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DocCafe has an immediate opening for the following position: Physician - Anesthesiology-Pediatrics in Fontana, California. This is a full-time position. Make $295/hourly - $315/hourly. DocCafe is the premier physician and physician assistant job board to help you advance your healthcare career. Register now to apply f...
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healthcare
healthcare
technology
Description Our WW Operations network delivers millions of packages and smiles to Amazon customers every day. We are looking for motivated, customer-focused individuals who want to join our team as an Area Manager. In this role, you will lead a team of hourly workforce and will be responsible for engaging your team du...
East Coast Seafood Group (ECSG), established in 1981, recently celebrated an anniversary milestone of 40 years in the seafood industry. The company is proud to continue diversification plans and strategic focus on processed seafood and value-added product lines for distribution in North America, Europe, and Asia. We've...
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manufacturing_operations
manufacturing_operations
education
Residential Hospice is our highest level of care and provides expert medical care, pain and symptom management, and support to patients during their end-of-life journeys with a team of hospice and palliative care-certified physicians, nurse practitioners, nurses, social workers, spiritual care counselors, and voluntee...
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government_nonprofit
government_nonprofit
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Job Announcement E d itor in Charge, MBN Digital The Middle East Broadcasting Networks, Inc. (MBN) is seeking an Editor in Charge to provide editorial management, and effectively lead a team of assignment editors and multimedia producers/reporters for Raise Your Voice, MBN Digital at our Headquarters in Springfield, V...
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media_entertainment
media_entertainment
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MMG is working with a National Multifamily Developer/General Contractor currently seeking a Superintendent for the Washington DC region. This position will report to the General Superintendent and/or Project Executive. Responsibilities include, but are not limited to: Interacting with subcontractors Partner with the P...
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We are looking for an experienced Project Manager to join our team and work on mixed use residential construction projects. Our ideal candidate is an organized professional with experience in multi-unit housing, as we are looking to complete an 18-story high-rise condominium project. You should be a problem solver who ...
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construction_real_estate
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ESSENTIAL JOB FUNCTIONS: The purpose of this position is to provide faculty support to meet the teaching, research, and patient care needs of the Department of Ophthalmology and Visual Sciences and assist in fulfilling UTMB's threefold mission. The faculty in this position is responsible for providing direct patient e...
This position is responsible for instructing violin in private and group settings to the registered students in Suzuki method. Responsibilities Instruction Instruct violin in private lessons to the registered students in Suzuki method Instruct violin in group lessons to the registered students in Suzuki method Present...
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education
education
design
Practice Area: IP Patent Molecular Biology,IP Patent Cellular Technology,IP Patent Biotechnology,IP Patent Biology,IP Patent Biochemistry, Job Type: Attorney, Firm Type: Law Firm, Experience: 2 Years, Washington D.C. office of a BCG Attorney Search Top Ranked Law Firm seeks a biotechnology patent prosecution attorney ...
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Up to $15,000 Sign-On bonus based on experience Fountain Valley Regional Hospital is proud of the full range of quality services we provide. Since 1971, we have dedicated our efforts to meet and serve the medical needs of our growing community. We were the first hospital in Orange County to offer residents an accredit...
legal
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People are a company's greatest resource, which is why caring for employees and keeping them healthy is so important. Proactive MD offers a comprehensive health management solution that extends well beyond the clinic walls. Access to on-site providers, full direct primary care services, and excellent client support are...
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healthcare
healthcare
education
Location: Sarasota, Florida Remote: Remote Type: Perm Job #199921 Salary: $80,000.00 Title: Financial Reporting Specialist Location: Tampa general area, FL or Remote Salary: $80,000-$96,000 salary commensurate with experience and an estimate of JBC We are seeking a Financial Reporting Specialist to join our client for...
