Add new SentenceTransformer model

1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "word_embedding_dimension": 384,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false,
+  "pooling_mode_weightedmean_tokens": false,
+  "pooling_mode_lasttoken": false,
+  "include_prompt": true
+}

README.md

@@ -0,0 +1,737 @@
+---
+base_model: sentence-transformers/all-MiniLM-L6-v2
+library_name: sentence-transformers
+metrics:
+- cosine_accuracy@10
+- cosine_precision@10
+- cosine_recall@10
+- cosine_ndcg@10
+- cosine_mrr@10
+- cosine_map@10
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:149352
+- loss:MultipleNegativesRankingLoss
+widget:
+- source_sentence: '- Digital PR Specialist, requiring 2-4 years of experience in
+    digital PR, preferably from an agency or startup environment.
+
+    - Craft and execute digital PR campaigns aligned with SEO goals and brand messaging.
+
+    - Develop and pitch newsworthy content to media outlets.
+
+    - Lead client calls and utilize digital marketing analytics tools for campaign
+    optimization.
+
+    - Maintain up-to-date knowledge of industry trends and competitive landscape.
+
+    - Proficient in SEO, digital marketing analytics (e.g., Google Analytics, Ahrefs,
+    SEMrush).
+
+    - Expertise with media databases and PR tools, confident in client interactions.
+
+    - Remote work experience essential.
+
+    - Ability to engage with large brand clients in Europe and the US.
+
+    - Valid work permit to operate in the UK.'
+  sentences:
+  - '- Digital Marketing and Social Media Specialist with 8+ years of experience managing
+    digital marketing campaigns and social media accounts for the automotive industry.
+
+    - Successfully increased online visibility and customer engagement for VW, Ford,
+    Fiat, and ISUZU franchises through SEO, content creation, and social media strategy.
+
+    - Developed and executed digital marketing plans, enhanced online reputation,
+    and managed multiple online platforms for customer engagement.
+
+    - Expertise in Google Analytics, SEMrush, Moz, Canva Content Planner, and Zoho
+    CRM for targeted campaigns and customer relationship management.
+
+    - Strong skills in content production, email marketing, website optimization,
+    and digital campaign analysis.'
+  - '- Data and Business Analyst with expertise in SQL, Python, and Excel, seeking
+    a Graduate Finance Analyst role.
+
+    - Developed data querying, manipulation, and database management skills using
+    SQL; enhanced analysis with Python and Power BI.
+
+    - Achieved 20% improvement in event safety and addressed safety concerns proactively.
+
+    - Strong problem-solving, time management, and team collaboration skills.
+
+    - Holds a Bachelor of Science in Finance with Mathematics, demonstrating analytical
+    and financial expertise.
+
+    - Proficient in data analysis, financial modelling, and business operations; seeks
+    to apply skills in finance.'
+  - '- Digital Marketing Executive with extensive experience in rebranding social
+    media and websites for clients to enhance online presence.
+
+    - Successfully created content calendars and blogs for client websites, and managed
+    social media campaigns on platforms like TikTok and Instagram.
+
+    - Bachelor of Arts in Business and Management with a focus on ethics, finance,
+    and sociology.
+
+    - Strong skills in verbal communication, teamwork, and problem-solving under pressure.
+
+    - Experience in COVID testing site operations, including health and hazard training,
+    and maintaining a high standard of detail and initiative.
+
+    - Proficient in Microsoft Excel, PowerPoint, and Word; skilled in analytics, market
+    research, and communication.'
+- source_sentence: '- Residential and Commercial Roofers needed for tear-off, roofing
+    installation, and debris removal.
+
+    - Responsibilities include installation of underlayment and roofing systems, loading
+    and unloading materials, and cleanup.
+
+    - Preferred: Valid Driver''s License; Preferred experience in roofing, entry-level
+    with construction experience.
+
+    - Basic knowledge of tools required; ability to read tape measures.
+
+    - Must meet at the shop and drive in company trucks to job sites.'
+  sentences:
+  - '- Experienced Registered Nurse with a strong background in both inpatient and
+    outpatient settings.
+
+    - Currently providing comprehensive care at Water Gap Wellness Treatment Center,
+    focusing on patients with psychiatric conditions.
