Model: pj-mathematician/JobSkillBGE-large-en-v1.5
Author: pj-mathematician
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:114699, loss:CachedGISTEmbedLoss, arxiv:1908.10084, base_model:BAAI/bge-large-en-v1.5, base_model:finetune:BAAI/bge-large-en-v1.5, model-index, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-large-en-v1.5
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:114699, loss:CachedGISTEmbedLoss
base_model: BAAI/bge-large-en-v1.5
widget: source_sentence: For roles such as 'physiotherapist', 'neuromusculoskeletal physiotherapist', 'osteopath', and 'chiropractor', the skills needed include a deep understanding of human anatomy and physiology, strong diagnostic skills, and the ability to apply manual therapy techniques to treat musculoskeletal issues. Additionally, effective communication skills are crucial for explaining treatments and exercises to patients, while adaptability and problem-solving skills are essential for tailoring treatments to individual patient needs.
sentences: Job roles such as insulation installers, HVAC technicians, and construction engineers require knowledge of various types and characteristics of insulation materials to effectively reduce heat transfer and improve energy efficiency in buildings and systems. Understanding the typology of insulation materials, including their thermal properties, durability, and environmental impact, is crucial for these professionals to select the most appropriate materials for specific applications., Job roles such as Contract Managers, Legal Analysts, and Compliance Officers require the skill of reviewing or auditing completed contracts to ensure legal accuracy, compliance with regulations, and alignment with organizational goals., Job roles that require skills in dealing with emergency care situations include emergency medical technicians (EMTs), paramedics, and emergency room nurses or doctors, all of whom must quickly and effectively manage critical health situations to save lives., source_sentence: Bus drivers, including those operating in various sectors like public transit, intercity, private, or school services, need strong driving skills, knowledge of traffic laws, and the ability to operate safely in diverse conditions. Additionally, effective communication skills and the ability to handle passenger inquiries and emergencies are crucial.
sentences: Job roles that require the skill to calibrate electronic instruments include calibration technicians, quality control engineers, and instrumentation specialists. These professionals ensure the accuracy and reliability of various electronic devices and systems across different industries such as manufacturing, aerospace, and automotive., Job roles such as Building Engineer, Architect, and Construction Specialist require skills in designing, engineering, or developing air-tight building structures to ensure energy efficiency and environmental control within the building., Job roles such as customer service representatives, flight attendants, and hotel concierges require a strong focus on passengers or customers, ensuring their needs and comfort are prioritized to provide excellent service and support., source_sentence: A mine surveyor, also known as a mining surveyor or mine planning surveyor, requires expertise in geomatics and mining engineering to accurately map and plan mine operations, ensuring safety and efficiency. They must also possess strong analytical skills and the ability to use specialized software for creating detailed mine plans and maintaining accurate records.
sentences: Job roles such as data analysts, business analysts, and financial analysts require the skill to present reports or prepare statistical reports, as they often need to communicate complex data insights clearly and effectively to stakeholders., Job roles that require monitoring flour unloading equipment include Quality Control Technicians, Process Operators, and Mill Supervisors, who ensure the efficient and safe operation of flour processing systems and the proper unloading of flour from transport vehicles., Job roles that require skills in the manufacturing of made-up textile articles include textile production managers, machinery operators, and quality control inspectors, all of whom utilize specific technology and machinery to produce finished textile products such as clothing, home textiles, and industrial fabrics., source_sentence: An insulation supervisor, regardless of the specific type of insulation material or installation area, requires strong project management skills, knowledge of building codes and safety regulations, and expertise in insulation techniques to oversee the installation process effectively and ensure quality standards are met.
sentences: Job roles that require skills in energy efficiency, such as promoting energy efficiency or efficient energy use, include Energy Managers, Sustainability Specialists, and Building Engineers, who focus on reducing energy consumption and improving energy use in various settings. Additionally, roles like Battery Technicians or Engineers involve battery benchmarking to enhance energy storage and efficiency in technological devices and systems., The skill of applying or installing waterproofing and damp-proofing membranes is primarily required by construction workers such as waterproofing specialists, roofers, and building envelope technicians, who use these membranes to prevent water damage in buildings and structures., Job roles such as laboratory technicians, chemists, and materials scientists require skills in laboratory techniques, including electronic and thermic methods, gas chromatography, and gravimetric analysis, to conduct precise experiments and analyze materials. These professionals must apply natural science techniques and use various lab techniques to ensure accurate and reliable results in their research or quality control processes., source_sentence: For roles such as import/export manager, graduate export manager, senior export manager, and other related positions in meat and meat products, the key skills include a strong understanding of international trade regulations, meat product knowledge, customs compliance, and excellent negotiation and communication skills to manage global supply chains effectively. Additionally, proficiency in relevant trade software and languages can be highly beneficial.