JO #724 - Senior Staff Accountant Responsibilities For The Senior Staff Accountant Position: Support full-cycle accounting- and assist in preparation of month end and year end closings. Compile and analyze financial information to prepare entries to accounts, such as general ledger accounts. Reconcile general ledger a...
Dice is the leading career destination for tech experts at every stage of their careers. Our client, Randstad Digital, is seeking the following. Apply via Dice today! job summary: Scrum Master We are looking for a Scrum Master to lead an associate Scrum Team and coach them on Scrum best practices and principles. The i...
finance
finance
technology
Our client is hiring a Quality Control Test Inspector to join their team in Mississauga The primary responsibility will be to test low and medium voltage products, including switchgears, panelboards, and switchboards. Responsibilities Test low and medium voltage products Work with engineering teams and evaluate electr...
Ready to Grow? We are one of the largest industrial services and millwrighting contractors in the province. We are growing and looking to add superstar Millwrights to our team! We love taking on complex work for our customers, and we are always looking for talented people who want to learn the trade, work hard, love s...
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construction_real_estate
construction_real_estate
sales_marketing
Position Overview The Activity Specialists work directly with participants, overseeing content specific after school activities including arts, literacy, sports, and STEM. The Activity Specialists have content specific knowledge and experience working with school aged youth. The Activity Specialist is responsible for ...
Aspiring Child Psychologist– Mental Health – Flitwick - Education and Training – Aspiring Child Psychologist– Mental Health– Flitwick Start date: Role to start ASAP or in January 2024. Use this experience to qualify and disqualify the SEN and Mental Health sectors. If you have sincere aspirations within Speech and Lan...
Job Summary The ideal Manager will oversee all Studio functionality including managing and growing multiple streams of revenue, new member acquisition and retention, and staff management and development. Responsibilities And Duties Lead generation including grass roots marketing and networking Implement sales process ...
education
education
sales_marketing
Name of Organization: Sobeys - 5284 Alberta Central Kitchen Position : Manager, Hot Kitchen - Meat & Protein Click on the link below to see the job description https://jobs.sobeyscareers.com/sobeys/job/Rocky-View-County-Manager%2C-Hot-Kitchen-Meat-and-Protein-AB-T4A-3N4/1087613000/ How To Apply Apply through Diverse W...
Job Number 23204703 Job Category Housekeeping & Laundry Location The Ritz-Carlton Melbourne, 650 Lonsdale Street, Melbourne, Victoria, Australia VIEW ON MAP Schedule Full-Time Located Remotely? N Relocation? N Position Type Non-Management As one of the Ladies and Gentlemen of The Ritz-Carlton, you are the most importa...
Discover. Achieve. Succeed. #BeHere Location: US:WI:MILWAUKEE at our FROEDTERT HOSPITAL facility. This job is ON - SITE. FTE: 0.001000 Shift: Shift 4 Job Summary: The Registered Nurse is a practitioner who is responsible for assessing, planning, implementing, and evaluating nursing care for an identified group of pati...
retail_hospitality
retail_hospitality
education
We are looking for a Damp and Mould Surveyor Energy Jobline would like to introduce the role of Damp and Mould Surveyor based in Manchester, UK. If you think you are a suitable match for this role, please hit the apply button for more details. Building Careers UK are specialist in Construction & Property recruitment. ...
Tu as de l’expérience dans l’installation de chantiers routiers ? Tu veux travailler avec une équipe dynamique? Nous cherchons un leader qui a le sens des responsabilités, capable de suivre des plans et de diriger sa propre équipe de travail ! Nous offrons un salaire compétitif, assurances collectives avec soins denta...
We are Anokiwave – an industry leader in the commercialization of phased array ICs throughout the world. Our IC technology powers millimeter-wave 5G, SATCOM, Aerospace & Defense. We are looking for an ambitious, conscientious, and thorough Senior Principal Systems Test Engineer. As a key contributor, you will work in a...
construction_real_estate
construction_real_estate
technology
Interested in making a positive impact? You’ve come to the right place. At Fusion Medical Staffing, our goal is to improve the lives of everyone we touch, and we’re always looking for people like you to join our mission. And making a difference isn’t the only perk of traveling with us. Start your medical travel career...
Kitchen Manager - Applebee’s Applebee’s Neighborhood Grill + Bar/Thrive Restaurant Group is looking for the next Hospitality Manager to join our team and help love people with food in the neighborhoods we serve. We want work to be an experience that encourages you to be your best natural self as you develop your poten...
