README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:155651
  - loss:MultipleNegativesSymmetricRankingLoss
base_model: jinaai/jina-embeddings-v2-small-en
widget:
  - source_sentence: Experienced in debt mediation and client intake
    sentences:
      - |-
        === PERSON ===
        Tomasz Bialas
        N/A
        Warsaw, Mazowieckie, Poland
        2530

        === ROLES ===
        >>> COMPANY ROLES <<<

        Company Role #1:
          Retail Team Lead 
          2023-01 - N/A
          N/A
          Google
          google
          Software Development
          N/A
          33910493

        >>> SCHOOL ROLES <<<

        School Role #1:
          N/A
          N/A - 2018
          N/A
          Warsaw University of Technology
          warsaw-university-of-technology
          N/A
          N/A
          122888

        School Role #2:
          N/A
          N/A - 2011
          N/A
          Warsaw University of Technology
          warsaw-university-of-technology
          N/A
          N/A
          122888

        School Role #3:
          N/A
          N/A - 2015
          N/A
          SGH Warsaw School of Economics
          sgh-warsaw-school-of-economics
          N/A
          The oldest school of economics in Poland.
          136781
      - >-
        === PERSON ===

        Lori Sokoll

        An energetic, healthcare professional committed to our patients and
        their healthcare journey. I am driven to assist all patients and their
        families in the coordination of physician meetings, diagnostic testing
        and treatment planning. 

        White Lake, Michigan, United States

        85


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          Oncology Care Coordinator
          2012-07 - N/A
          N/A
          DETROIT MEDICAL CENTER COOPERATIVE
          detroit-medical-center-cooperative
          N/A
          N/A
          1

        >>> SCHOOL ROLES <<<

        No school roles listed.
      - >-
        === PERSON ===

        Juliano Romaneli

        comecei em 2015 como auxiliar por 2anos. Fui promovido a op.de
        equipamentos móveis. Comecei a estudar logística tem três meses e espero
        me aprofundar mais e mais.

        Vitoria, Brazil Metropolitan Area

        61


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          operador de equipamentos moveis
          N/A - N/A
          N/A
          Multitex Logística Ltda
          multitex-log-stica-ltda
          Truck Transportation
          Soluções logísticas com tecnologias inovadoras
          2163

        >>> SCHOOL ROLES <<<

        No school roles listed.
  - source_sentence: Invoice processing and accounts payable professional
    sentences:
      - |-
        === PERSON ===
        Grace Michael
        N/A
        Melbourne, Victoria, Australia
        571

        === ROLES ===
        >>> COMPANY ROLES <<<

        Company Role #1:
          Adviser - Strategy
          2021-11 - 2023-06
          N/A
          Te Manatū Waka - Ministry of Transport (New Zealand)
          ministry-of-transport-new-zealand
          Government Administration
          We are the government's principal transport advisor. 
          4964

        Company Role #2:
          Internal Communications Coordinator
          2020-07 - 2021-01
          N/A
          The Salvation Army Australia
          the-salvation-army-australia
          Non-profit Organizations
          N/A
          29756

        Company Role #3:
          Communications Business Adviser
          2023-07 - N/A
          N/A
          City of Melbourne
          city-of-melbourne
          Government Administration
          Business, admin, cultural & recreational hub of Victoria, Australia. 
          145026

        Company Role #4:
          Implementation Adviser - Business Operations
          2021-01 - 2021-11
          N/A
          Oranga Tamariki—Ministry for Children
          orangatamariki
          Government Administration
          Our vision is that New Zealand values the wellbeing of tamariki above all else.
          20155

        Company Role #5:
          SRS Consultant
          2019-03 - 2020-05
          Working with qualified optometrists across Victoria, Western Australia and Tasmania, recruiting for both locum and permanent mobile optometry roles.<br>
          Specsavers
          specsavers
          Retail
          Join Specsavers
          126070

        >>> SCHOOL ROLES <<<

        School Role #1:
          N/A
          2014 - 2017
          N/A
          Victoria University of Wellington
          victoria-university-of-wellington
          N/A
          Te Herenga Waka—Victoria University of Wellington is New Zealand’s globally ranked capital city university.
          119051

        School Role #2:
          N/A
          2021-03 - 2021-08
          N/A
          Massey University
          massey-university
          N/A
          Show the world you have what it takes. Your journey begins with Massey in Auckland, Manawatū, Wellington or online.
          150842
      - >-
        === PERSON ===

        Mohamad Danou

        Mohamad Danou is a graphic designer based in Blackburn, UK. I studied
        Graphic Design at The University of Salford. I love working on visual
        identity, branding projects, publication design, and bilingual projects.