+
+    - Skills include monitoring patient wellbeing, medication administration, treatment
+    planning, and collaborating with healthcare professionals.
+
+    - Proficient in patient behavior management, team collaboration, and creating
+    high-quality care plans.
+
+    - Equipped with Basic Life Support Certification, CPR Certification, and Immunization
+    Certification.
+
+    - Holds a High School Diploma and Registered Nurse certification, specializing
+    in RN roles.
+
+    - Capable of driving, managing schedules, and delivering emotional support.
+
+    - Team player with excellent attention to detail, capable of multi-tasking, and
+    working independently.'
+  - '- Senior Software Engineer with over 10 years of experience in full-stack development
+    and a passion for ReactJS and cutting-edge technologies.
+
+    - Currently a Senior Backend Engineer specializing in AWS and Azure environments,
+    using tools like AWS Fargate, CloudWatch, and Cloud Formation.
+
+    - Experienced in managing web applications, configuration, and databases (e.g.,
+    MongoDB, MySQL, PostgreSQL).
+
+    - Skilled in automation, performance improvement, and scalability, achieving a
+    30% reduction in infrastructure costs.
+
+    - Proficient in Python, JavaScript, ReactJS, React Native, HTML5, CSS, Python
+    Programming, and AWS services.
+
+    - Notable expertise in containerization, Docker, and cloud infrastructure management.
+
+    - Holds Bachelor''s degrees in Computer Science and Computer Engineering.'
+  - '- Caregiver with extensive experience in patient care, including Alzheimer''s
+    disease and autism, and experience in various industries.
+
+    - Certified Home Health Aide, Registered Dental Assistant, and trained in First
+    Aid, CPR, and Basic Life Support.
+
+    - Proficient in handling EMR, Foodservice, and Hospitality Industry, along with
+    janitorial and patient monitoring.
+
+    - Skilled in communication, quick learning, and handling vital signs; experience
+    with dental and dietary departments.
+
+    - Possesses forklift, safety, and other certifications relevant to caregiving
+    and healthcare environments.'
+- source_sentence: '- Legal Assistant role for candidates with legal experience or
+    schooling, ideal for growth opportunities.
+
+    - Act as primary contact for clients and manage a busy phone system.
+
+    - Organize client documents, data entry, and handle courier packages.
+
+    - Requires Criminal Justice degree or paralegal degree; Criminal Justice or Legal
+    Schooling preferred.
+
+    - Must be computer savvy, open to learning new programs for the legal industry.
+
+    - Preferred bilingual (Spanish).
+
+    - Reception or Office Assistant experience is a plus.'
+  sentences:
+  - '- UI / Frontend Developer with a strong background in creating digital frontends
+    and web-based user interfaces for pharmaceutical companies.
+
+    - Successfully developed company websites, custom HTML emails, and web-based learning
+    modules with WCAG Level A compliance.
+
+    - Led web accessibility testing and QA, ensuring usability and functionality.
+
+    - Collaborated with designers to convert designs into digital frontends and conducted
+    development review processes (Alpha, Beta).
+
+    - Enhanced website SEO and user retention by 30% and managed client-facing projects,
+    meeting deadlines.
+
+    - Holds a Bachelor of Science in Information Technology and a UI Developer certification.
+
+    - Proficient in HTML, CSS, JavaScript, and MJML; experienced with CSS3, TypeScript,
+    React, and Git.'
+  - '- Service Project Manager with experience in mechanical engineering and project
+    management roles.
+
+    - Currently a Project Engineer, specializing in project coordination and management.
+
+    - Proficient in Microsoft Excel, PowerPoint, and Office Suite tools.
+
+    - Holds Bachelor of Science in Mechanical Engineering.
+
+    - Previous roles include Service Sales Engineer, Mechanical Design Engineer, and
+    Project Engineer Intern.
+
+    - Strong project management skills and experience in team coordination.'
+  - '- Experienced Sales Representative specializing in inside and outside sales,
+    including cold calling and field visits.
+
+    - Currently assisting in construction as a Creative Homeworks contractor, handling
+    site preparation, equipment maintenance, problem management, and basic plumbing
+    and electrical work.