Job Title : General Accountant Location: Stoughton, Wisconsin. Duration: Full Time Responsibilities Daily accounting work to monitor revenue receipts, costs, and expenses. Process regular bookkeeping. Hands-on experience in AP, AR, payroll, and general ledger (handle supplier bills and payments, customer invoicing and...
human_resources
human_resources
finance
Practice Area: Employment Law - General, Job Type: Attorney, Firm Type: Law Firm, Experience: 10 Years, Tacoma office of a BCG Attorney Search Top Ranked Law Firm seeks a labor and employment attorney with 10-15 years of experience. The candidate works within the Firm's Employment Law Group, primarily providing employ...
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Shifts and Locations available: 6:00 am to 6:30 pm, Week 1: Sun/W/Th, Week 2: M/T/F/Sat, Crystal Lake location 6:00 am to 2:30 pm, M-F, Cary location Required Skills Must be 18 years of age or older, H.S. Diploma or GED preferred Must have 1+ year previous Quality Inspector experience in a production environment, flex...
legal
legal
manufacturing_operations
Job Description American Greetings is a global leader in the Celebrations marketplace. Celebrate with us and join our team today! As a Merchandiser with American Greetings, you are a vital part of our company’s purpose: helping people celebrate holidays, each other, and all of life’s special moments, by making the wor...
This job posting is for a position in a restaurant owned and operated by an independent franchisee and not McDonald’s USA. This franchisee owns a license to use McDonald’s logos and food products, for example, when running the restaurant. However, this franchisee is a separate company and a separate employer from McDon...
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retail_hospitality
retail_hospitality
finance
WTOV is seeking a Master Control Operator. The ideal candidate must be versatile and capable of learning specialized software applications and have an aptitude for operating electronic equipment. You must have great attention to detail, excellent computer skills, and must be able to work in a fast paced environment. R...
Barrington James is currently recruiting for a Director of Operations. The ideal candidate is a highly analytical leader who will join the senior management team on a full-time permanent basis for a medical device company based in Massachusetts, MA. You will be responsible for leading the company's day-to-day business ...
Architectural Project Manager Architecture & Design Firm Calgary, Alberta Hybrid Work model - Flexible Hours 85k - 105k negotiable Other titles: Project Management Professional, Architect, PM, Registered Architect, Senior Project Manager, Project Manager, Architectural Project Manager, Intermediate Project Manager, Se...
media_entertainment
media_entertainment
construction_real_estate
We are currently seeking to recruit an experienced Quantity Surveyor to join our team in the North-West. By joining BES, you will have the opportunity to develop your expertise and career as an integral part of a driven and growing team. You will collaborate with premium clients on challenging and interesting projects...
Custodial Foreman (Facilities B&G Assistant 3 – MR03) Facilities, Planning, and Management University of Tennessee at Chattanooga The Custodial Foreman conducts daily building inspections to ensure adequate custodial work performance, sufficient distribution of supplies, and proper operation of custodial equipment. Du...
Reading Partners is a national education nonprofit that partners with students, their families, schools, and communities to provide students with individualized literacy support and the foundational skills they need to read at grade level by fourth grade. We do this by training community volunteers to deliver one-on-on...
construction_real_estate
construction_real_estate
government_nonprofit
Are you passionate about helping children under the age of 6 years old?  Have you been looking for a preschool where you can grow and develop your career? If so, join us in our mission to spread Montessori education to children around the world! We are looking for enthusiastic and adaptable teachers who are interested...
Join Our Team as a Land Surveyor Are you looking for a rewarding career as a Land Surveyor? Look no further! Our company offers an exciting opportunity to work on diverse survey projects and be part of a dynamic team. We are currently seeking a talented and experienced Land Surveyor who is passionate about their craft...
Massachusetts Association for the Blind and Visually Impaired offers a number of services. In our COMMUNITY VOLUNTEER PROGRAM, volunteers work one-to-one with visually impaired adults in their community, assisting with reading or shopping. In each of our 35 peer-led SUPPORT GROUPS, individuals gather to share challeng...
education
education
government_nonprofit
VHS is looking for an OB/GYN Hospitalist for Martinsburg, WV! Program Details Program Start Date: October 2023 24 Hour Shifts Hospitalists to Provide GYN Coverage: Yes-Emergent GYN Hospitalists Required To Perform Circumcisions Hospitalists Needed for First Assist: Yes First Assist Available to the Hospitalists: Yes H...
