neogenro/job-resume-encoder

SentenceTransformer based on Alibaba-NLP/gte-multilingual-base

This is a sentence-transformers model finetuned from Alibaba-NLP/gte-multilingual-base on the job_job, resume_resume and job_resume datasets. 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: Alibaba-NLP/gte-multilingual-base
• Maximum Sequence Length: 8192 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity
• Training Datasets:
  • job_job
  • resume_resume
  • job_resume

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}) with Transformer model: NewModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, '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("neogenro/job-resume-encoder")
# Run inference
sentences = [
    'Job resume match: Job Title: Assistant Manager Core Responsibilities: - Manage email and phone communications - Maintain document records and correspondence - Process and validate data entries - Prepare various activity reports Essential Role-Specific Soft Skills: - Responsible and meticulous - Communication and teamwork - Organizational and planning skills Seniority Level: Ju',
    "Resume job match: Headline: Senior Economist with 9+ years driving financial control and profitability analysis, leveraging Microsoft Office to ensure accuracy in accounting entries and client relationship management. About me: NO CONTENT Experience: * 2017-01-16 - Present (8.3 years) at VIO TRANSGRUP Role Title: Economist Key Responsibilities & Achievements: - Verify sales and purchase records - Participate in annual inventory - Maintain cash register and bank records - Review accounting entry accuracy - Maintain good cooperation with clients/suppliers - Verify customer/supplier balances - Participate in monthly closures - Maintain relationships with auditors - Conduct cost and profitability analysis - Prepare reports to financial institutions - Manage financial control Skills Utilized: - Microsoft Office proficiency * 2016-06-01 - 2017-01-01 (0.6 years) at ERBALACT SRL Role Title: Economost * 2015-09-01 - 2016-06-01 (0.8 years) at Butan Gas Romania SRL Role Title: Financial Officer * 2014-08-01 - 2015-01-01 (0.4 years) at ARCTIC SA Role Title: Secretary Key Responsibilities & Achievements: - Managed database entry operations. - Handled secretariat tasks. - Performed primary accounting and financial tasks. - Recruited new employees. Education and certifications: * Degree: Master's Degree Field of study: Economics, Accounting, and Management Information Systems * Degree: Bachelor's Degree Field of study: Economics and Finance * Degree: High School Diploma Field of study: Philology, Language and Literature Language proficiency: * Romanian (Native) * English (Intermediate) * French (Intermediate)",
    "Resume job match: Headline: Customer Care Representative with 3+ years of client support expertise in French and English, managing support tickets, pre-sales inquiries, and data accuracy with a Master’s in Modern Applied Languages. Experience: * 2024-04-09 - 2025-02-09 (0.8 years) at Huawei Role Title: Customer Care Representative Key Responsibilities & Achievements: - Answer calls from French and English-speaking clients - Create support tickets - Ensure accuracy of customer data - Provide technical solutions via email or transfer calls - Follow-up on support tickets - Identify pre-sale inquiries and provide distributor contacts * 2023-07-09 - 2024-03-09 (0.7 years) at CORAL CLUB Romania Role Title: Customer Service Agent Key Responsibilities & Achievements: - Recorded phone and in-person orders - Processed payments - Prepared outgoing packages - Tracked delivery correspondence - Managed office inventory needs - Conducted physical inventory of merchandise * 2021-06-09 - 2022-06-09 (1.0 years) at Concentrix Role Title: Customer Care Support Key Responsibilities & Achievements: - Answered customer calls - Provided information - Resolved requests Skills Utilized: - Communication Education and certifications: * Degree: Master's Degree * Degree: Graduate * Degree: Master's Degree Field of study: Modern Applied Languages * Degree: Graduate Language proficiency: * Romanian (Native) * Russian (Native) * English (Advanced) * French (Intermediate)",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Semantic Similarity

• Datasets: job-encoder-job_job, job-encoder-resume_resume and job-encoder-job_resume
• Evaluated with EmbeddingSimilarityEvaluator

Metric	job-encoder-job_job	job-encoder-resume_resume	job-encoder-job_resume
pearson_cosine	0.9321	0.8832	0.9399
spearman_cosine	0.9309	0.8796	0.939

Training Details

Training Datasets

job_job

• Dataset: job_job
• Size: 17,099 training samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 1000 samples:

  	sentence1	sentence2	label
  type	string	string	float
  details	min: 30 tokens mean: 143.83 tokens max: 364 tokens	min: 35 tokens mean: 158.27 tokens max: 548 tokens	min: 0.0 mean: 0.41 max: 1.0

• Samples:

  sentence1	sentence2	label
  Job similarity: Job Title: EMEA Facilities Manager Main Duties: • Supervise and coordinate building maintenance and repairs • Manage vehicle acquisition and maintenance programs • Implement preventative maintenance for utility systems and equipment • Ensure buildings meet health, safety, and local regulations • Manage purchase ordering requests and departmental budget • Propose and maintain company transportation plan (BIM regulation) • Administer contracts for landscaping and general maintenance • Oversee new facilities deployment with relevant stakeholders • Coordinate asset management including physical checks and reporting • Facilitate security awareness and inspections, monitor safety compliance Tools & Technologies: • Cabling • UPS systems • Fire suppression systems • Backup power generators • BIM regulation standards Required Skills & Experience: • 5+ years supervision experience in a facility department • Technical skills in cabling, UPS, fire suppression, and generators • Know...	Job similarity: Job Title: Videochat Studio Trainer Core Responsibilities: - Train models in videochat protocols and content creation - Provide makeup and hair styling services for models - Collaborate with models to improve performance and communication skills - Manage model schedules and training sessions - Stay updated on videochat trends and platform requirements Essential Technical Skills: - Makeup artistry and hair styling for models - Videochat studio environment familiarity - Photoshop proficiency - Category B driver's license - Personal vehicle availability (preferred) Essential Role-Specific Soft Skills: - Modeling training experience - Adaptability to work in rotating shifts Seniority Level: Mid-Lev	0.0
  Job similarity: Job Title: EMEA Facilities Manager Main Duties: • Supervise and coordinate building maintenance and repairs • Manage vehicle acquisition and maintenance programs • Implement preventative maintenance for utility systems and equipment • Ensure buildings meet health, safety, and local regulations • Manage purchase ordering requests and departmental budget • Propose and maintain company transportation plan (BIM regulation) • Administer contracts for landscaping and general maintenance • Oversee new facilities deployment with relevant stakeholders • Coordinate asset management including physical checks and reporting • Facilitate security awareness and inspections, monitor safety compliance Tools & Technologies: • Cabling • UPS systems • Fire suppression systems • Backup power generators • BIM regulation standards Required Skills & Experience: • 5+ years supervision experience in a facility department • Technical skills in cabling, UPS, fire suppression, and generators • Know...	Job similarity: Job Title: Economist (Accounting) Main Duties: • Record cash register in local and foreign currency • Record reimbursements • Record and enter accounting entries • Record and enter depreciation entries • Prepare inventory list of assets • Record supplier invoices • Verify and correct purchase journal • Verify and correct sales journal • Calculate taxes and fees • Prepare tax declarations and financial statements • Record account balances and perform adjustments • Prepare balance confirmations at period end • Collaborate to maintain updated financial and accounting records • Complete assigned tasks Required Skills & Experience: • 5-10 years of experience (Senior level)	0.1666666667
  Job similarity: Job Title: EMEA Facilities Manager Main Duties: • Supervise and coordinate building maintenance and repairs • Manage vehicle acquisition and maintenance programs • Implement preventative maintenance for utility systems and equipment • Ensure buildings meet health, safety, and local regulations • Manage purchase ordering requests and departmental budget • Propose and maintain company transportation plan (BIM regulation) • Administer contracts for landscaping and general maintenance • Oversee new facilities deployment with relevant stakeholders • Coordinate asset management including physical checks and reporting • Facilitate security awareness and inspections, monitor safety compliance Tools & Technologies: • Cabling • UPS systems • Fire suppression systems • Backup power generators • BIM regulation standards Required Skills & Experience: • 5+ years supervision experience in a facility department • Technical skills in cabling, UPS, fire suppression, and generators • Know...	Job similarity: Job Title: Logistics Coordinator Core Responsibilities: - Analyze operational department procurement needs - Organize internal transport of goods - Coordinate with Procurement for supplier procurement - Prepare internal transport expense reports - Ensure accurate stock movement recording in IT systems - Conduct random warehouse inventory checks - Track equipment and inventory movements in WMS systems - Ensure completion, flow, and archiving of transport documents - Monitor and oversee warehouse staff activities Essential Technical Skills: - Excel - Word - PowerPoint - ERP platforms Preferred Technical Skills: - WMS systems - Romanian (native proficiency) - English (intermediate proficiency) Seniority Level: Midd	0.3333333333

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "CosineSimilarityLoss",
      "matryoshka_dims": [
          768,
          512,
          384,
          256
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

resume_resume

• Dataset: resume_resume
• Size: 13,128 training samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 1000 samples:

  	sentence1	sentence2	label
  type	string	string	float
  details	min: 51 tokens mean: 331.0 tokens max: 1760 tokens	min: 51 tokens mean: 393.19 tokens max: 3693 tokens	min: 0.01 mean: 0.35 max: 0.96

• Samples:

  sentence1	sentence2	label
  Resume similarity: Headline: Social Worker with Dual Master's Degrees in Social Work and Organizational Psychology & Human Resource Management, Specializing in Prevention of Illicit Drug Consumption. About me: Core Competencies & Experience Highlights: - Writer Experience: * - Education and certifications: * Degree: Master's Degree Field of study: Organizational Psychology and Human Resource Management * Degree: Master's Degree Field of study: Social Work * Degree: High School Diploma * Degree: Master's Degree Field of study: Prevention and Combatting Illicit Drug Consumption Language proficiency: * English (Intermediate) * Romanian (Intermediate)	Resume similarity: Headline: Mathematics & Computer Science High School Diploma Graduate with Programming Skills in C++, Java, and Python; Entry-Level IT Professional with Algorithm and Data Structure Expertise. About me: NO CONTENT Experience: * 2023-06-24 - 2023-08-24 (0.2 years) at H&M Hennes and Mauritz SRL Role Title: Receptionist Education and certifications: * Degree: High School Diploma Field of study: Mathematics & Computer Science Key Learnings/Achievements: - Studied algorithms, data structures, and programming - Gained experience in analyzing and solving complex problems using mathematical logic and algorithmic approaches - Developed programming skills in C++, Java, and Python - Acquired the ability to work in a team to develop innovative and efficient solutions in IT Language proficiency: * Romanian (Native)	0.0998884663
  Resume similarity: Headline: Social Worker with Dual Master's Degrees in Social Work and Organizational Psychology & Human Resource Management, Specializing in Prevention of Illicit Drug Consumption. About me: Core Competencies & Experience Highlights: - Writer Experience: * - Education and certifications: * Degree: Master's Degree Field of study: Organizational Psychology and Human Resource Management * Degree: Master's Degree Field of study: Social Work * Degree: High School Diploma * Degree: Master's Degree Field of study: Prevention and Combatting Illicit Drug Consumption Language proficiency: * English (Intermediate) * Romanian (Intermediate)	Resume similarity: Headline: Kitchen Assistant with 1+ years in food service and meat processing industries, demonstrating client communication, team leadership, and culinary operations skills. Experience: * 2024-11-01 - Present (0.5 years) at papa food Role Title: Kitchen Assistant * 2023-09-29 - 2024-09-29 (1.0 years) at true wildrennes Role Title: Slaughterhouse Worker * 2023-05-29 - 2023-08-29 (0.3 years) at SC EGROS TRADE SRL Role Title: Salesperson Key Responsibilities & Achievements: - Communicated with challenging clients - Led a team Education and certifications: * Degree: High School Diploma Field of study: Economics Language proficiency: * Romanian (Native) * English (Advanced)	0.1393354535
  Resume similarity: Headline: Social Worker with Dual Master's Degrees in Social Work and Organizational Psychology & Human Resource Management, Specializing in Prevention of Illicit Drug Consumption. About me: Core Competencies & Experience Highlights: - Writer Experience: * - Education and certifications: * Degree: Master's Degree Field of study: Organizational Psychology and Human Resource Management * Degree: Master's Degree Field of study: Social Work * Degree: High School Diploma * Degree: Master's Degree Field of study: Prevention and Combatting Illicit Drug Consumption Language proficiency: * English (Intermediate) * Romanian (Intermediate)	Resume similarity: Headline: Experienced Customer Relations Manager specializing in banking products, telephone customer service, and sales. Holds Bachelor's in Economics, Service, Tourism, and Commerce Economy. Experience: * 2015-11-01 - Present (9.5 years) at PATRIA BANK S.A. Role Title: Customer Relations Manager Skills Utilized: - Knowledge of banking products and services - Telephone customer service - Telephone sales * 2014-04-01 - 2015-10-01 (1.5 years) at us food Role Title: Cashier * 2013-09-01 - 2013-12-01 (0.2 years) at carrfour Role Title: Cashier Key Responsibilities & Achievements: - Operated as a cashier Education and certifications: * Degree: Bachelor's Degree Field of study: Economics, Service, Tourism and Commerce Economy * Degree: High School Diploma Language proficiency: * Romanian (Native) * English (Intermediate)	0.1985456795

