EnchantedRainfall/confit-v2-augmented-v2

SentenceTransformer based on BAAI/bge-m3

This is a sentence-transformers model finetuned from BAAI/bge-m3 on the confitv2-augmented dataset. It maps sentences & paragraphs to a 1024-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: BAAI/bge-m3
• Maximum Sequence Length: 1024 tokens
• Output Dimensionality: 1024 dimensions
• Similarity Function: Cosine Similarity
• Training Dataset:
  • confitv2-augmented

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': 1024, 'do_lower_case': False, 'architecture': 'XLMRobertaModel'})
  (1): Pooling({'word_embedding_dimension': 1024, '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("EnchantedRainfall/confit-v2-augmented-v2")
# Run inference
sentences = [
    'DevCom is looking for a C# / .Net desktop Developer\r\n\r\nResponsibilities:\r\nWrite "clean", well-designed code;\r\nTroubleshoot, test and maintain the core product software and databases to ensure strong optimization and functionality;\r\nContribute in all phases of the development lifecycle;\r\nDevelop and deploy new features to facilitate related procedures and tools if necessary.\r\n\r\nRequired Skills:\r\nC#\r\nWinform .NET\r\nWinServices .NET\r\nASP.NET Web Form (or MVC)\r\nMS SQL\r\nEnglish on technical proficiency level (written and spoken intermediate+)\r\n\r\nProject description:\r\nProject scope - development and maintenance of a logistical IT system for accounting and delivering orders of a huge MLM company serving clients in more than a hundred countries all over the world. Tasks are diverse and interesting, you will be able to improve your technical skills in databases, web backend, web and desktop frontend using both proven technologies (ASP.NET, Web forms, Win forms, WPF).\r\n\r\nThe project is critical to the client\'s business processes, the results are used around the world, from time to time there may be a need to travel to the client in an office in the USA or other countries of the world to organize IT support of the client\'s marketing activities.\r\n\r\nTechnologies used in the project:\r\nDatabase engine - MS SQL\r\nWinform .NET\r\nWinServices\r\nWPF\r\nASP.NET, Web forms\r\nHTML / JS / CSS\r\n\r\nTeam: 6 developers at Devcom, a large team of client-side developers and managers at company headquarters, 20+ people on adjacent teams on the Devcom side.\r\n\r\nWhat do we offer:\r\nBenefits - monthly gifts from the client. Possible business trips to the USA (if needed on the project);\r\nInteresting work as part of the professional team;\r\n1500-3500 $ per month (depends on the results of the interview and the level of the developer);\r\n21 working days - paid vacations;\r\nOpportunities for career and professional development;\r\nRegular corporate events and team-building.\r\nLooking forward to welcoming you to our team!\n\n TARGET_ROLE: Senior C#/.NET Desktop & Web Devloper | EXP_REQ: 7\nDOMAIN: Logistics and Order Management Systems\nREQUIRED_ENTITIES: C#, WinForms, WPF, ASP.NET MVC, MS SQL Server, Windows Services, T-SQL, Visual Studio\nPREFERRED_ENTITIES: JavaScript, HTML5, CSS3\nWORKFLOW: Agile, Scrum, SDLC',