Piedmont Athens Regional Hospital is currently seeking an experienced Breast Surgeon to join an established, successful practice in the Athens community. The ideal provider will have the passion to making Piedmont and our patients better. Requirements Board Certified in General Surgery Breast Surgery Fellowship prefer...
The Engineering Program Manager is supporting JLL’s client, Amazon Global Real Estate & Facilities (GREF) holding responsibility of engineering program support within assigned Area and back-up support for Regional Engineering Manager. As an Engineering Program Manager at JLL, you will be responsible for: Individual pr...
healthcare
healthcare
technology
How to Apply To apply, please send a resume including research interests/career plans, a list of publications and the names of three references to Nisha D'Silva, BDS MSD PhD, Department of Periodontics and Oral Medicine at email: njdsilva@umich.edu . A cover letter is required for consideration for this position and s...
Head Sports Coach Munchkin Sports is a market leading company, that gently introduces over 4000 children to sport each week. We look to develop the following key skills: - Fitness, Agility, Balance, Skills and Spatial awareness. When you join our company, you will be offered a range of coaching schedules and training ...
About MLT Aikins MLT Aikins is a full-service law firm of more than 300 lawyers and nearly 500 additional team members across the four western provinces. Named one of Canada’s best law firms by the Globe and Mail , MLT Aikins is the only law firm to have offices in Winnipeg, Regina, Saskatoon, Calgary, Edmonton and Va...
education
education
legal
Description Hungry for Hospitality? Benefits FIRE UP YOUR CAREER! Anthony’s Coal Fired Pizza has the FRESHEST ingredients any way you slice it! When you put good things in the Oven, good things come out. Everything served HOT, HOT, HOT, including our signature pizzas that are cooked in a 900-degree Oven. You're the la...
Who are Bird & Blend Tea co? Bird & Blend was set up and is run by Krisi and Mike, who met whilst studying Politics (of all things!) at university. Starting off packing tea in their bedroom and attending markets, building Bird & Blend from scratch while staying true to our ethos and values has been Krisi and Mike’s pa...
Salary: $90,000 Job Title: Controller Job #: 4529 Location: Albany, NY Category: Accounting Position Type: Full-time, Permanent Description: Our client is currently seeking a Controller who will manage all aspects of accounting. This is a full-time, permanent position with excellent benefits. Responsibilities Include:...
retail_hospitality
retail_hospitality
finance
Our client is a fast-growing start-up in the consumer services space that is looking for an Account Executive to join their team here in Dallas! They are extremely culture-centric and offer fast professional growth opportunities. They are looking for someone who can set up meetings (from warm leads) with prospective cl...
Esta vacante viene de la bolsa de empleo Talenteca.com Vacante para la empresa ManpowerGroup en Puebla, Puebla SOLICITAMOS JEFE COMERCIAL PARA EMPRESA DEDICADA A LA VENTA DE MAQUINARIA AGRÍCOLA Requerimos Experiencia a partir de 3 años en el puesto Disponibilidad para viajar a zona Centro, Golfo, Sur, Bajío de la Repú...
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sales_marketing
sales_marketing
construction_real_estate
Department: 0542 - Chemistry Position Information Job Title: Lecturer/Special Lecturer - Chemistry Job Description Summary The Department of Chemistry invites applicants for the positions of Lecturer and Special Lecturer to instruct courses in Chemistry, Biochemistry, and Environmental Science. Minimum Qualifications ...
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education
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finance
The Position: Senior Account Manager Location: Cardiff/Bristol (Hybrid) Salary: £50K-£60K plus Bonus and Blue Chip Benefits The Opportunity My Client is a leading provider within the cybersecurity arena and is passionate about making the world safe for exchanging digital information today and in the future. They boast...
Time Appointments are delighted to be working with a market leading company who are looking to recruit an Account Manager to join their busy team in Ipswich. If you are looking to strive and progress within a business that is constantly growing, then this is the role for you! They are looking for a strong administrato...
Job Description Providing legal advice to its clients, helping them navigate the complexities of estate planning, and ensuring the protection and management of their assets Provide comprehensive and expert legal advice on elder law, estate planning, and administration to our clients Prepare and review legal documents ...
sales_marketing
sales_marketing
legal
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Resume-Domain Triplets Dataset v1 (English)