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "CosineSimilarityLoss",
      "matryoshka_dims": [
          768,
          512,
          384,
          256
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

job_resume

• Dataset: job_resume
• Size: 67,501 training samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 1000 samples:

  	sentence1	sentence2	label
  type	string	string	float
  details	min: 51 tokens mean: 174.82 tokens max: 392 tokens	min: 51 tokens mean: 527.19 tokens max: 3412 tokens	min: 0.0 mean: 0.34 max: 0.81

• Samples:

  sentence1	sentence2	label
  Job resume match: Job Title: Automation Engineer Core Responsibilities: - Design and implement automation and control systems for production processes - Select and configure automation equipment including PLCs, SCADA, HMI, robots, cobots, and sensors - Develop and program control logic for automated equipment and systems - Monitor automation system performance and identify improvement opportunities - Diagnose and resolve technical issues in automated systems - Implement solutions to optimize efficiency and reduce downtime - Provide technical support to production and maintenance teams - Collaborate with mechanical, electrical, and software engineers to integrate and enhance automated systems - Train personnel in the proper use of automated equipment and systems - Develop and update technical documentation including electrical and pneumatic diagrams and user manuals - Ensure compliance with safety standards and regulations Essential Technical Skills: - Programmable Logic Controller (PLC...	Resume job match: Headline: VDA 6.3 Certified Quality Planning Coordinator with 13+ years driving ISO/IATF compliance and process improvement via APQP, FMEA, and statistical analysis in automotive manufacturing. About me: Core Competencies & Experience Highlights: - Experienced Quality Engineer with manufacturing units based on IATF 16949:2016 standards. - Certified and qualified process auditor per VDA 6.3 standard. - Certified internal auditor based on ISO 9001:2015, ISO 14001:2015, ISO 45001:2018, and ISO 19011:2018 standards. - IATF 16949:2016 1st and 2nd party Auditor. - Trained in Core Tools including APQP, PPAP, FMEA, SPC, and MSA. Certifications & Education Mentioned: - VDA 6.3 (Process Audit) certification - ISO 9001:2015 certification (Internal Auditor) - ISO 14001:2015 certification (Internal Auditor) - ISO 45001:2018 certification (Internal Auditor) - ISO 19011:2018 certification (Internal Auditor) Domain Expertise: - Manufacturing - Quality Assurance Experience: * 2021-09-...	0.405000329
  Job resume match: Job Title: Agent Ticketing & Tourism Core Responsibilities: - Design and create promotional offers for tourism packages - Manage client portfolios and provide counseling - Present and sell domestic and international tourism packages - Reserve tourism services - Prepare travel contracts and documentation - Update agency website with travel offers - Perform tourism marketing activities - Collaborate with accounting department Essential Technical Skills: - Experience in tourism - Proficient in written and spoken English Preferred Technical Skills: - AMADEUS ticketing courses - Basic English language skills (beginner level) Essential Role-Specific Soft Skills: - Professional communication - Diplomacy and courtesy - Discernment - Quick and	Resume job match: Headline: Tourism Product Manager with 13+ years driving digital marketing and sales strategy to optimize tourism campaigns and boost revenue through strategic product selection and market analysis. About me: Core Competencies & Experience Highlights: - Product management - Market management Domain Expertise: - Tourism industry Years of Experience Mentioned: - (No explicit experience years listed in the text) Stated Career Objective / Target Role: - Seeking a role in digital marketing Skills Utilized: - Digital marketing - Product management - Market management Experience: * 2024-07-01 - Present (0.9 years) at DERTOUR ROMANIA Role Title: Tourism Product Manager Key Responsibilities & Achievements: - Identified approach and promotion channels to generate sales opportunities. - Analyzed market positioning through benchmark analysis. - Developed sales strategies and implemented them. - Collaborated with marketing to promote areas and locations. - Selected products for pr...	0.4581743181
  Job resume match: Job Title: Physician (Rehabilitation, Rheumatology, Cardiology, Diabetes) Core Responsibilities: - Perform medical consultations, procedures, and treatments - Develop and monitor therapeutic plans for patients - Document medical activities in accordance with legal standards - Interpret investigation results and manage medical records Essential Technical Skills: - Member certificate from the College of Physicians - Knowledge of current medical legislation Preferred Technical Skills: - Native proficiency in Romanian language Essential Role-Specific Soft Skills: - Positive and professional attitude Seniority Level: Middle/S	Resume job match: Headline: Senior Medical Specialist with 17+ years in medical recovery and occupational medicine expertise, complemented by an MSc in Musculoskeletal Ultrasound and Healthcare Management. Experience: * 2017-04-01 - Present (8.1 years) at spcf pacani Role Title: Medical Specialist in Medical Recovery Skills Utilized: - Medical recovery expertise - Medical representative activities * 2013-01-01 - 2017-03-01 (4.2 years) at iasi Role Title: Rehabilitation Medicine Resident Physician * 2009-03-01 - 2012-09-01 (3.5 years) at spjudvaslui Role Title: Occupational Medicine Specialist * 2004-01-01 - 2004-12-01 (0.9 years) at sp sf spiridon iasi Role Title: Trainee Medic Education and certifications: * Degree: Master's Degree Field of study: Musculoskeletal Ultrasound * Degree: Master's Degree Field of study: Economics and Management Key Learnings/Achievements: * Completed a Master's in Health Management. * Degree: Medical Degree (MD) Field of study: General Medicine * Degree: H...	0.6228690147