    '\nCANDIDATE MATRIX DOSSIER\n============================================================\nHeadline Title       : Chuyên gia phát triển phần mềm C# / .Net\nDomain Expertise     : Hệ thống quản lý hậu cần và chuỗi cung ứng toàn cầu\n\nPRIMARY COMPETENCIES\n------------------------------------------------------------\n- C#\n- Winform .NET\n- ASP.NET MVC\n- WinServices\n- MS SQL Server\n- WPF\n- IIS\n- Entity Framework\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n- Agile\n- Scrum\n- TDD\n- CI/CD\n\nWORK HISTORY MATRIX\n============================================================\nROLE 1: Senior Software Enginner\nYears in Role: 4\n\nAchievement Set:\n  • Xây dựng và tối ưu hóa các ứng dụng Winform phức tạp để hỗ trợ xử lý hàng ngàn đơn hàng mỗi ngày.\n  • Thiết kế cấu trúc cơ sở dữ liệu MS SQL Server hiệu năng cao giúp giảm 30% thời gian truy vấn dữ liệu.\n  • Phát triển các dịch vụ Windows nền (WinServices) tự động hóa quy trình quản lý kho bãi.\n  • Tích hợp các thành phần frontend bằng ASP.NET và JavaScript để nâng cao trải nghiệm người dùng.\n\n------------------------------------------------------------\nROLE 2: Software Developer\nYears in Role: 2\n\nAchievement Set:\n  • Chuyển đổi các module báo cáo cũ sang công nghệ WPF hiện đại hơn.\n  • Viết code sạch và thực hiện kiểm thử tự động để giảm thiểu lỗi hệ thống khi triển khai.\n  • Hỗ trợ bảo trì cơ sở dữ liệu MS SQL và tinh chỉnh các Stored Procedure quan trọng.\n\n------------------------------------------------------------\n\nADDITIONAL PROFILE ELEMENTS\n============================================================\n\n\n\nEND OF MATRIX\n============================================================',
    '\nJUNIOR .NET DEVELOPER\nJunior Professional  ·  1 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\nABOUT ME\n────────────────────────────────────────────────────────────\nI am a Junior Junior .NET Developer with 1 years of hands-on experience specialising in Hệ thống quản lý hậu cần và chuỗi cung ứng toàn cầu.\nMy core stack centres on C#, Winform .NET, ASP.NET MVC, WinServices, and I\ncomplement that depth with working proficiency in\nJavaScript, HTML5, CSS3. Throughout my\ncareer I have consistently delivered within\nAgile, Scrum, TDD, CI/CD environments, collaborating\nclosely with cross-functional teams to ship reliable,\nproduction-grade software.\nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\nMy day-to-day toolkit spans MS SQL Server, WPF, IIS, Entity Framework.I also reach for JavaScript and HTML5 and CSS3\nwhenever the problem calls for lighter scripting or automation.\nWorking within Agile, Scrum, TDD, CI/CD frameworks has\nsharpened my instinct for iterative delivery and clear\nstakeholder communication.\n\nPROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\nJUNIOR SOFTWARE DEVELOPER  (1 year)\nTôi là một lập trình viên mới bắt đầu sự nghiệp với niềm đam mê lớn dành cho nền tảng .NET. Tôi tập trung vào việc học hỏi quy trình phát triển phần mềm chuẩn mực từ các đồng nghiệp giàu kinh nghiệm. Công việc của tôi chủ yếu là hỗ trợ bảo trì và giải quyết các lỗi phát sinh trong hệ thống.\nEARLIER CAREER\n────────────────────────────────────────────────────────────\nBefore moving into tech I worked as a Nhân viên phục vụ quán cà phê,\nwhich gave me a strong foundation in communication,\naccountability, and working under pressure — qualities I\ncarry into every engineering role today.\n\nCERTIFICATIONS\n────────────────────────────────────────────────────────────\nOutside of my core technical credentials I hold the following:\nChứng chỉ sơ cứu y tế · Bằng lái xe máy hạng A1.\n\nPERSONAL INTERESTS\n────────────────────────────────────────────────────────────\nAway from the keyboard I enjoy Du lịch khám phá, Nhiếp ảnh đường phố, Đọc sách kỹ năng and more.I believe a curious life outside work fuels creativity inside it.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.6374, 0.4262],
#         [0.6374, 1.0000, 0.5256],
#         [0.4262, 0.5256, 1.0000]])