Dataset Description

resume-domain-triplets-train-v1-en is a contrastive learning dataset designed for training domain classification models using triplet loss. This dataset enables fine-tuning of sentence transformers to understand professional domain alignment between job descriptions, making it essential for building intelligent ATS (Applicant Tracking System) applications.

Key Features

  • 📊 40K triplets (32K train, 8K validation)
  • 🎯 13 professional domains with balanced representation
  • 🔄 Triplet format ready for contrastive learning (anchor, positive, negative)
  • Hard negative mining for effective domain separation
  • 🌍 Multi-domain coverage across Technology, Healthcare, Finance, Education, and more
  • 🔥 High quality triplets mined from real LinkedIn job postings

Dataset Structure

Data Format

Each triplet contains:

Column Type Description
anchor string Job description used as anchor point
positive string Job description from the same domain as anchor
negative string Job description from a different domain (hard negative)
anchor_domain string Professional domain of anchor
positive_domain string Professional domain of positive (same as anchor)
negative_domain string Professional domain of negative (different from anchor)

Data Splits

Split Triplets Percentage
Train 32,000 80%
Validation 8,000 20%
Total 40,000 100%

Example Triplets

Technology Domain:

Anchor: "Senior Software Engineer with Python, Django, and AWS experience..."
Positive: "Backend Developer position requiring Node.js and cloud deployment..."
Negative: "Registered Nurse position in ICU requiring patient care skills..."

Anchor Domain: technology
Positive Domain: technology
Negative Domain: healthcare

Healthcare Domain:

Anchor: "Registered Nurse with 5+ years ICU experience..."
Positive: "Clinical Nurse Specialist for cardiac care unit..."
Negative: "Financial Analyst requiring CFA and portfolio management..."

Anchor Domain: healthcare
Positive Domain: healthcare
Negative Domain: finance

Professional Domains

The dataset covers 13 professional domains with balanced representation:

Domain Examples Approximate Count
Technology Software Engineering, Data Science, DevOps, AI/ML ~2,600
Healthcare Nursing, Medical Practice, Clinical Research ~2,400
Finance Banking, Investment, Financial Analysis, Fintech ~2,600
Education Teaching, Academic Research, EdTech ~2,600
Sales & Marketing Digital Marketing, Business Development, SEO ~2,600
Human Resources Recruitment, HR Management, Training ~2,600
Legal Legal Practice, Compliance, Contracts ~2,600
Manufacturing & Operations Production, Quality Control, Supply Chain ~2,600
Retail & Hospitality Customer Service, Store Management ~2,600
Construction & Real Estate Project Management, Property Development ~2,600
Government & Nonprofit Public Service, Community Programs ~2,600
Media & Entertainment Content Creation, Broadcasting, Production ~2,500
Design Graphic Design, UX/UI, Creative Direction ~2,400

Source Data

This dataset was generated from the LinkedIn Jobs Dataset (arjunth2001/linkedin-jobs-postings-and-skills-2024), which contains real job postings from LinkedIn.

Data Generation Process

  1. Domain Extraction: Job postings classified into 13 professional domains
  2. Triplet Mining:
    • Anchor: Random job description from a domain
    • Positive: Different job from the same domain
    • Negative: Job from a different domain (hard negative sampling)
  3. Balancing: Equal representation across all domains
  4. Quality Control: Filtered for text quality, length, and domain diversity
  5. Validation Split: 20% held out for model evaluation

Hard Negative Mining Strategy

Negative examples are carefully selected to be challenging:

  • High semantic similarity but different domains (e.g., "Data Scientist" vs "Data Analyst in Finance")
  • Cross-domain skills overlap (e.g., "Project Manager in Tech" vs "Project Manager in Construction")
  • Similar job levels but different industries

Intended Use

Primary Use Cases

  1. Domain Classification Model Training: Fine-tune sentence transformers for domain detection
  2. Contrastive Learning: Train embeddings that cluster same-domain jobs together
  3. ATS Domain Matching: Improve resume-job matching by understanding domain alignment
  4. Cross-Domain Transfer: Study patterns in cross-domain skill transferability

Model Training

This dataset is designed for training with TripletLoss using sentence transformers:

Recommended Base Models:

  • jinaai/jina-embeddings-v2-base-en
  • sentence-transformers/all-MiniLM-L6-v2
  • sentence-transformers/all-mpnet-base-v2
  • Any sentence transformer model

Expected Performance: Models trained on this dataset typically achieve >85% domain classification accuracy with strong cross-domain separation.

Example Training Code

from sentence_transformers import SentenceTransformer, losses, InputExample
from torch.utils.data import DataLoader
from datasets import load_dataset
import pandas as pd

# Load dataset
dataset = load_dataset("0xnbk/resume-domain-triplets-train-v1-en")
train_df = pd.DataFrame(dataset['train'])

# Prepare triplets
train_examples = []
for _, row in train_df.iterrows():
    train_examples.append(
        InputExample(texts=[row['anchor'], row['positive'], row['negative']])
    )

# Load pre-trained base model (e.g., nbk-ats-semantic-v1-en)
model = SentenceTransformer('0xnbk/nbk-ats-semantic-v1-en')

# Define loss and dataloader
train_dataloader = DataLoader(train_examples, shuffle=True, batch_size=16)
train_loss = losses.TripletLoss(
    model=model,
    distance_metric=losses.TripletDistanceMetric.COSINE,
    triplet_margin=0.5
)