        Blackburn, England, United Kingdom

        370


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          Founder
          2021-06 - N/A
          N/A
          Tashkeel Design
          tashkeel-design
          Graphic Design
          Helping you to level up your brand.
          2

        >>> SCHOOL ROLES <<<


        School Role #1:
          N/A
          2017 - 2021
          N/A
          The University of Salford
          university-of-salford
          N/A
          N/A
          165606
      - |-
        === PERSON ===
        Jaap van der Jagt
        N/A
        Tholen, Zeeland, Netherlands
        572

        === ROLES ===
        >>> COMPANY ROLES <<<

        Company Role #1:
          Projectleider
          1997-06 - N/A
          N/A
          SelektHuis 
          selekthuis
          Construction
          Wij zijn je ideale huizenbouwer. Met 6 vestigingen altijd in de buurt.
        #vrijstaandewoningbouw #nieuwbouw
          2218

        >>> SCHOOL ROLES <<<
        No school roles listed.
  - source_sentence: Leader in environmental management and policy development
    sentences:
      - >-
        === PERSON ===

        Dmitry Kolomiets

        Result oriented team member with proven ability to partner with leaders.
        Professional in Product Management, Wireless Technologies, Voice over IP
        (VOIP) and Account Management.

        Ukraine

        797


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          Key Account Manager
          2020-01 - 2022-07
          N/A
          MMDSmart
          mmdsmart
          Telecommunications
          Smart communications solutions for enterprises of all sizes
          7965

        Company Role #2:
          Key Account Manager
          2022-08 - N/A
          * Managing a portfolio of accounts to achieve long-term business relationship.<br>* Generating new sales using existing and potential client networks.<br>* Building and developing positive relationships and handling client’s needs by providing quality services.
          OXNP Group
          oxnptelecom
          IT Services and IT Consulting
          We turn customer dreams into superb IT products.
          881

        Company Role #3:
          Back Office Specialist
          2019-12 - 2020-01
          N/A
          MMDSmart
          mmdsmart
          Telecommunications
          Smart communications solutions for enterprises of all sizes
          7965

        >>> SCHOOL ROLES <<<


        School Role #1:
          N/A
          2016 - 2020
          N/A
          Kyiv National Economics University
          kyiv-national-economics-university
          N/A
          N/A
          N/A
      - >-
        === PERSON ===

        Quba Fatima

        Hi, I am Quba (ku·ba)<br><br>A self-taught UX Designer with detailed eye
        for Visuals and UI as well, passionate about improving businesses by
        improving their User Experience to help them better facilitate their
        users.<br><br>How do i do that?<br>Simple steps:<br>1: Know your users
        and be their voice.<br>2: Apply design laws/rules or best practices in
        order to solve the user problems.<br>3: Be hungry for feedback and act
        accordingly.

        Pakistan

        2410


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          Lead Product Designer
          2020-04 - N/A
          N/A
          Pixelied
          pixelied
          Software Development
          All-in-One Design Suite for Entrepreneurs & Businesses
          363

        Company Role #2:
          UI/UX Designer
          2021-03 - 2022-03
          N/A
          Unlayer (YC W22)
          unlayer
          Software Development
          The simplest way to design mobile responsive emails and landing pages.
          8313

        Company Role #3:
          Web UI/UX Design Intern
          2019-06 - 2019-09
          N/A
          Loops Digital
          loops-digital
          IT Services and IT Consulting
          Lets build and grow your product together! 
          App development - Web Design - Digital Marketing. 
          1040

        Company Role #4:
          Senior Product Designer
          2022-03 - 2023-10
          Designing a no-code chatbot builder
          Turn.io
          turn-io
          IT Services and IT Consulting
          We help social impact organisations have personal, guided conversations that improve lives at scale. Join our Community!
          3037

        Company Role #5:
          Creative Head
          2019-06 - 2021-03
          N/A
          Monty Media
          montymediadigital
          Advertising Services
          Turning information into actionable insights.
          478