Training Details

Training Dataset

confitv2-augmented

• Dataset: confitv2-augmented at caa9b69
• Size: 5,168 training samples
• Columns: anchor, positive, negative_1, negative_2, and negative_3
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative_1	negative_2	negative_3
  type	string	string	string	string	string
  details	min: 184 tokens mean: 482.42 tokens max: 1024 tokens	min: 162 tokens mean: 493.17 tokens max: 887 tokens	min: 168 tokens mean: 471.61 tokens max: 941 tokens	min: 160 tokens mean: 491.3 tokens max: 925 tokens	min: 163 tokens mean: 488.75 tokens max: 941 tokens

• Samples:

  anchor	positive	negative_1	negative_2	negative_3
  !!!Accommodation in Vinnytsia or relocate!!!
  Experienced in DevOps engineering, with software development orientation (+3 years).
  Has familiarity with a broad portfolio of AWS infrastructure tools (EKS, RDS, S3, EC2) and experience with cloud infrastructure as Code (IoC) technologies (Cloudformation / Terraform / Pulumi)
  Has knowledge of CI/CD methodologies and tools such as Jenkins, GitHub Actions, CircleCI or similar.
  Knowledge of programming languages such as Python or Java, and writing code according to common design patterns - as an advantage.
  Is committed to high standards, clean code, and test-driven development.
  More specifically, what will you be doing?
  Develop tooling to orchestrate and provision Skai’s production services on the public cloud.
  Create and improve dev productivity tools to help streamline the R&D day-to-day work.
  Enhance Skai’s Infrastructure as Code self-service offering to R&D and platform teams.
  Work to modernize Skai’s components, automate an...	DEVOPS ENGINNER WITH CLOUD SOFTWARE FOCUS Mid-Level Professional · 4 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Mid-Level DevOps Enginner with Cloud Software Focus with 4 years of hands-on experience specialising in Cloud-Native Production Infrastructure. My core stack centres on Java, Python, and I complement that depth with working proficiency in Bash, Go. Throughout my career I have consistently delivered within Agile, Scrum, Test-Driven Development (TDD), CI/CD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans AWS EKS, AWS RDS, AWS S3, Terraform, Jenkins, GitHub Actions.I also reach for Bash and Go whenever the problem calls for lighter scripting or automation. Working within Agile, Scrum, Test-Driven De...	================================================================================ DEVOPS ENGINEER WITH AZURE CLOUD FOCUS Seniority: Mid-Level | Total Experience: 4 Years Domain Expertise: Cloud-Native Production Infrastructure ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Highly structured and results-oriented DevOps Engineer with Azure Cloud Focus with 4 years of professional experience operating within the Cloud-Native Production Infrastructure sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : C#, .NET Core * Tools & Frameworks : Azure Kubernetes Service, Azure SQL Database, Azure Blob Storage, Pulumi, Azure Dev...	AWS DEVOPS ENGINEER Mid-Level Professional · 5 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Mid-Level AWS DevOps Engineer with 5 years of hands-on experience specialising in Online Travel Agency. My core stack centres on AWS, CloudFormation, and I complement that depth with working proficiency in Python, Bash, Azure. SKILLS & TOOLING ──────────────────────────────────────────────────────────── I also reach for Python and Bash and Azure whenever the problem calls for lighter scripting or automation. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── DEVOPS SPECIALIST (3 years) Managed cloud infrastucture for a high-traffic travel platform during a period of rapid growth. Collaborated with dev teams to streamline deployment pipelines using git automation. Focused on stability improvements and proactive system health tracking. · · · ·...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Sr. Cloud Enginner & DevOps Specialist Domain Expertise : Digital Eco System PRIMARY COMPETENCIES ------------------------------------------------------------ - Kubernetes - Linux - Terraform - Azure DevOps - AWS CodePipeline - CloudFormation SECONDARY COMPETENCIES ------------------------------------------------------------ - GitOps - Agile - Post-mortem analysis WORK HISTORY MATRIX ============================================================ ROLE 1: Cloud Ops Enginner Years in Role: 3 Achievement Set: • Automated continuous delivery pipelines via Azure DevOps reducing deployment time by 40%. • Implemented observability using APM and RUM tools to moniter real-time transaction health. • Managed complex Kubernetes clusters and optimized container orchestration for high availability. • Facilitated incident resolution and led detailed post mortem reporting for prod...
  # About us
  Telemedicine is transforming the delivery of Healthcare globally and was a booming sector even before the Coronavirus made it an essential service. Minxli provides Telemedicine software to Doctors and Healthcare providers in Germany, enabling them to deliver their service remotely. This provides greater convenience for all and a more cost-effective scenario for Doctors.
  Our mission is to use design and technology to streamline the process of accessing and providing high-quality medical treatment. There has been an alarming decline in access to doctors in recent years and new doctors are demanding more flexibility in their working practices. The old ways of doing things are not providing doctors or patients with the experience they want. An opportunity has arisen for system-wide disruption, and Minxli is leading the way in providing the solution with our mobile and web apps.