+
+    - Skilled in project management and handling specifications.
+
+    - Previous experience includes contractor assistance and inside/outside sales
+    roles.
+
+    - Proficient in sales techniques and customer relationship management.
+
+    - Holds certifications in various construction and sales-related areas.'
+- source_sentence: '- Program Manager (Senior) for CMS Star Ratings, with 5+ years
+    of relevant professional experience in healthcare, preferred with a degree in
+    business, nursing, or public health.
+
+    - Lead design, development, implementation, and evaluation of CMS Star Ratings
+    programs to meet organizational and market requirements.
+
+    - Collaborate with cross-functional teams to advance strategic priorities and
+    manage programs with tight deadlines.
+
+    - Responsible for resolving complex business issues, managing change, and liaising
+    between departments.
+
+    - Requires strong knowledge of CMS Star Ratings measures and experience with the
+    Medicare population.
+
+    - Essential skills: organizational relationship management, critical thinking,
+    problem-solving, and effective communication.
+
+    - Must be adaptable, self-motivated, and capable of working under pressure in
+    a dynamic environment.'
+  sentences:
+  - '- Project Coordinator with strong business management and military background,
+    skilled in data analytics, scheduling, and leadership.
+
+    - Currently coordinating projects for operational and capital projects at Seattle
+    Children''s Hospital, managing stakeholders and ensuring timely execution.
+
+    - Expertise in Microsoft Office and various other systems like GTIMS and Smartsheet;
+    proficient in vendor management and scheduling.
+
+    - Previous roles include operations scheduling manager and vendor manager, with
+    experience in large-scale military exercises and international projects.
+
+    - Skilled in communication, critical thinking, multi-tasking, and negotiation,
+    with a keen eye for detail and strong analytical abilities.'
+  - '- Legal Nurse Consultant with experience in medical analysis and consultation
+    for legal teams, specializing in healthcare-related legal strategies.
+
+    - Led Legal Nurse roles at Kaiser Permanente and Kaiser Permanente, managing quality
+    improvement initiatives and educating families.
+
+    - Served as a Clinical Nurse II, providing direct care in Neonatal Intensive Care
+    and Urgent Care, and maintaining medical records.
+
+    - Holds a Master of Science in Health Care Administration and a Bachelor of Science
+    in Nursing from San Diego State University.
+
+    - Certified Six Sigma Green Belt, skilled in clinical data analysis and patient
+    care planning.
+
+    - Proficient in electronic medical records and patient safety, with expertise
+    in critical care nursing and legal consultation.'
+  - '- SEO Manager with 7 years of experience, specializing in traffic growth and
+    content strategy.
+
+    - Achieved a 45% increase in web traffic through dynamic keyword insertion and
+    SEO management.
+
+    - Managed freelancers for technical blog content, creating and overseeing a content
+    marketing strategy.
+
+    - Efficiently managed social media accounts, increasing engagement by 200% over
+    three months.
+
+    - Skilled in database management, A/B testing, analytics, and SEO tools like Google
+    Analytics, Google AdWords, and Google Ads.
+
+    - Holds a Bachelor''s Degree in Classical Archaeology; strong in team management
+    and content development.
+
+    - Proficient in Microsoft Excel, Word, Outlook, and PowerPoint.
+
+    - Strong analytical, communication, and multichannel marketing skills.'
+- source_sentence: '- Data Management Specialist (Junior/Intermediate), requiring
+    a Bachelor''s degree in computer science, information systems, or related field.
+
+    - Must have a solid understanding of web- and app-based platforms.
+
+    - Required experience with SQL, Data warehousing, and Tableau.
+
+    - Ability to analyze, interpret, and organize large data sets.
+
+    - Proficiency in Microsoft Suite, G-Suite, Slack, Zoom, ZenDesk, and Monday.com
+    is essential.'
+  sentences:
+  - '- Experienced Technical Project Manager with 12 years in IT infrastructure and
+    project management.
+
+    - Expertise in IT project planning, budgeting, resource allocation, and stakeholder
+    engagement.
+
+    - Led successful IT infrastructure upgrades, including EFT and Manta application
+    migrations to AWS.