# Train
model.fit(
    train_objectives=[(train_dataloader, train_loss)],
    epochs=3,
    warmup_steps=100,
    optimizer_params={'lr': 5e-6},
    output_path='./domain-model'
)

# Save
model.save('./domain-model')

Inference Example

from sentence_transformers import SentenceTransformer
from scipy.spatial.distance import cosine

# Load trained model
model = SentenceTransformer('./domain-model')

# Test domain similarity
resume = "Software engineer with 5 years Python and Django experience"
job_tech = "Senior Python developer position"
job_healthcare = "Registered nurse position in ICU"

# Encode
resume_emb = model.encode(resume)
tech_emb = model.encode(job_tech)
healthcare_emb = model.encode(job_healthcare)

# Calculate similarities
tech_similarity = 1 - cosine(resume_emb, tech_emb)
healthcare_similarity = 1 - cosine(resume_emb, healthcare_emb)

print(f"Technology match: {tech_similarity:.3f}")  # High score (same domain)
print(f"Healthcare match: {healthcare_similarity:.3f}")  # Low score (different domain)

Dataset Statistics

Size Metrics

  • Total size: ~280MB (CSV format with triplet text fields)
  • Average text length: ~800 characters per job description
  • Token count: ~35M tokens (estimated with BERT tokenizer)
  • Triplets per domain: ~3,000 average (balanced distribution)

Domain Balance

All 13 domains have approximately equal representation (2,400-2,600 triplets per domain), ensuring no domain bias in trained models.

Training Details

Model: nbk-ats-domain-v1-en

This dataset was used to train the nbk-ats-domain-v1-en model with the following configuration:

  • Base Model: nbk-ats-semantic-v1-en (Jina embeddings fine-tuned for ATS semantic matching)
  • Loss Function: TripletLoss with cosine distance
  • Triplet Margin: 0.5
  • Epochs: 3
  • Batch Size: 8 (with gradient accumulation: effective batch size 128)
  • Learning Rate: 5e-6
  • Hardware: NVIDIA A6000 48GB GPU
  • Training Time: ~2 hours

Performance Metrics

  • Domain Classification Accuracy: >85%
  • Cross-Domain Separation: Strong embedding clusters
  • Same-Domain Similarity: High cosine similarity (>0.7)
  • Cross-Domain Similarity: Low cosine similarity (<0.3)

Limitations and Considerations

Known Limitations

  1. Domain Boundaries: Some domains have natural overlap (e.g., "Technology" and "Data Science")
  2. Job Description Focus: Dataset contains job descriptions, not resumes (domain patterns differ)
  3. Language: Currently only English language support
  4. Domain Granularity: 13 broad domains may not capture niche specializations
  5. Temporal Bias: Reflects job market terminology as of 2024-2025

Ethical Considerations

  • Bias: Domain classification may reflect societal biases present in job postings
  • Privacy: No personally identifiable information (PII) included
  • Fairness: Users should validate model fairness across protected characteristics
  • Transparency: Triplets derived from public LinkedIn job postings

Citation

If you use this dataset in your research or applications, please cite:

@dataset{resume_domain_triplets_v1,
  author = {NBK},
  title = {Resume-Domain Triplets Dataset v1 (English)},
  year = {2025},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/0xnbk/resume-domain-triplets-train-v1-en}
}

Source Dataset Citation

This dataset is derived from the LinkedIn Jobs Dataset:

@dataset{linkedin_jobs_2024,
  author = {Arjun Thangaraju},
  title = {LinkedIn Jobs Postings and Skills 2024},
  year = {2024},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/arjunth2001/linkedin-jobs-postings-and-skills-2024}
}

Model Citation

If you use the model trained on this dataset:

@model{nbk_ats_domain_v1,
  author = {NBK},
  title = {NBK ATS Domain Classifier v1 (English)},
  year = {2025},
  publisher = {Hugging Face},
  url = {https://huggingface.co/0xnbk/nbk-ats-domain-v1-en}
}

License

This dataset is released under the Apache 2.0 License.

Copyright 2025 NBK (nbk.dev)

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

    http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

Updates and Maintenance

  • Version: 1.0.0
  • Last Updated: October 2025
  • Maintained by: NBK (nbk.dev)
  • Issues: Report issues on the dataset discussion page

Related Resources

Contact

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