  We are looking for a passionate and talented Product Designer with a st...	PRODUCT DESIGNER CHUYEN VE HEALTHCARE UI/UX // Mid-Level // 3y exp======================================================================== ## STACK lang :: Figma | Sketch | Adobe XDtools :: Miro | Jira | Zeplinextra :: Principle | After Effectsmethods :: Agile | Scrum | User-Centered Design | Design Thinkingdomain :: Digital Health ## XP [1] Product Desinger — 3yr > Thiết kế giao diện high-fidelity cho ứng dụng di động iOS và Android hỗ trợ bệnh nhân đặt lịch khám từ xa. > Xây dựng và quản lý design system thống nhất giúp đội ngũ kỹ thuật triển khai code nhanh hơn 30%. > Thực hiện phỏng vấn người dùng và phân tích dữ liệu để tinh chỉnh luồng trải nghiệm cho bác sĩ. > Phối hợp chặt chẽ với team engineering trong môi trường Agile để bàn giao asset chuẩn xác. ========================================================================	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Nhà thiết kế sản phẩm Adobe XD chuyên nghiệp EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Y tế kỹ thuật số (Telemedicine) ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Y tế kỹ thuật số (Telemedicine) sector. Their primary core expertise is anchored in Adobe XD, Photoshop, Illustrator, which is heavily supported by operational expertise using InVision, Zeplin, Sketch, Jira. They are highly self-sufficient in their work. >>> TECHNICAL SNAPSHOT [+] Core Competencies : Adobe XD | Photoshop | Illustrator[+] Delivery & CI/CD : InVision | Zeplin | Sketch | Jira >>> ENGAGEMENT HISTORY -------------------------------------------------------------------- 1. EMPLOYER: TITLE: Nh...	3D MOBILE VISUALIZATION ENGINNER // None // experienced======================================================================== ## STACK lang :: Unity | Blender | 3ds Maxtools :: ARKit | RealityKit | iOS SDK | SceneKitextra :: C# | Swift | Pythonmethods :: Agile | Scrum | Test-Driven Developmentdomain :: Retail Digital Transformation ## XP [1] AR Mobile Developer — 4yr > Crafted immersive furniture placement experiences using Unity and ARKit to increase customer interaction rates. > Optimized 3D asset workflows in Blender by reducing polygon counts without sacraficing visual fidelity for mobile performance. > Integrated custom texturing pipelines into iOS apps that allowed sales teams to swap materials on virtual fixtures in real-time. > Collaborated with cross-functional retail teams to ensure AR spatial measurements aligned with physical inventory standards. [2] 3D Modeler & Tech Artist — 2yr > Designed detailed 3D product representations using 3ds Max t...	================================================================================ SENIOR UX/UI DESIGNER CHUYÊN DỤNG CHO HỆ SINH THÁI ADOBE EXPERIENCE CLOUD Seniority: Senior | Total Experience: 6 Years Domain Expertise: Fintech và Ngân hàng số ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Dynamic Senior UX/UI Designer chuyên dụng cho hệ sinh thái Adobe Experience Cloud bringing 6+ years of hands-on expertise in the Fintech và Ngân hàng số industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : Adobe XD, Adobe Photoshop, Adobe Illustrator * Tools & Frameworks : Adobe Creative Cloud, Adobe Experience Manag...
  # Key Responsibilities
  - Take full responsibility for iOS apps development in the company (development, releases, app store compliance, adherence to best practices and recommendations)
  - Build and maintain native iOS apps with impact on millions of users worldwide
  - Design, build, and maintain high performance, reusable, and reliable Swift code
  - Actively participate in scrum meetings, plannings, release processes
  - Create and maintain documentation in English
  # Requirements
  - 3+ years of experience as an iOS Developer (Swift)
  - Solid background in OOP, POP and popular architecture patterns
  - Experience with AppStore billing, popular 3rd party libraries and SDK’s
  - Experience with implementing interconnections (HTTP/S, REST, JSON, WebSocket)
  - Ability to take a project from outlining requirements to the launch
  # 1st-month objectives
  1) Learn current iOS products codebase
  2) Identify and cover knowledge gaps
  3) Update libraries, SDK’s and start implementing new f...	================================================================================ SENIOR IOS ENGINNER Seniority: Senior | Total Experience: 5 Years Domain Expertise: Mobile Application Lifecycle Management ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Dynamic Senior iOS Enginner bringing 5+ years of hands-on expertise in the Mobile Application Lifecycle Management industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- PROFESSIONAL EXPERIENCE -------------------------------------------------------------------------------- ROLE : LEAD IOS DEVELOPER TENURE : 3 Years Spearheaded the mobile division focusing on high-performance native...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior Android Developer Seniority Level : SeniorTotal Years of Exp. : 4Domain Expertise : Mobile Application Development PRIMARY COMPETENCIES ------------------------------------------------------------ - Kotlin - Java - Android SDK - Jetpack Compose - Gradle - Firebase - Room - Dagger Hilt SECONDARY COMPETENCIES ------------------------------------------------------------ - Python - Groovy - Agile - Scrum - TDD - CI/CD WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Android Developer Years in Role: 4 Achievement Set: • Architected and deployed high-performance Android applications using Kotlin and Jetpack Compose, supporting over 2 million daily active users. • Engineered robust RESTful API integrations and WebSocket connections to ensure real-time synchronization between mobile clients and backend services. ...	AGILE SCRUM MASTER Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Agile Scrum Master with 6 years of hands-on experience specialising in Mobile E-commerce Platforms. My core stack centres on Swift, Objective-C. Throughout my career I have consistently delivered within Agile, Scrum, Kanban, TDD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Xcode, CocoaPods, SwiftUI, Combine, Azure DevOps, Jenkins.Working within Agile, Scrum, Kanban, TDD frameworks has sharpened my instinct for iterative delivery and clear stakeholder communication. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── AGILE SCRUM MASTER (3 years) Served as the primary facilitator...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Full-Stack Web Devloper & Client Liasion Seniority Level : SeniorTotal Years of Exp. : 7Domain Expertise : E-commerce and SaaS Client Solutions PRIMARY COMPETENCIES ------------------------------------------------------------ - PHP - Javascript - HTML - CSS - React - Laravel - MySQL - Git SECONDARY COMPETENCIES ------------------------------------------------------------ - TypeScript - jQuery - Agile - Scrum - User-Centric Design WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Backend Enginner Years in Role: 4 Achievement Set: • Orchestrated complex PHP and MySQL migrations for high-traffic platforms to improve load times by 40%. • Developed interactive UI components using React that significantly improved user engagement and aesthetic appeal. • Facilitated weekly technical workshops with enterprise clients to ...