+
+    - Managed cloud and on-premise infrastructure projects, ensuring compliance and
+    minimal disruption.
+
+    - Holds PMP certification and proficiency in Agile and Waterfall methodologies.
+
+    - Master''s in Business Administration with a focus on Marketing and User Experience.
+
+    - Strong analytical skills, stakeholder management, and continuous improvement
+    practices.
+
+    - Proficient in Microsoft Office, Windows Server, and Azure, with experience in
+    networking, security, and VMware.'
+  - '- Leadership roles in healthcare and pharmaceuticals with extensive experience
+    in contract negotiation and site management.
+
+    - Parexel Site Contract Leader: Lead global CSA strategy development, budget creation,
+    and legal drafting, ensuring compliance with ICH-GCP and local regulations.
+
+    - Drafts, reviews, and finalizes contracts with study sites, managing budgets
+    and negotiations, and maintaining quality standards.
+
+    - Expertise in financial risk assessment, budgeting, and regulatory compliance
+    with a Bachelor''s in Criminal Justice.
+
+    - Proficient in Microsoft Excel, PowerPoint, and Salesforce.com, with a background
+    in biotechnology, clinical trials, and patient safety.'
+  - '- Financial professional with extensive experience in member service and trading,
+    currently a Member Representative focusing on customer service and banking transactions.
+
+    - Expertise in handling ATMs, deposit envelopes, and savings accounts; ensures
+    member data security and efficient payment processing.
+
+    - Proficient in making outbound calls for sales and inquiry, building relationships
+    with customers and banking managers.
+
+    - Experienced in trading major currencies and assets with a strong foundation
+    in technical and fundamental analysis.
+
+    - Holds a Masters in Business Administration and proficient in Microsoft Excel,
+    Python, and social media platforms.
+
+    - Fluent in English and French, with skills in communication, content writing,
+    and project planning.'
+model-index:
+- name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
+  results:
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: vac res matcher
+      type: vac-res-matcher
+    metrics:
+    - type: cosine_accuracy@10
+      value: 0.3696705426356589
+      name: Cosine Accuracy@10
+    - type: cosine_precision@10
+      value: 0.07374031007751937
+      name: Cosine Precision@10
+    - type: cosine_recall@10
+      value: 0.10916001476122919
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.1177083437550142
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.19530038759689897
+      name: Cosine Mrr@10
+    - type: cosine_map@10
+      value: 0.07133683851447556
+      name: Cosine Map@10
+---
+
+# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2). It maps sentences & paragraphs to a 384-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:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) <!-- at revision ea78891063587eb050ed4166b20062eaf978037c -->
+- **Maximum Sequence Length:** 128 tokens
+- **Output Dimensionality:** 384 tokens
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("Daxtra/sbert-summaries-minilm-24-batch")
+# Run inference
+sentences = [
+    "- Data Management Specialist (Junior/Intermediate), requiring a Bachelor's degree in computer science, information systems, or related field.\n- Must have a solid understanding of web- and app-based platforms.\n- Required experience with SQL, Data warehousing, and Tableau.\n- Ability to analyze, interpret, and organize large data sets.\n- Proficiency in Microsoft Suite, G-Suite, Slack, Zoom, ZenDesk, and Monday.com is essential.",
+    "- Leadership roles in healthcare and pharmaceuticals with extensive experience in contract negotiation and site management.\n- Parexel Site Contract Leader: Lead global CSA strategy development, budget creation, and legal drafting, ensuring compliance with ICH-GCP and local regulations.\n- Drafts, reviews, and finalizes contracts with study sites, managing budgets and negotiations, and maintaining quality standards.\n- Expertise in financial risk assessment, budgeting, and regulatory compliance with a Bachelor's in Criminal Justice.\n- Proficient in Microsoft Excel, PowerPoint, and Salesforce.com, with a background in biotechnology, clinical trials, and patient safety.",
+    "- Experienced Technical Project Manager with 12 years in IT infrastructure and project management.\n- Expertise in IT project planning, budgeting, resource allocation, and stakeholder engagement.\n- Led successful IT infrastructure upgrades, including EFT and Manta application migrations to AWS.\n- Managed cloud and on-premise infrastructure projects, ensuring compliance and minimal disruption.\n- Holds PMP certification and proficiency in Agile and Waterfall methodologies.\n- Master's in Business Administration with a focus on Marketing and User Experience.\n- Strong analytical skills, stakeholder management, and continuous improvement practices.\n- Proficient in Microsoft Office, Windows Server, and Azure, with experience in networking, security, and VMware.",