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "CosineSimilarityLoss",
      "matryoshka_dims": [
          768,
          512,
          384,
          256
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Evaluation Datasets

job_job

• Dataset: job_job
• Size: 4,201 evaluation samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 1000 samples:

  	sentence1	sentence2	label
  type	string	string	float
  details	min: 40 tokens mean: 168.58 tokens max: 381 tokens	min: 36 tokens mean: 169.25 tokens max: 542 tokens	min: 0.0 mean: 0.4 max: 1.0

• Samples:

  sentence1	sentence2	label
  Job similarity: Job Title: Dog Groomer or Assistant Dog Groomer Core Responsibilities: - Assist experienced groomers during grooming appointments (holding dogs, washing dogs) - Clean grooming salon and reception areas - Prepare shampoos and grooming products - Schedule and execute dog wash appointments - Perform other tasks to support experienced team members in the salon Essential Technical Skills: - Canine grooming courses (certification preferred) - Pet grooming experience (certification preferred) - Knowledge of shampoo preparation and animal hygiene Preferred Technical Skills: - Knowledge of Romanian language (native proficiency advantageous) - Knowledge of English language (advanced proficiency advantageous) Essential Role-Specific Soft Skills: - Animal Handling - Pet Customer Interac	Job similarity: Job Title: Accountant/Calculator Operator Core Responsibilities: - Perform standard accounting tasks and responsibilities Essential Technical Skills: - Microsoft Word - Microsoft Excel - Accounting software - Management software Required Education: - Secondary, High School, or Higher Education in Economics (Completed in 2023) Seniority Level: Entry or Mid-Lev	0.1666666667
  Job similarity: Job Title: Dog Groomer or Assistant Dog Groomer Core Responsibilities: - Assist experienced groomers during grooming appointments (holding dogs, washing dogs) - Clean grooming salon and reception areas - Prepare shampoos and grooming products - Schedule and execute dog wash appointments - Perform other tasks to support experienced team members in the salon Essential Technical Skills: - Canine grooming courses (certification preferred) - Pet grooming experience (certification preferred) - Knowledge of shampoo preparation and animal hygiene Preferred Technical Skills: - Knowledge of Romanian language (native proficiency advantageous) - Knowledge of English language (advanced proficiency advantageous) Essential Role-Specific Soft Skills: - Animal Handling - Pet Customer Interac	Job similarity: Job Title: Veterinary Technician / Veterinary Assistant Core Responsibilities: - Assist veterinarian in consultations, treatments, and surgical interventions - Collect biological samples and perform laboratory tests - Administer medications according to veterinary instructions - Manage and sterilize medical equipment and instruments - Collaborate with team to ensure animal well-being and uphold professional standards - Manage Pet Shop operations Essential Technical Skills: - Laboratory test execution - Sample collection techniques - Medication administration protocols - Medical equipment management Preferred Technical Skills: - Canine grooming - Medical equipment sterilization Essential Role-Specific Soft Skills: - Excellent communication and relationship-building sk	0.5
  Job similarity: Job Title: Dog Groomer or Assistant Dog Groomer Core Responsibilities: - Assist experienced groomers during grooming appointments (holding dogs, washing dogs) - Clean grooming salon and reception areas - Prepare shampoos and grooming products - Schedule and execute dog wash appointments - Perform other tasks to support experienced team members in the salon Essential Technical Skills: - Canine grooming courses (certification preferred) - Pet grooming experience (certification preferred) - Knowledge of shampoo preparation and animal hygiene Preferred Technical Skills: - Knowledge of Romanian language (native proficiency advantageous) - Knowledge of English language (advanced proficiency advantageous) Essential Role-Specific Soft Skills: - Animal Handling - Pet Customer Interac	Job similarity: Job Title: Pet Groomer/Animal Hairdresser Core Responsibilities: - Groom dogs and cats (cutting, washing, cleaning glands, cleaning ears) Essential Technical Skills: - Pet grooming experience (dogs and cats) Preferred Technical Skills: - Native-level Romanian proficiency - Beginner-level English proficiency Seniority Level: Middle/S	0.6666666667

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "CosineSimilarityLoss",
      "matryoshka_dims": [
          768,
          512,
          384,
          256
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

resume_resume

• Dataset: resume_resume
• Size: 3,329 evaluation samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 1000 samples:

  	sentence1	sentence2	label
  type	string	string	float
  details	min: 51 tokens mean: 386.48 tokens max: 2870 tokens	min: 51 tokens mean: 436.28 tokens max: 2400 tokens	min: -0.0 mean: 0.36 max: 0.95

• Samples:

  sentence1	sentence2	label
  Resume similarity: Headline: Senior Key Account Manager with 14+ years driving pharmaceutical sales and client relationships through negotiation and communication. About me: Core Competencies & Experience Highlights: - Communication - Negotiation Experience: * 2011-08-01 - 2022-11-01 (11.3 years) at pfizer mures clujbistrita albamaramures Role Title: Key Account Manager * 2008-12-01 - 2011-08-01 (2.7 years) at novo nordisk farma mures clujmaramures satu maresibiu brasovharghita covasna valcea bistrita alba Role Title: Key Account Manager * 2006-10-01 - 2008-12-01 (2.2 years) at abbot laboratories mures harghita covasnabrasosibiu Role Title: Medical Representative * 2006-01-01 - 2006-10-01 (0.7 years) at zentiva alba mures Role Title: Medical Representative Education and certifications: * Degree: Master's Degree Field of study: Dentistry * Degree: High School Diploma * Degree: Certificate Field of study: Key Account Management * Degree: Certificate Field of study: Key Account Management...	Resume similarity: Headline: Kitchen Helper with 3+ years in sanitation, inventory, and customer-focused food prep, ensuring operational efficiency and safety compliance in restaurant environments. Experience: * 2023-12-19 - Present (1.4 years) at al jawareh traditional restaurant Role Title: Kitchen helper Key Responsibilities & Achievements: - Cleaned kitchen areas, ovens, and grills following sanitation protocols. - Operated knives, slicers, and equipment efficiently and safely. - Sanitized workstations per established procedures. - Managed vendor deliveries, ensuring order accuracy against invoices. - Transported dirty dishes to dishwashing station. - Disposed of waste per health department regulations. - Assisted chefs in plate presentation for buffets or customer meals. - Reported kitchen equipment maintenance needs to management. - Assembled banquet trays with attention to customer details. * 2020-01-05 - 2022-01-04 (2.0 years) at royal century Role Title: Kitchen Helper Key Res...	0.0470336005
  Resume similarity: Headline: Senior Key Account Manager with 14+ years driving pharmaceutical sales and client relationships through negotiation and communication. About me: Core Competencies & Experience Highlights: - Communication - Negotiation Experience: * 2011-08-01 - 2022-11-01 (11.3 years) at pfizer mures clujbistrita albamaramures Role Title: Key Account Manager * 2008-12-01 - 2011-08-01 (2.7 years) at novo nordisk farma mures clujmaramures satu maresibiu brasovharghita covasna valcea bistrita alba Role Title: Key Account Manager * 2006-10-01 - 2008-12-01 (2.2 years) at abbot laboratories mures harghita covasnabrasosibiu Role Title: Medical Representative * 2006-01-01 - 2006-10-01 (0.7 years) at zentiva alba mures Role Title: Medical Representative Education and certifications: * Degree: Master's Degree Field of study: Dentistry * Degree: High School Diploma * Degree: Certificate Field of study: Key Account Management * Degree: Certificate Field of study: Key Account Management...	Resume similarity: Headline: Retail Cashier with 5+ Years of Customer-Centric Operations and High-Volume Transaction Processing at Kaufland Romania Experience: * 2020-02-21 - Present (5.2 years) at Kaufland Romania Role Title: Cashier Education and certifications: * Degree: High School Diploma Language proficiency: * Italian (Advanced) * English (Intermediate)	0.0775082484
  Resume similarity: Headline: Senior Key Account Manager with 14+ years driving pharmaceutical sales and client relationships through negotiation and communication. About me: Core Competencies & Experience Highlights: - Communication - Negotiation Experience: * 2011-08-01 - 2022-11-01 (11.3 years) at pfizer mures clujbistrita albamaramures Role Title: Key Account Manager * 2008-12-01 - 2011-08-01 (2.7 years) at novo nordisk farma mures clujmaramures satu maresibiu brasovharghita covasna valcea bistrita alba Role Title: Key Account Manager * 2006-10-01 - 2008-12-01 (2.2 years) at abbot laboratories mures harghita covasnabrasosibiu Role Title: Medical Representative * 2006-01-01 - 2006-10-01 (0.7 years) at zentiva alba mures Role Title: Medical Representative Education and certifications: * Degree: Master's Degree Field of study: Dentistry * Degree: High School Diploma * Degree: Certificate Field of study: Key Account Management * Degree: Certificate Field of study: Key Account Management...	Resume similarity: Headline: Dispatcher and Back Office Professional with 7 years driving operational efficiency through dispatch management, technical problem-solving, and customer relations, leveraging English, Google Maps, Outlook, and team coordination to optimize service delivery and resolve critical issues. Experience: * 2023-10-02 - 2024-11-02 (1.1 years) at DST Role Title: Dispatcher Skills Utilized: - English - Distributed Attention - Google Maps - Outlook - Teamwork - Dispatcher Operator - Detail-Oriented Attention * 2021-10-21 - 2023-06-21 (1.7 years) at SC Computer Generated Solutions SRL Role Title: Back Office Agent Key Responsibilities & Achievements: - Resolved emerging problems Skills Utilized: - Outlook - Citrix - Microsoft Word - Microsoft Excel - Communication - Relational skills * 2020-10-21 - 2021-09-21 (0.9 years) at Adient Role Title: Operator Key Responsibilities & Achievements: - Find defects in car covers and repair them. Skills Utilized: - CTC * 2018-12-02 -...	0.105525136

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "CosineSimilarityLoss",
      "matryoshka_dims": [
          768,
          512,
          384,
          256
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

job_resume

• Dataset: job_resume
• Size: 16,089 evaluation samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 1000 samples:

  	sentence1	sentence2	label
  type	string	string	float
  details	min: 66 tokens mean: 161.17 tokens max: 534 tokens	min: 55 tokens mean: 541.02 tokens max: 8192 tokens	min: -0.0 mean: 0.35 max: 0.8

• Samples:

  sentence1	sentence2	label
  Job resume match: Job Title: Electromechanical Technician Core Responsibilities: - Maintain and repair electrical, mechanical, hydraulic, and pneumatic systems on equipment - Verify and lubricate bearings and components according to maintenance schedules - Inspect equipment operating conditions, including vibrations and technical parameters - Fabricate fixtures to mount electrical apparatus on machinery and equipment - Maintain and repair machinery ventilation systems - Inspect and replace worn couplings - Execute mechanical tasks for electrical equipment - Replace defective components - Inspect and repair hydraulic leaks - Ensure 5S compliance and workplace organization Essential Technical Skills: - Mechanical systems maintenance and repair - Electrical systems maintenance and repair - Hydraulic systems maintenance and repair - Pneumatic systems maintenance and repair - Tool and equipment management - Electrical safety protocols (grounding, short-circuiting) - Technical certifications...	Resume job match: Headline: Economist with MSc in Accounting & MIS	Financial Record Management & Analysis
  Job resume match: Job Title: Electromechanical Technician Core Responsibilities: - Maintain and repair electrical, mechanical, hydraulic, and pneumatic systems on equipment - Verify and lubricate bearings and components according to maintenance schedules - Inspect equipment operating conditions, including vibrations and technical parameters - Fabricate fixtures to mount electrical apparatus on machinery and equipment - Maintain and repair machinery ventilation systems - Inspect and replace worn couplings - Execute mechanical tasks for electrical equipment - Replace defective components - Inspect and repair hydraulic leaks - Ensure 5S compliance and workplace organization Essential Technical Skills: - Mechanical systems maintenance and repair - Electrical systems maintenance and repair - Hydraulic systems maintenance and repair - Pneumatic systems maintenance and repair - Tool and equipment management - Electrical safety protocols (grounding, short-circuiting) - Technical certifications...	Resume job match: Headline: Financial Consultant at Capgemini Services Romania, Leveraging Oracle, Accounting, Citrix, and Account Reconciliation for Client Solutions. Experience: * 2023-10-31 - Present (0.0 years) at CAPGEMINI SERVICES ROMANIA Role Title: Financial Consultant Skills Utilized: - Oracle - Accounting - Citrix - Account reconciliation Education and certifications: * - Language proficiency: * English (Native) * French (Native) * Italian (Native)	0.0277444776
  Job resume match: Job Title: Accounting Office Clerk Core Responsibilities: - Record invoices from external suppliers - Process electronic invoices from SPV (E-factura) - Process bank statements (payments and receipts) - Execute simple online payments - Manage and maintain primary records Essential Technical Skills: - Microsoft Office (Word/Excel) Preferred Technical Skills: - Romanian (native) - English (intermediate) Essential Role-Specific Soft Skills: - Corectitudine (Integrity) - Seriozitate (Seriousness) - Orientare spre client (Client-Oriented) - Persoana ordonata, atenta la detalii, cu simt organizatoric (Organized, detail-oriented with organizational sense) Required Education: - High school gradu	Resume job match: Headline: Skilled Front Desk Officer with 2+ Years Managing Visitor and Telephone Operations, Appointment Coordination, and Database Maintenance. Experience: * 2024-08-14 - 2024-10-14 (0.2 years) at CALATORESCU SRL Role Title: Travel Agent * 2022-01-14 - 2024-03-14 (2.2 years) at BEAUTY BOX Role Title: Front Desk Officer Key Responsibilities & Achievements: - Manage visitor and telephone call flow to ensure a pleasant and professional reception experience. - Direct visitors to appropriate departments providing clear and precise information. - Maintain visitor records and update relevant databases. - Coordinate appointments and reservations ensuring prompt and efficient management. - Maintain cleanliness and order in the reception area creating a pleasant and professional atmosphere. Skills Utilized: - Visitor management - Telephone communication - Appointment coordination - Database maintenance * 2023-02-14 - 2024-03-14 (1.1 years) at bnp muntean popescu Role Title: S...	0.4069273174

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "CosineSimilarityLoss",
      "matryoshka_dims": [
          768,
          512,
          384,
          256
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• learning_rate: 2e-05
• weight_decay: 0.01
• num_train_epochs: 2
• warmup_ratio: 0.1
• bf16: True