• Loss: CachedMultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 4,
      "gather_across_devices": false,
      "directions": [
          "query_to_doc"
      ],
      "partition_mode": "joint",
      "hardness_mode": null,
      "hardness_strength": 0.0
  }
  

Evaluation Dataset

confitv2-augmented

• Dataset: confitv2-augmented at caa9b69
• Size: 1,292 evaluation samples
• Columns: anchor, positive, negative_1, negative_2, and negative_3
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative_1	negative_2	negative_3
  type	string	string	string	string	string
  details	min: 186 tokens mean: 485.51 tokens max: 1024 tokens	min: 181 tokens mean: 498.77 tokens max: 930 tokens	min: 162 tokens mean: 471.57 tokens max: 997 tokens	min: 152 tokens mean: 490.54 tokens max: 930 tokens	min: 170 tokens mean: 492.78 tokens max: 941 tokens

• Samples:

  anchor	positive	negative_1	negative_2	negative_3
  We are a staffing agency providing recruitment, outstaffing and HR services for IT market over 3 years. With our click we unite companies and people in teams that are sharing common values and sense of humour.🤘🤠 clicca.agency
  Requirements:
  ● 4+ years of technology-related, staffing-related sales or business development experience;
  ● Fluent/Advanced level of written and spoken English;
  ● Exceptional communicator and negotiator;
  ● Deep understanding of b2b sales cycle and decision making process;
  ● Experience in identifying, developing, negotiating, and closing staff augmentations deals; ● Experience in proactively growing customer relationships while expanding their understanding of the customer’s business;
  ● Fluent in working with various CRM systems;
  ● Result-oriented and focused on continuous improvement and optimization;
  ● Collaborative nature and getting-things-done approach.
  Our ideal candidate can succsesfully manage all the stages of client relati...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior IT Staffing Business Development Manager Seniority Level : SeniorTotal Years of Exp. : 6Domain Expertise : IT Staff Augmentation and HR Recruitment Services PRIMARY COMPETENCIES ------------------------------------------------------------ - CRM Software - LinkedIn Sales Navigator - Salesforce - HubSpot - Pipedrive - Slack - Notion SECONDARY COMPETENCIES ------------------------------------------------------------ - English - Spanish WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Sales Executiv Years in Role: 4 Role Narrative: I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts to boost retention. I successfully optimized internal communication between r...	SENIOR IT STAFFING BUSINESS DEVELOPMENT MANAGER Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Senior IT Staffing Business Development Manager with 6 years of hands-on experience specialising in IT Staff Augmentation and HR Recruitment Services. SKILLS & TOOLING ──────────────────────────────────────────────────────────── PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── SENIOR SALES EXECUTIV (4 years) I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts using legacy enterprise ERP tools. I successfully optimized internal communication between recruiting teams and stakeholders to speed up deal closing. · · · · · · · · · · · · · · · · ...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: B2B Sales Account Executive in IT Outsourcing EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: International IT Outsourcing Business ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the International IT Outsourcing Business sector. Their primary core expertise is anchored in IT Outsourcing Services, SaaS Solutions, which is heavily supported by operational expertise using HubSpot, LinkedIn Sales Navigator, Slack, DocuSign. They are highly self-sufficient in their work, supplemented by proficiencies in English and Spanish and Basic SQL. Culturally, they thrive in Consultative Selling/Lead Qualification/Agile Sales Processes environments and consistently drive measurable technical outc...	================================================================================ CHUYÊN VIÊN TUYỂN DỤNG IT (IT RECRUITER) Seniority: None | Total Experience: None Years Domain Expertise: Công nghệ thông tin và Phát triển phần mềm ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Accomplished Chuyên viên Tuyển dụng IT (IT Recruiter) specializing in Công nghệ thông tin và Phát triển phần mềm with a track record of progressive experience. Adept at bridging technical and business requirements to drive critical projects from conception to successful deployment. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : IT Recruitment Lifecycle, Sourcing Strategy, Interviewing Techniques * Tools & Frameworks : Jira, MS Office Suite, Excel, Word, PowerPoint * Scripting & Secon...
