, analysing, and summarising sales information. He contacts existing customers to discuss and give recommendations on how specific products or services can meet their needs. He maintains customer relationships to strategically place new products and drive sales for long-term growth. He works in a fast-paced and dynamic environment, and travels frequently to clients' premises for meetings. He is familiar with client relationship management and sales tools. He is knowledgeable of the organisation's products and services, as well as trends, developments and challenges of the industry domain. The Sales Account Manager is a resourceful, people-focused and persistent individual, who takes rejection as a personal challenge to succeed when given opportunity. He appreciates the value of long lasting relationships and prioritises efforts to build trust with existing and potential customers. He exhibits good listening skills and is able to establish rapport with customers and team members alike easily.",
    'The Sales Account Manager serves as the primary liaison between the company and its clientele, leveraging deep product expertise to drive sales of products and services. This role involves collaborating closely with customers to understand their requirements, preparing detailed sales reports through data collection and analysis, and proactively reaching out to current clients to offer tailored recommendations. The Sales Account Manager nurtures client relationships with the objective of introducing new products and fostering sustainable revenue growth. Operating in a dynamic and fast-moving setting, frequent travel to client locations is expected. Proficiency in customer relationship management software and sales platforms is essential. In addition to comprehensive knowledge of the company’s offerings, the individual stays informed of industry trends and challenges. The Sales Account Manager demonstrates resilience, strong interpersonal skills, and a commitment to building trust through attentive listening and relationship cultivation.',
    'The Sales Account Manager leads a team responsible for developing marketing strategies and overseeing brand promotion within the organisation. He/She designs campaigns to increase product awareness, coordinates with advertising agencies, and manages digital content creation to enhance market presence. The role requires supervising junior marketing staff, setting performance targets, and analysing campaign metrics to adjust marketing approaches. The Sales Account Manager operates primarily from the office, with limited travel obligations, and collaborates closely with the product development team to align messaging. Strong skills in marketing analytics, campaign management tools, and creative communication are essential. This role focuses on strategic branding and promotional activities rather than direct client sales or relationship management.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.9031, 0.5886],
#         [0.9031, 1.0000, 0.6318],
#         [0.5886, 0.6318, 1.0000]])

Training Details

Training Dataset

ssf-train-valid-v3

Dataset: ssf-train-valid-v3 at f461fff
Size: 3,016 training samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 57 tokens mean: 169.03 tokens max: 403 tokens	min: 55 tokens mean: 138.39 tokens max: 275 tokens	min: 37 tokens mean: 109.4 tokens max: 201 tokens

Samples:

anchor	positive	negative
The Marketing Director drives the organisations business strategy by establishing the organisation's integrated marketing communications (IMC) strategy, partnership marketing arrangements and advices on product development and enhancement. He/She provides senior management with marketing advise, develops budget and manpower plans; and focuses on executing the IMC and partnership marketing plans to achieve business results. He directs the research and data analytics to obtain market and client insights, translates client insights into products and product features with market interest or potential market demand. He operates in a rapidly transforming business environment and functions through his understanding of consumers insights, market trends and industry landscape to promote the organisation and increase market demand. He is a results-oriented, astute leader who is able to negotiate strategically. He possesses strong business acumen and broad understanding of consumer, market and in...	The Marketing Director spearheads the company’s business growth by formulating and implementing a comprehensive integrated marketing communications (IMC) strategy and fostering strategic partnerships. This role advises senior leadership on marketing initiatives, oversees budget allocation and manpower planning, and ensures the successful execution of IMC and partnership campaigns to meet business objectives. The Marketing Director leads market research and data analysis efforts to capture consumer and market insights, translating these findings into innovative product developments aligned with emerging market demands. Operating within a dynamic and evolving business landscape, the director leverages deep knowledge of consumer behavior, market trends, and the competitive environment to enhance brand presence and drive demand. A decisive and visionary leader, this individual excels in strategic negotiations, demonstrates strong commercial insight, and inspires teams with a customer-centr...	The Marketing Analyst directs the organisation’s market research functions by designing and implementing data collection frameworks, analysing consumer data, and supporting the development of targeted marketing campaigns. He/She collaborates with product teams to provide data-driven recommendations for product positioning and pricing strategies. Responsible for preparing detailed reports and presentations for marketing managers, the analyst works under close supervision and focuses on executing market segmentation and consumer behavior studies. This role operates in a structured environment, requiring proficiency in data analytics tools and an understanding of marketing metrics to support decision-making. The Marketing Analyst is a detail-oriented individual with strong quantitative skills and the ability to communicate insights to internal teams but does not hold strategic leadership responsibilities or negotiate external partnerships.
An Enrolled Nurse is responsible for providing basic nursing care and patient education under the supervision and direction of a registered nurse, in collaboration with the healthcare teams according to the established policies, procedures and guidelines. S/He attends relevant nursing training to ensure that her/his skills remain up-to-date to provide patients with quality nursing care. S/He coaches new enrolled nurses, students and support care staff. S/He operates in a wide variety of settings such as acute care, primary care, community hospitals, integrated care and long-term care facilities. S/He should be meticulous, accountable and a team player.	The Enrolled Nurse delivers fundamental nursing care and patient education while working under the guidance of a registered nurse and collaborating with multidisciplinary healthcare teams in accordance with established protocols and guidelines. This role involves participating in ongoing nursing training to maintain current competencies and ensure high-quality patient care. Additionally, the Enrolled Nurse mentors newly recruited enrolled nurses, nursing students, and support care personnel. The position operates across diverse healthcare environments, including acute hospitals, primary care centers, community hospitals, integrated care networks, and long-term care institutions. Candidates should demonstrate thoroughness, responsibility, and strong teamwork skills.	The Enrolled Nurse manages patient admission processes and medical records under the supervision of healthcare administrators, coordinating with hospital support services according to institutional policies and administrative guidelines. The role requires attending workshops on healthcare administration to keep skills current and providing training to new administrative staff and interns. This position functions primarily within hospital admissions, billing departments, outpatient clinics, and medical records offices. Attention to detail, accountability, and effective collaboration are essential for success.
The Depot Train Controller directs the movement of trains within the depot, including launching and withdrawing trains in accordance with train service standards and requirements, and facilitating the stabling of trains in the depot for service and maintenance works. He/She coordinates with relevant internal and external stakeholders to execute first-line recovery of trains during train service disruptions. He is organised, meticulous, and systematic in managing the movement and stabling of trains, and in coordinating track access, so as to ensure the highest safety standards for personnel and train movement are upheld in the depot premises.	The Depot Train Controller oversees the scheduling and movement of trains within the depot, managing the deployment and withdrawal of trains following operational standards and service protocols. This role involves collaborating with various internal teams and external partners to facilitate initial recovery actions during service interruptions. The controller must be detail-oriented, methodical, and well-organized when handling train positioning and track allocation to maintain strict safety compliance for both staff and train operations within the depot.	`The Depot Maintenance Planner coordinates the scheduling of routine and emergency maintenance activities for trains across the network, ensuring maintenance tasks align with safety regulations and service availability. This role requires liaising with engineering teams and suppliers to optimize resource allocation and minimize downtime. The planner must be proactive, analytical, and adept at balancing maintenance priorities while adhering to compliance standards for depot facilities.`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim",
    "gather_across_devices": false
}

Evaluation Dataset

ssf-train-valid-v3

Dataset: ssf-train-valid-v3 at f461fff
Size: 754 evaluation samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 754 samples:

	anchor	positive	negative
type	string	string	string
details	min: 57 tokens mean: 169.99 tokens max: 352 tokens	min: 59 tokens mean: 138.43 tokens max: 285 tokens	min: 34 tokens mean: 109.81 tokens max: 274 tokens

Samples:

anchor	positive	negative
The Quality Control Laboratory Analyst/Chemist/Microbiologist monitors sampling, cleanliness and product quality testing activities, performs non-standard quality tests, and manages associated documentation and data. He/She identifies the operating criteria for the tools, equipment and materials to be used, and collaborates with the Engineering and Maintenance department to ensure that laboratory equipment and infrastructure function as required. In addition, he/ implements Standard Operating Procedures (SOPs) and workflow improvements in the laboratory. The Quality Control Laboratory Analyst/Chemist/Microbiologist works in a laboratory setting, primarily in a cleanroom environment, and may be required to work on a shift. He has to exercise critical and analytical thinking to review data and identify discrepancies against set criteria. He requires strong communication and teamwork to collaborate effectively with others in order to fulfil work objectives.	The Quality Control Laboratory Analyst/Chemist/Microbiologist is responsible for overseeing sampling processes, ensuring cleanliness standards, and conducting product quality assessments, including specialized testing procedures. This role involves determining optimal operating parameters for laboratory instruments, coordinating with Engineering and Maintenance teams to maintain equipment functionality, and enforcing Standard Operating Procedures (SOPs) alongside continuous workflow enhancements. Operating mainly within a cleanroom laboratory environment, often on rotational shifts, the analyst must apply strong analytical skills to evaluate data accuracy and detect inconsistencies. Effective communication and collaborative teamwork are essential to achieving quality assurance objectives.	The Quality Control Laboratory Technician coordinates sampling and cleanliness checks, but primarily focuses on maintaining inventory and ordering laboratory supplies. This position works closely with procurement and logistics teams rather than Engineering or Maintenance, ensuring that laboratory consumables are stocked and equipment calibration schedules are tracked. The technician operates in a standard laboratory space and follows established SOPs without involvement in workflow improvements or critical data analysis. While teamwork is necessary for administrative tasks, the role requires minimal analytical judgment and no shift work is typically expected.
The Assistant Keeper/Assistant Aquarist assists in the care and management of wildlife within the organisation/attractions sites. This includes supporting the preparation of food to the wildlife, caring for ill animals, checking enclosures and cages for signs of wear or damage for animal, staff and visitor safety, and giving educational talks/tours to the visitors. He/she also assists in maintaining animal training behaviours and promoting conservation awareness through animal presentations. Conscientious and responsible, he is attentive to the needs of the wildlife under his care, and leverages his strong observation skills to monitor and report the status of characteristics and behaviours of the wildlife under his care. He is able to work both independently and under direction. He is physically fit and works in a shift system encompassing weekends and public holidays. Outside the working hours, he may be on a rota for call-outs. He often stays outdoors for long periods of time even t...	The Assistant Keeper/Assistant Aquarist supports the daily care and management of animals at wildlife facilities or attraction sites. Responsibilities include assisting with feeding routines, providing care for sick animals, inspecting enclosures for safety hazards, and delivering educational tours to visitors. This role involves helping to maintain animal training programs and raising public awareness about conservation through animal demonstrations. The assistant is diligent and attentive, closely observing animal health and behavior to report any changes. Capable of working independently or under supervision, the incumbent must be physically resilient, work shifts including weekends and public holidays, and be prepared for on-call duties. The position often requires extended outdoor work in various weather conditions and may necessitate a valid driving licence or scuba-diving certification depending on the workplace environment.	The Animal Nutritionist develops dietary plans and nutritional programs for wildlife and captive animals within zoological and conservation organizations. This role focuses on formulating balanced diets, analyzing feed components, and collaborating with veterinary teams to optimize animal health through specialized nutrition. The Animal Nutritionist primarily works in laboratory and office settings, conducting research and evaluating the effects of various feed formulations. Unlike hands-on caretaking roles, this position requires advanced knowledge of animal physiology and dietetics, with minimal direct interaction with visitors or enclosure maintenance. This role typically operates during standard office hours and does not involve shift work or outdoor duties.
The Senior Manager works in the field of counselling management. He/She should be qualified and trained to monitor and manage the organisation's strategic initiative, resource management, collaboration and corporate governance to ensure operational efficiency. He oversees strategic implementation, budgets the use of capital and human resources, develops professional development programmes, and initiates professional relationships across agencies. He also ensures operational and governance efficiency through supervision of a multi-disciplinary staff performance evaluation, and policy implementation. He is an experienced management staff who is meticulous, committed and possesses good problem-solving skills.	The Senior Manager in counselling leadership is responsible for guiding and overseeing the organisation’s strategic priorities, resource allocation, and inter-agency partnerships to maximise operational effectiveness. This role entails supervising the execution of strategic plans, managing budgets for both financial and human capital, designing continuing professional development initiatives, and fostering collaborative networks across different agencies. The Senior Manager also ensures adherence to governance policies and evaluates the performance of a multidisciplinary team. This position requires an experienced, detail-oriented leader with strong commitment and advanced problem-solving capabilities.	The Senior Manager in community health administration leads initiatives in healthcare program management and service delivery. He/She coordinates healthcare resources, manages patient care budgets, and develops training programs for medical staff. The role involves overseeing clinical operations, ensuring compliance with health regulations, and supervising multidisciplinary healthcare teams. This professional must be highly experienced, organized, and skilled in resolving complex clinical and administrative issues.

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim",
    "gather_across_devices": false
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: epoch
per_device_train_batch_size: 32
per_device_eval_batch_size: 16
gradient_accumulation_steps: 16
learning_rate: 2e-05
num_train_epochs: 5
lr_scheduler_type: cosine
warmup_ratio: 0.2
bf16: True
tf32: True
load_best_model_at_end: True
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: epoch
prediction_loss_only: True
per_device_train_batch_size: 32
per_device_eval_batch_size: 16
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 16
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 2e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 5
max_steps: -1
lr_scheduler_type: cosine
lr_scheduler_kwargs: {}
warmup_ratio: 0.2
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: True
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: True
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: True
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss	Validation Loss
1.0	6	0.1973	0.0280
2.0	12	0.0151	0.0046
3.0	18	0.0061	0.0030
4.0	24	0.0049	0.0025
5.0	30	0.0045	0.0024

The bold row denotes the saved checkpoint.

Framework Versions

Python: 3.12.8
Sentence Transformers: 5.1.0
Transformers: 4.55.0
PyTorch: 2.8.0+cu128
Accelerate: 1.10.0
Datasets: 4.0.0
Tokenizers: 0.21.4

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}