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 384]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+## Evaluation
+
+### Metrics
+
+#### Information Retrieval
+* Dataset: `vac-res-matcher`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@10  | 0.3697     |
+| cosine_precision@10 | 0.0737     |
+| cosine_recall@10    | 0.1092     |
+| cosine_ndcg@10      | 0.1177     |
+| cosine_mrr@10       | 0.1953     |
+| **cosine_map@10**   | **0.0713** |
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 149,352 training samples
+* Columns: <code>sentence_0</code> and <code>sentence_1</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | sentence_0                                                                           | sentence_1                                                                           |
+  |:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                               | string                                                                               |
+  | details | <ul><li>min: 53 tokens</li><li>mean: 115.57 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 51 tokens</li><li>mean: 119.82 tokens</li><li>max: 128 tokens</li></ul> |
+* Samples:
+  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
+  |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>- Solutions Architect/Snowflake position requiring 8+ years of experience in data management and implementation of Snowflake solutions.<br>- Responsibilities include developing data models, optimizing data pipelines, and integrating with AWS/Azure PBAS.<br>- Must possess deep knowledge of relational and NoSQL databases, SQL, and Unix Shell/Python Scripting.<br>- Experience with data security, database optimization, and Snowflake's Resource Monitors.<br>- Required: Bachelor's or Master's degree in Computer Science or related field.<br>- Preferred: Management consulting experience, expertise in AI use cases, and experience with Cloud technologies.<br>- Skills: Strong leadership, team management, and experience with globally distributed teams.</code> | <code>- Senior IT Consultant with 30 years of experience, specializing in enterprise architecture and solution architecture.<br>- Currently a Senior Consultant, with significant experience in architecture roles and delivering solutions for mission-critical projects.<br>- Expertise in Enterprise Architecture, Enterprise Consortium management, and IT Governance.<br>- Leads projects ranging from $100M to $900M, focusing on architecture for business, data, and applications.<br>- Designed enterprise-wide architecture models and created strategies for product development based on product architecture.<br>- Skilled in modern technologies like Spring Framework, Kafka, Spring Cloud, and Docker, and in containerization with Kubernetes.<br>- Holds Masters Degrees in Computer Science and Law, with a Bachelor's in Computer Sciences.</code> |
+  | <code>- Global Head of Business Development - Financial Education, with a focus on rapid adaptation and leadership in Hong Kong.<br>- Responsible for identifying leads, building pipelines, and converting prospects into clients, and managing international teams.<br>- Implement relationship-based sales practices, nurture industry relationships, and lead global expansion efforts.<br>- Requires a proven track record in financial services business development and experience in sales with tech, media, or administration.<br>- Strong networking and relationship-building skills, leadership abilities across cultures, and excellent communication and negotiation skills.<br>- Must have the right to work in the United Kingdom.</code>                                   | <code>- Management Accountant with extensive experience in financial planning and analysis, specializing in the banking sector.<br>- Leads financial planning and analysis roles, overseeing budget processes, regulatory reporting, and financial performance analysis.<br>- Streamlined processes to reduce payment processing time by 15% and minimize penalties.<br>- Led quarterly and year-end audits, ensuring accurate financial audits and implementing improvement suggestions.<br>- Proficient in financial reporting, budgeting, forecasting, and variance analysis; adept at using Microsoft Excel and QuickBooks.<br>- Strong communication and team management skills, with expertise in process improvement and strategic initiatives.</code>                                                                                                          |