  ## Who we are looking for:
  - Passion for digital advertising;
  - Entrepreneurial Mindset;
  - 1-3 years of marketing experience in the tech world;
  - Sufficient understanding of lead generation process;
  - Sufficient understanding of main marketing metrics;
  - Sufficient knowledge of product marketing management;
  - Understanding of startup world and rules there;
  - Solid knowledge of Google Analytics / Google Adwords / GTM/ Facebook ads/ Snapchat Ads/ Tiktok ads;
  - Sufficient understanding of SEO concepts;
  - Basic understanding of UI/UX concepts;
  - Strong analytical skills and ability to make data-driven decisions;
  - Strong eye for all things creative (creative management, A/B testing etc);
  - Self-motivating and self-starting: proven track record in personal initiatives;
  - Creative thinking and experience in close cooperation with product and design teams;
  - Strong written English B2+;
  ## Good to have:
  - Experience in working with tech startups from the USA
  - We’ll tea...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Chuyên gia Tăng trưởng Marketing & Growth Specialist EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Mobile Fitness & Health Tech Apps ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Mobile Fitness & Health Tech Apps sector. Their primary core expertise is anchored in Google Analytics, Google Ads, Facebook Ads, TikTok Ads, Snapchat Ads, which is heavily supported by operational expertise using Google Tag Manager, Amplitude, AppsFlyer, Hotjar. They are highly self-sufficient in their work, supplemented by proficiencies in SQL and HTML and CSS. Culturally, they thrive in Agile Marketing/A/B Testing/Conversion Rate Optimization (CRO)/Lean Startup environments and consistently driv...	CHUYÊN GIA MARKETING TĂNG TRƯỞNG (HỆ SINH THÁI META/GOOGLE) // None // experienced======================================================================== ## STACK lang :: TikTok Ads | Snapchat Adstools :: Adobe Creative Cloud | Amplitude | AppsFlyerextra :: Python | SQLmethods :: Agile | Scrum | Growth Hackingdomain :: Tech Startups (Health & Fitness) ## XP [1] Chuyên viên Marketing Tăng trưởng — 3yr > Triển khai các chiến dịch quảng cáo TikTok Ads và Snapchat Ads đạt mục tiêu tăng trưởng người dùng 40% mỗi quý. > Sử dụng Python và SQL để tự động hóa quy trình phân tích dữ liệu hiệu suất chiến dịch, thay thế hoàn toàn các báo cáo thủ công. > Hợp tác với đội ngũ thiết kế sử dụng Adobe Creative Cloud để thực hiện A/B testing liên tục trên các landing page. > Tối ưu hóa ngân sách marketing thông qua việc theo dõi sát sao chỉ số chuyển đổi trên hệ sinh thái quảng cáo tập trung vào TikTok và Snapchat. ## MISC prev :: Nhân viên pha chế cà phê certs :: Chứng c...	================================================================================ CHUYÊN GIA NGHIÊN CỨU NGƯỜI DÙNG VÀ PHÂN TÍCH THỊ TRƯỜNG Seniority: Senior | Total Experience: 7 Years Domain Expertise: Công nghiệp Cá cược và Giải trí Trực tuyến ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Highly structured and results-oriented Chuyên gia Nghiên cứu Người dùng và Phân tích Thị trường with 7 years of professional experience operating within the Công nghiệp Cá cược và Giải trí Trực tuyến sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : Google Analytics, Hotjar, Mixpanel * Tools & Frameworks : Tableau, Jira, Conflu...	CANDIDATE MATRIX DOSSIER ============================================================ Headline Title : Senior Media Buyer (Adobe Experience Cloud Specialist) Seniority Level : SeniorTotal Years of Exp. : 6Domain Expertise : Cryptocurrency and Web3 Advertising PRIMARY COMPETENCIES ------------------------------------------------------------ - Adobe Target - Adobe Audience Manager - Adobe Analytics - Adobe Experience Platform - Marketo Engage - Salesforce Marketing Cloud SECONDARY COMPETENCIES ------------------------------------------------------------ - JavaScript - SQL - Agile - Growth Hacking - Data-Driven Marketing WORK HISTORY MATRIX ============================================================ ROLE 1: Senior Performance Marketer Years in Role: 4 Achievement Set: • Architected enterprise-grade marketing funnels using Adobe Experience Cloud to optimize user journeys for crypto-exchange platforms. • Automated complex cross-platform reporting pipelines using Ad...