sentences: Job roles that require skills such as managing staff, coordinating employees, and performing HR activities include Human Resources Managers, Team Leaders, Supervisors, and Department Heads, all of whom are responsible for overseeing personnel, implementing HR policies, and ensuring efficient team operations., Job roles such as Control Systems Engineer, Automation Engineer, and Systems Designer require skills in designing, planning, and developing control systems to manage and optimize the performance of various technological processes and machinery. These professionals are tasked with creating efficient and reliable systems that can operate autonomously or with minimal human intervention., Job roles such as Performance Analyst, Quality Assurance Engineer, and Test Manager require skills in conducting performance measurement and organizing or managing conversion testing to ensure software and systems meet performance standards and function correctly in real-world scenarios.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@20, cosine_accuracy@50, cosine_accuracy@100, cosine_accuracy@150, cosine_accuracy@200, cosine_precision@1, cosine_precision@20, cosine_precision@50, cosine_precision@100, cosine_precision@150, cosine_precision@200, cosine_recall@1, cosine_recall@20, cosine_recall@50, cosine_recall@100, cosine_recall@150, cosine_recall@200, cosine_ndcg@1, cosine_ndcg@20, cosine_ndcg@50, cosine_ndcg@100, cosine_ndcg@150, cosine_ndcg@200, cosine_mrr@1, cosine_mrr@20, cosine_mrr@50, cosine_mrr@100, cosine_mrr@150, cosine_mrr@200, cosine_map@1, cosine_map@20, cosine_map@50, cosine_map@100, cosine_map@150, cosine_map@200, cosine_map@500
model-index: name: SentenceTransformer based on BAAI/bge-large-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: full en
type: full_en
metrics: type: cosine_accuracy@1
value: 0.7302631578947368
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@20
value: 0.993421052631579
name: Cosine Accuracy@20
verified: no, type: cosine_accuracy@50
value: 0.9967105263157895
name: Cosine Accuracy@50
verified: no, type: cosine_accuracy@100
value: 1
name: Cosine Accuracy@100
verified: no, type: cosine_accuracy@150
value: 1
name: Cosine Accuracy@150
verified: no, type: cosine_accuracy@200
value: 1
name: Cosine Accuracy@200
verified: no, type: cosine_precision@1
value: 0.7302631578947368
name: Cosine Precision@1
verified: no, type: cosine_precision@20
value: 0.4998355263157894
name: Cosine Precision@20
verified: no, type: cosine_precision@50
value: 0.39184210526315794
name: Cosine Precision@50
verified: no, type: cosine_precision@100
value: 0.3111842105263158
name: Cosine Precision@100
verified: no, type: cosine_precision@150
value: 0.2652412280701754
name: Cosine Precision@150
verified: no, type: cosine_precision@200
value: 0.232171052631579
name: Cosine Precision@200
verified: no, type: cosine_recall@1
value: 0.010227350724729817
name: Cosine Recall@1
verified: no, type: cosine_recall@20
value: 0.13368254620254577
name: Cosine Recall@20
verified: no, type: cosine_recall@50
value: 0.2541249933594102
name: Cosine Recall@50
verified: no, type: cosine_recall@100
value: 0.3948435268881245
name: Cosine Recall@100
verified: no, type: cosine_recall@150
value: 0.49626849018850344
name: Cosine Recall@150
verified: no, type: cosine_recall@200
value: 0.5720837677245543
name: Cosine Recall@200
verified: no, type: cosine_ndcg@1
value: 0.7302631578947368
name: Cosine Ndcg@1
verified: no, type: cosine_ndcg@20
value: 0.5384654647855256
name: Cosine Ndcg@20
verified: no, type: cosine_ndcg@50
value: 0.44986527953229877
name: Cosine Ndcg@50
verified: no, type: cosine_ndcg@100
value: 0.44277699637488865
name: Cosine Ndcg@100
verified: no, type: cosine_ndcg@150
value: 0.4895063673734854
name: Cosine Ndcg@150
verified: no, type: cosine_ndcg@200
value: 0.5346148440105628
name: Cosine Ndcg@200
verified: no, type: cosine_mrr@1
value: 0.7302631578947368
name: Cosine Mrr@1
verified: no, type: cosine_mrr@20
value: 0.8341772399749373
name: Cosine Mrr@20
verified: no, type: cosine_mrr@50
value: 0.8343338815789473
name: Cosine Mrr@50
verified: no, type: cosine_mrr@100
value: 0.8343905966424682
name: Cosine Mrr@100
verified: no, type: cosine_mrr@150
value: 0.8343905966424682
name: Cosine Mrr@150
verified: no, type: cosine_mrr@200
value: 0.8343905966424682
name: Cosine Mrr@200
verified: no, type: cosine_map@1
value: 0.7302631578947368
name: Cosine Map@1
verified: no, type: cosine_map@20
value: 0.3434603918412553
name: Cosine Map@20
verified: no, type: cosine_map@50
value: 0.23779270403918282
name: Cosine Map@50
verified: no, type: cosine_map@100
value: 0.21161540263537876
name: Cosine Map@100
verified: no, type: cosine_map@150
value: 0.22899252179487295
name: Cosine Map@150
verified: no, type: cosine_map@200
value: 0.24784282323083537
name: Cosine Map@200
verified: no, type: cosine_map@500
value: 0.298154972004029
name: Cosine Map@500
verified: no
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Created: 2025-06-20 18:41:24