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 8
• per_device_eval_batch_size: 8
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 2e-05
• weight_decay: 0.01
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 2
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.1
• 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: None
• 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: False
• 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
• 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
• 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
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss	job job loss	resume resume loss	job resume loss	job-encoder-job_job_spearman_cosine	job-encoder-resume_resume_spearman_cosine	job-encoder-job_resume_spearman_cosine
0.0082	100	0.2518	-	-	-	-	-	-
0.0164	200	0.0968	-	-	-	-	-	-
0.0246	300	0.0698	-	-	-	-	-	-
0.0327	400	0.0546	-	-	-	-	-	-
0.0409	500	0.0553	-	-	-	-	-	-
0.0491	600	0.0458	-	-	-	-	-	-
0.0573	700	0.0418	-	-	-	-	-	-
0.0655	800	0.0485	-	-	-	-	-	-
0.0737	900	0.0477	-	-	-	-	-	-
0.0819	1000	0.0425	-	-	-	-	-	-
0.0900	1100	0.0415	-	-	-	-	-	-
0.0982	1200	0.0391	-	-	-	-	-	-
0.1064	1300	0.0437	-	-	-	-	-	-
0.1146	1400	0.0416	-	-	-	-	-	-
0.1228	1500	0.0415	-	-	-	-	-	-
0.1310	1600	0.0374	-	-	-	-	-	-
0.1392	1700	0.0453	-	-	-	-	-	-
0.1473	1800	0.0396	-	-	-	-	-	-
0.1555	1900	0.04	-	-	-	-	-	-
0.1637	2000	0.0446	-	-	-	-	-	-
0.1719	2100	0.0355	-	-	-	-	-	-
0.1801	2200	0.0379	-	-	-	-	-	-
0.1883	2300	0.0399	-	-	-	-	-	-
0.1964	2400	0.0433	-	-	-	-	-	-
0.2046	2500	0.0393	-	-	-	-	-	-
0.2128	2600	0.0425	-	-	-	-	-	-
0.2210	2700	0.0411	-	-	-	-	-	-
0.2292	2800	0.0395	-	-	-	-	-	-
0.2374	2900	0.0388	-	-	-	-	-	-
0.2456	3000	0.0384	0.0598	0.0661	0.0386	0.9162	0.8527	0.9032
0.2537	3100	0.0393	-	-	-	-	-	-
0.2619	3200	0.0344	-	-	-	-	-	-
0.2701	3300	0.0372	-	-	-	-	-	-
0.2783	3400	0.0386	-	-	-	-	-	-
0.2865	3500	0.0342	-	-	-	-	-	-
0.2947	3600	0.0363	-	-	-	-	-	-
0.3029	3700	0.0384	-	-	-	-	-	-
0.3110	3800	0.0344	-	-	-	-	-	-
0.3192	3900	0.0423	-	-	-	-	-	-
0.3274	4000	0.0373	-	-	-	-	-	-
0.3356	4100	0.0371	-	-	-	-	-	-
0.3438	4200	0.0348	-	-	-	-	-	-
0.3520	4300	0.0344	-	-	-	-	-	-
0.3602	4400	0.0366	-	-	-	-	-	-
0.3683	4500	0.0363	-	-	-	-	-	-
0.3765	4600	0.0332	-	-	-	-	-	-
0.3847	4700	0.0366	-	-	-	-	-	-
0.3929	4800	0.0364	-	-	-	-	-	-
0.4011	4900	0.0331	-	-	-	-	-	-
0.4093	5000	0.0383	-	-	-	-	-	-
0.4175	5100	0.0335	-	-	-	-	-	-
0.4256	5200	0.0344	-	-	-	-	-	-
0.4338	5300	0.0408	-	-	-	-	-	-
0.4420	5400	0.0383	-	-	-	-	-	-
0.4502	5500	0.0375	-	-	-	-	-	-
0.4584	5600	0.0339	-	-	-	-	-	-
0.4666	5700	0.0298	-	-	-	-	-	-
0.4747	5800	0.0359	-	-	-	-	-	-
0.4829	5900	0.0339	-	-	-	-	-	-
0.4911	6000	0.0329	0.0514	0.0591	0.0322	0.9239	0.8637	0.9171
0.4993	6100	0.0377	-	-	-	-	-	-
0.5075	6200	0.0325	-	-	-	-	-	-
0.5157	6300	0.0343	-	-	-	-	-	-
0.5239	6400	0.0336	-	-	-	-	-	-
0.5320	6500	0.0336	-	-	-	-	-	-
0.5402	6600	0.0346	-	-	-	-	-	-
0.5484	6700	0.0348	-	-	-	-	-	-
0.5566	6800	0.0332	-	-	-	-	-	-
0.5648	6900	0.0313	-	-	-	-	-	-
0.5730	7000	0.0395	-	-	-	-	-	-
0.5812	7100	0.0308	-	-	-	-	-	-
0.5893	7200	0.0316	-	-	-	-	-	-
0.5975	7300	0.0326	-	-	-	-	-	-
0.6057	7400	0.0285	-	-	-	-	-	-
0.6139	7500	0.0329	-	-	-	-	-	-
0.6221	7600	0.0334	-	-	-	-	-	-
0.6303	7700	0.03	-	-	-	-	-	-
0.6385	7800	0.0351	-	-	-	-	-	-
0.6466	7900	0.0297	-	-	-	-	-	-
0.6548	8000	0.0276	-	-	-	-	-	-
0.6630	8100	0.0304	-	-	-	-	-	-
0.6712	8200	0.0327	-	-	-	-	-	-
0.6794	8300	0.0326	-	-	-	-	-	-
0.6876	8400	0.0316	-	-	-	-	-	-
0.6958	8500	0.0315	-	-	-	-	-	-
0.7039	8600	0.0328	-	-	-	-	-	-
0.7121	8700	0.0294	-	-	-	-	-	-
0.7203	8800	0.0301	-	-	-	-	-	-
0.7285	8900	0.0275	-	-	-	-	-	-
0.7367	9000	0.0321	0.0483	0.0572	0.0269	0.9274	0.8703	0.9238
0.7449	9100	0.0301	-	-	-	-	-	-
0.7530	9200	0.0322	-	-	-	-	-	-
0.7612	9300	0.0276	-	-	-	-	-	-
0.7694	9400	0.0282	-	-	-	-	-	-
0.7776	9500	0.0294	-	-	-	-	-	-
0.7858	9600	0.036	-	-	-	-	-	-
0.7940	9700	0.032	-	-	-	-	-	-
0.8022	9800	0.0331	-	-	-	-	-	-
0.8103	9900	0.0291	-	-	-	-	-	-
0.8185	10000	0.0295	-	-	-	-	-	-
0.8267	10100	0.025	-	-	-	-	-	-
0.8349	10200	0.0315	-	-	-	-	-	-
0.8431	10300	0.0301	-	-	-	-	-	-
0.8513	10400	0.0364	-	-	-	-	-	-
0.8595	10500	0.0305	-	-	-	-	-	-
0.8676	10600	0.0318	-	-	-	-	-	-
0.8758	10700	0.0254	-	-	-	-	-	-
0.8840	10800	0.0305	-	-	-	-	-	-
0.8922	10900	0.0334	-	-	-	-	-	-
0.9004	11000	0.0313	-	-	-	-	-	-
0.9086	11100	0.0322	-	-	-	-	-	-
0.9168	11200	0.0272	-	-	-	-	-	-
0.9249	11300	0.0299	-	-	-	-	-	-
0.9331	11400	0.0272	-	-	-	-	-	-
0.9413	11500	0.0289	-	-	-	-	-	-
0.9495	11600	0.0272	-	-	-	-	-	-
0.9577	11700	0.0307	-	-	-	-	-	-
0.9659	11800	0.0322	-	-	-	-	-	-