  (Our customer) is a conglomerate of fintech applications providing integrated financial solutions for global investors, regardless of experience or location. By harnessing the power of crowdsourcing and blockchain technology, Sprinkle Group’s vision is to become the new standard within capital markets.
  О проекте
  SprinkleXchange www.sprinklexchange.com
  SprinkleXchange is the world’s first borderless exchange, offering cross-asset investments in growth companies and cryptocurrencies.
  Обязанности
  • Development of the new features along with bug fixing and supporting existing software;
  • Participate in peer design and code reviews;
  • Proactively collaborate with teammates and communicate with remote team members;
  • Build robust and scalable micro-services;
  • Work in a full Agile collaborative environment — including meetings, iterative development, estimations, and design sessions;
  • Collaborate with Product management to estimate and plan work, provide status upd...	SENIOR BACK-END SOFTWARE ENGINNER Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Senior Senior Back-end Software Enginner with 6 years of hands-on experience specialising in Fintech and Blockchain Infrastructure. My core stack centres on Java 11, Spring Boot, Hibernate, and I complement that depth with working proficiency in Python, Bash. Throughout my career I have consistently delivered within Agile, Scrum, TDD, Code Reviews environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL.I also reach for Python and Bash whenever the problem calls for lighter scripting or automation. Working within Agile, Scrum, TDD, Code Reviews frameworks has sh...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Agile Scrum Master EXPERIENCE LEVEL: DOMAIN ALIGNMENT: Fintech and Blockchain Infrastructure ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven track record in the Fintech and Blockchain Infrastructure sector. Their primary core expertise is anchored in Java 11, Spring Boot, Hibernate, which is heavily supported by operational expertise using Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. >>> TECHNICAL SNAPSHOT [+] Core Competencies : Java 11 | Spring Boot | Hibernate[+] Delivery & CI/CD : Docker | Kubernetes | RabbitMQ | Kafka | Redis | PostgreSQL[+] Aux. Languages : Python | Bash >>> ENGAGEMENT HISTOR...	CONFIDENTIAL CANDIDATE DOSSIER ==================================================================== REPRESENTED BY: Executive Search Partners ROLE TARGET: Senior Cloud Reliability Enginner EXPERIENCE LEVEL: Senior (5 YOE)DOMAIN ALIGNMENT: FinTech and Online Brokerage Platforms ==================================================================== >>> EXECUTIVE SUMMARY We are pleased to present this exceptional profile. The candidate brings a proven 5-year track record in the FinTech and Online Brokerage Platforms sector. Their primary core expertise is anchored in Docker, Kubernetes, PostgreSQL, Cassandra, Redis, which is heavily supported by operational expertise using AWS, Terraform, Ansible, Jenkins, Prometheus, Grafana, Kibana, Graylog. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. Culturally, they thrive in Lean/DevOps/Scrum environments and consistently drive measurable technical outcomes. >>> TECHNICAL SNAPSHOT [+] Core Competen...	================================================================================ SENIOR C#/.NET BACKEND ENGINEER Seniority: Senior | Total Experience: 6 Years Domain Expertise: Fintech and Micro-lending in Emerging Markets ================================================================================ PROFESSIONAL SUMMARY -------------------------------------------------------------------------------- Highly structured and results-oriented Senior C#/.NET Backend Engineer with 6 years of professional experience operating within the Fintech and Micro-lending in Emerging Markets sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions. TECHNICAL SKILLS & COMPETENCIES -------------------------------------------------------------------------------- * Core Technologies : C#, .NET Core * Tools & Frameworks : SQL Server, Azure, RESTful APIs, Docker * Scripting & Secondary : Python * Methodolog...