+  | <code>- Customer Service Administrator position requiring experience in customer service or administration.<br>- Key responsibilities include managing customer feedback, coordinating deliveries, processing refunds, and general office support.<br>- Must possess strong communication, problem-solving, and attention to detail skills.<br>- Proficiency in MS Office and CRM software required.<br>- Ability to multitask and prioritize workload effectively.<br>- Must have the right to work in the United Kingdom.</code>                                                                                                                                                                                                                                                          | <code>- Experienced Technical Services Coordinator with a strong background in administration and team collaboration, seeking to advance in London.<br>- Manages UK technical services, handling device delivery, fault reporting, and resource planning.<br>- Expert in Microsoft Office, maintaining databases and customer service through communication and negotiation.<br>- Holds NVQ Level 2 and 3, with skills in GDPR compliance and financial transactions.<br>- Proven experience in collecting evidence for claims, negotiating settlements, and managing key performance indicators.<br>- Strong communication, organizational, and interpersonal skills, with proficiency in using initiative and effective negotiation.<br>- Holds GCSE qualifications and relevant experience in customer service roles.</code>                                        |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20.0,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `per_device_train_batch_size`: 24
+- `per_device_eval_batch_size`: 24
+- `num_train_epochs`: 1
+- `multi_dataset_batch_sampler`: round_robin
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: steps
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 24
+- `per_device_eval_batch_size`: 24
+- `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`: 5e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1
+- `num_train_epochs`: 1
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.0
+- `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`: False
+- `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`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `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
+- `dispatch_batches`: None
+- `split_batches`: 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
+- `eval_use_gather_object`: False
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: round_robin
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss | vac-res-matcher_cosine_map@10 |
+|:------:|:----:|:-------------:|:-----------------------------:|
+| 0.0803 | 500  | 1.5369        | -                             |
+| 0.1000 | 622  | -             | 0.0697                        |
+| 0.1607 | 1000 | 1.2768        | -                             |
+| 0.1999 | 1244 | -             | 0.0692                        |
+| 0.2410 | 1500 | 1.2           | -                             |
+| 0.2999 | 1866 | -             | 0.0673                        |
+| 0.3214 | 2000 | 1.1463        | -                             |
+| 0.3998 | 2488 | -             | 0.0705                        |
+| 0.4017 | 2500 | 1.1206        | -                             |
+| 0.4821 | 3000 | 1.1043        | -                             |
+| 0.4998 | 3110 | -             | 0.0683                        |
+| 0.5624 | 3500 | 1.0768        | -                             |
+| 0.5997 | 3732 | -             | 0.0700                        |
+| 0.6428 | 4000 | 1.0905        | -                             |
+| 0.6997 | 4354 | -             | 0.0705                        |
+| 0.7231 | 4500 | 1.0804        | -                             |
+| 0.7996 | 4976 | -             | 0.0699                        |
+| 0.8035 | 5000 | 1.0536        | -                             |
+| 0.8838 | 5500 | 1.0352        | -                             |
+| 0.8996 | 5598 | -             | 0.0715                        |
+| 0.9642 | 6000 | 1.0292        | -                             |
+| 0.9995 | 6220 | -             | 0.0713                        |
+| 1.0    | 6223 | -             | 0.0713                        |
+
+
+### Framework Versions
+- Python: 3.10.12
+- Sentence Transformers: 3.2.1
+- Transformers: 4.44.2
+- PyTorch: 2.4.1+cu121
+- Accelerate: 0.34.2
+- Datasets: 3.0.1
+- Tokenizers: 0.19.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+#### MultipleNegativesRankingLoss
+```bibtex
+@misc{henderson2017efficient,
+    title={Efficient Natural Language Response Suggestion for Smart Reply},
+    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
+    year={2017},
+    eprint={1705.00652},
+    archivePrefix={arXiv},
+    primaryClass={cs.CL}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,26 @@
+{
+  "_name_or_path": "sentence-transformers/all-MiniLM-L6-v2",
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 384,
+  "initializer_range": 0.02,
+  "intermediate_size": 1536,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.2.1",
+    "transformers": "4.44.2",
+    "pytorch": "2.4.1+cu121"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": null
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15ae6442843664c54539e5a808f3d712af40f3fd602d32f89e38bdc3ae714451
+size 90864192

modules.json

@@ -0,0 +1,14 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 128,
+  "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,64 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "max_length": 128,
+  "model_max_length": 128,
+  "never_split": null,
+  "pad_to_multiple_of": null,
+  "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "[SEP]",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}