0.9741	11900	0.03	-	-	-	-	-	-
0.9822	12000	0.0285	0.0494	0.0572	0.0248	0.9305	0.8777	0.9311
0.9904	12100	0.028	-	-	-	-	-	-
0.9986	12200	0.0285	-	-	-	-	-	-
1.0068	12300	0.0189	-	-	-	-	-	-
1.0150	12400	0.0226	-	-	-	-	-	-
1.0232	12500	0.0231	-	-	-	-	-	-
1.0313	12600	0.0217	-	-	-	-	-	-
1.0395	12700	0.0225	-	-	-	-	-	-
1.0477	12800	0.0202	-	-	-	-	-	-
1.0559	12900	0.0192	-	-	-	-	-	-
1.0641	13000	0.0203	-	-	-	-	-	-
1.0723	13100	0.0199	-	-	-	-	-	-
1.0805	13200	0.0261	-	-	-	-	-	-
1.0886	13300	0.0232	-	-	-	-	-	-
1.0968	13400	0.0198	-	-	-	-	-	-
1.1050	13500	0.0209	-	-	-	-	-	-
1.1132	13600	0.0203	-	-	-	-	-	-
1.1214	13700	0.0187	-	-	-	-	-	-
1.1296	13800	0.0221	-	-	-	-	-	-
1.1378	13900	0.021	-	-	-	-	-	-
1.1459	14000	0.0224	-	-	-	-	-	-
1.1541	14100	0.0219	-	-	-	-	-	-
1.1623	14200	0.0234	-	-	-	-	-	-
1.1705	14300	0.0206	-	-	-	-	-	-
1.1787	14400	0.0216	-	-	-	-	-	-
1.1869	14500	0.024	-	-	-	-	-	-
1.1951	14600	0.0216	-	-	-	-	-	-
1.2032	14700	0.0203	-	-	-	-	-	-
1.2114	14800	0.0211	-	-	-	-	-	-
1.2196	14900	0.0216	-	-	-	-	-	-
1.2278	15000	0.0236	0.0467	0.0575	0.0232	0.9296	0.8731	0.9332
1.2360	15100	0.0213	-	-	-	-	-	-
1.2442	15200	0.0205	-	-	-	-	-	-
1.2524	15300	0.0199	-	-	-	-	-	-
1.2605	15400	0.0182	-	-	-	-	-	-
1.2687	15500	0.0217	-	-	-	-	-	-
1.2769	15600	0.02	-	-	-	-	-	-
1.2851	15700	0.0208	-	-	-	-	-	-
1.2933	15800	0.0203	-	-	-	-	-	-
1.3015	15900	0.0193	-	-	-	-	-	-
1.3097	16000	0.0194	-	-	-	-	-	-
1.3178	16100	0.0234	-	-	-	-	-	-
1.3260	16200	0.0198	-	-	-	-	-	-
1.3342	16300	0.0213	-	-	-	-	-	-
1.3424	16400	0.0219	-	-	-	-	-	-
1.3506	16500	0.0194	-	-	-	-	-	-
1.3588	16600	0.02	-	-	-	-	-	-
1.3669	16700	0.0224	-	-	-	-	-	-
1.3751	16800	0.0243	-	-	-	-	-	-
1.3833	16900	0.0195	-	-	-	-	-	-
1.3915	17000	0.0238	-	-	-	-	-	-
1.3997	17100	0.0244	-	-	-	-	-	-
1.4079	17200	0.019	-	-	-	-	-	-
1.4161	17300	0.0203	-	-	-	-	-	-
1.4242	17400	0.0186	-	-	-	-	-	-
1.4324	17500	0.0219	-	-	-	-	-	-
1.4406	17600	0.0257	-	-	-	-	-	-
1.4488	17700	0.0185	-	-	-	-	-	-
1.4570	17800	0.0234	-	-	-	-	-	-
1.4652	17900	0.0198	-	-	-	-	-	-
1.4734	18000	0.0195	0.0462	0.0526	0.0214	0.9305	0.8798	0.9371
1.4815	18100	0.0201	-	-	-	-	-	-
1.4897	18200	0.0196	-	-	-	-	-	-
1.4979	18300	0.0206	-	-	-	-	-	-
1.5061	18400	0.0238	-	-	-	-	-	-
1.5143	18500	0.0192	-	-	-	-	-	-
1.5225	18600	0.0215	-	-	-	-	-	-
1.5307	18700	0.0194	-	-	-	-	-	-
1.5388	18800	0.02	-	-	-	-	-	-
1.5470	18900	0.0193	-	-	-	-	-	-
1.5552	19000	0.0222	-	-	-	-	-	-
1.5634	19100	0.0225	-	-	-	-	-	-
1.5716	19200	0.0183	-	-	-	-	-	-
1.5798	19300	0.0233	-	-	-	-	-	-
1.5880	19400	0.0195	-	-	-	-	-	-
1.5961	19500	0.0198	-	-	-	-	-	-
1.6043	19600	0.0201	-	-	-	-	-	-
1.6125	19700	0.0211	-	-	-	-	-	-
1.6207	19800	0.021	-	-	-	-	-	-
1.6289	19900	0.0209	-	-	-	-	-	-
1.6371	20000	0.0206	-	-	-	-	-	-
1.6452	20100	0.0196	-	-	-	-	-	-
1.6534	20200	0.0196	-	-	-	-	-	-
1.6616	20300	0.0236	-	-	-	-	-	-
1.6698	20400	0.0181	-	-	-	-	-	-
1.6780	20500	0.0224	-	-	-	-	-	-
1.6862	20600	0.0189	-	-	-	-	-	-
1.6944	20700	0.0189	-	-	-	-	-	-
1.7025	20800	0.0213	-	-	-	-	-	-
1.7107	20900	0.0191	-	-	-	-	-	-
1.7189	21000	0.0203	0.0454	0.0525	0.0208	0.9312	0.8778	0.9402
1.7271	21100	0.0199	-	-	-	-	-	-
1.7353	21200	0.0206	-	-	-	-	-	-
1.7435	21300	0.0223	-	-	-	-	-	-
1.7517	21400	0.0187	-	-	-	-	-	-
1.7598	21500	0.0211	-	-	-	-	-	-
1.7680	21600	0.0188	-	-	-	-	-	-
1.7762	21700	0.0244	-	-	-	-	-	-
1.7844	21800	0.0186	-	-	-	-	-	-
1.7926	21900	0.0216	-	-	-	-	-	-
1.8008	22000	0.0214	-	-	-	-	-	-
1.8090	22100	0.0219	-	-	-	-	-	-
1.8171	22200	0.0206	-	-	-	-	-	-
1.8253	22300	0.0192	-	-	-	-	-	-
1.8335	22400	0.0207	-	-	-	-	-	-
1.8417	22500	0.0205	-	-	-	-	-	-
1.8499	22600	0.0211	-	-	-	-	-	-
1.8581	22700	0.0182	-	-	-	-	-	-
1.8663	22800	0.0195	-	-	-	-	-	-
1.8744	22900	0.0207	-	-	-	-	-	-
1.8826	23000	0.0205	-	-	-	-	-	-
1.8908	23100	0.0212	-	-	-	-	-	-
1.8990	23200	0.0205	-	-	-	-	-	-
1.9072	23300	0.0207	-	-	-	-	-	-
1.9154	23400	0.0242	-	-	-	-	-	-
1.9235	23500	0.0196	-	-	-	-	-	-
1.9317	23600	0.0195	-	-	-	-	-	-
1.9399	23700	0.0205	-	-	-	-	-	-
1.9481	23800	0.019	-	-	-	-	-	-
1.9563	23900	0.0214	-	-	-	-	-	-
1.9645	24000	0.0229	0.0451	0.0514	0.0200	0.9317	0.8812	0.9421
1.9727	24100	0.0192	-	-	-	-	-	-
1.9808	24200	0.0216	-	-	-	-	-	-
1.9890	24300	0.0176	-	-	-	-	-	-
1.9972	24400	0.0203	-	-	-	-	-	-
-1	-1	-	-	-	-	0.9309	0.8796	0.9390

Framework Versions

• Python: 3.10.12
• Sentence Transformers: 4.1.0
• Transformers: 4.52.4
• PyTorch: 2.6.0+cu126
• Accelerate: 1.7.0
• Datasets: 3.6.0
• Tokenizers: 0.21.0

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",
}

MatryoshkaLoss

@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning},
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}