• Loss: CachedMultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 4,
      "gather_across_devices": false,
      "directions": [
          "query_to_doc"
      ],
      "partition_mode": "joint",
      "hardness_mode": null,
      "hardness_strength": 0.0
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 32
• num_train_epochs: 1
• learning_rate: 1e-05
• lr_scheduler_type: cosine
• warmup_steps: 0.15
• weight_decay: 0.01
• gradient_accumulation_steps: 8
• bf16: True
• logging_nan_inf_filter: False
• per_device_eval_batch_size: 32
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• per_device_train_batch_size: 32
• num_train_epochs: 1
• max_steps: -1
• learning_rate: 1e-05
• lr_scheduler_type: cosine
• lr_scheduler_kwargs: None
• warmup_steps: 0.15
• optim: adamw_torch_fused
• optim_args: None
• weight_decay: 0.01
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• optim_target_modules: None
• gradient_accumulation_steps: 8
• average_tokens_across_devices: True
• max_grad_norm: 1.0
• label_smoothing_factor: 0.0
• bf16: True
• fp16: False
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• use_liger_kernel: False
• liger_kernel_config: None
• use_cache: False
• neftune_noise_alpha: None
• torch_empty_cache_steps: None
• auto_find_batch_size: False
• log_on_each_node: True
• logging_nan_inf_filter: False
• include_num_input_tokens_seen: no
• log_level: passive
• log_level_replica: warning
• disable_tqdm: False
• project: huggingface
• trackio_space_id: trackio
• eval_strategy: no
• per_device_eval_batch_size: 32
• prediction_loss_only: True
• eval_on_start: False
• eval_do_concat_batches: True
• eval_use_gather_object: False
• eval_accumulation_steps: None
• include_for_metrics: []
• batch_eval_metrics: False
• save_only_model: False
• save_on_each_node: False
• enable_jit_checkpoint: False
• push_to_hub: False
• hub_private_repo: None
• hub_model_id: None
• hub_strategy: every_save
• hub_always_push: False
• hub_revision: None
• load_best_model_at_end: False
• ignore_data_skip: False
• restore_callback_states_from_checkpoint: False
• full_determinism: False
• seed: 42
• data_seed: None
• use_cpu: False
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• dataloader_prefetch_factor: None
• remove_unused_columns: True
• label_names: None
• train_sampling_strategy: random
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• ddp_backend: None
• ddp_timeout: 1800
• fsdp: []
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• deepspeed: None
• debug: []
• skip_memory_metrics: True
• do_predict: False
• resume_from_checkpoint: None
• warmup_ratio: None
• local_rank: -1
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
0.0988	2	2.3838
0.1975	4	1.3975
0.2963	6	1.0204
0.3951	8	0.5124
0.4938	10	0.3938
0.5926	12	0.2942
0.6914	14	0.2841
0.7901	16	0.2509
0.8889	18	0.2345
0.9877	20	0.1859

Framework Versions

• Python: 3.12.13
• Sentence Transformers: 5.3.0
• Transformers: 5.5.0
• PyTorch: 2.11.0+cu130
• Accelerate: 1.13.0
• Datasets: 4.3.0
• Tokenizers: 0.22.2

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",
}

CachedMultipleNegativesRankingLoss

@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}