        >>> SCHOOL ROLES <<<

        No school roles listed.
      - >-
        === PERSON ===

        Ronan Fonseca Fideles
            Profissional  com  sólida  experiência  na  área  de  Controladoria,  adquirida  em  grandes  empresas  multinacionais  e nacionais dos segmentos de mineração, distribuição e construção. <br>    Ampla  vivência  na  condução  das  áreas  de  Planejamento,  Controle  Financeiro  e  Estratégico,  Custos  Industriais  e Contabilidade Gerencial.<br>    Facilidade para estabelecer bons relacionamentos e atuar como suporte de outras áreas do negócio, preparando e analisando informações de custos e oportunidades.    Experiente no planejamento, controle e gestão de Budget, Forecast e todos os KPIs envolvidos.<br>    Participação  efetiva  em  projetos  globais  de  implantação  de  sistemas  ERP  (SAP),  ferramentas  de  gestão  (BI),  melhorias de processos e desenvolvimento de relatórios padronizados.<br>    Vivência com estruturas matriciais, com reporte local, regional e internacional para a matriz.<br>    As  graduações  em  Administração  de  Empresas  e  Ciências  Contábeis  com  CRC  ativo,  aliado  a  pós-graduação  em Gestão de Negócios e fluência no inglês completam meu perfil. 
        Belo Horizonte, Minas Gerais, Brazil

        1238


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          Controller
          2022-10 - 2023-02
          N/A
          TRENG Consultoria e Tecnologia em Projetos
          trengengenharia
          Civil Engineering
          Engenharia e Tecnologia em projetos
          1521

        Company Role #2:
          Controller
          2014-01 - 2021-03
          Reporte para Gerente Geral Financeiro. Gestão de uma equipe formada por seis profissionais.
        Suporte para todas as áreas (Diretores, Gerentes e Fábricas), com
        informações e análises para tomada de decisões.

        Implementação e gestão de todo o processo de Budget e Forecast da
        empresa e suas filiais.
         Gerenciava a apuração do resultado mensal da Companhia incluindo custos de produção, DRE e análises de variação, preparando os relatórios mensais sobre o desempenho econômico-financeiro.
         Criei e implementei planilha de Excel automatizada que aumentou a produtividade no processo de budget, uma vez que a mesma calculava o volume vendido, o balanço de produção, cálculo de custos e despesas, KPI e gerava o DRE (Demonstração de Resultado do Exercício).
         Geri os investimentos incluindo as solicitações e aplicação da política corporativa de CAPEX, processo de aprovação da diretoria, abertura de projetos no sistema ERP e acompanhamento dos gastos realizados versus orçados.
         Implementei processos de planejamento financeiro, KPIs e relatórios padronizados para operações na América Latina, facilitando a tomada de decisão das áreas de negócio com relatórios de indicadores financeiros e apresentações padronizadas.
         Elaborei e analisei estudos de viabilidade econômico-financeira dos projetos relacionados a abertura de novos negócios, expansão de negócios existentes ou oportunidades de ganhos.
         Identifiquei oportunidades de redução de despesas e custos por meio de desenvolvimento de ferramentas analíticas.
         Suportei a área comercial nos reajustes de preços de venda, análise de contratos com os clientes, analises de preços e margem de contribuição.
         Atuando em conjunto com unidades da empresa no mundo liderei o processo de padronização de informações no Brasil.
         Através da revisão de processos, reorganização de tarefas e desenvolvimento da equipe reduzi o prazo de apuração do resultado mensal em quatro dias úteis.
          Lhoist
          lhoist
          Mining
          Our lime and mineral-based products contribute to air and water quality, transport, agriculture, construction, and more.
          72408

        Company Role #3:
          Gerente de operações
          2023-02 - N/A
          N/A
          BioclinTech
          bioclintech
          N/A
          A Bioclintech é a responsável pela Assessoria Técnica e 
        Cientifica aos equipamentos comercializados pela Bioclin.
          186

        Company Role #4:
          Consultor de gestão de negócios
          2021-06 - 2022-10
          N/A
          Defumados Moretto
          defumadosmoretto
          N/A
          Desde 1988 produzindo o melhor defumado
          23

        Company Role #5:
          Coordenador de controladoria
          2011-06 - 2014-01
          Acompanhava o fechamento mensal de custos industriais, avaliando a exatidão dos cálculos apurados, a adequação dos critérios de rateio e observância dos procedimentos corporativos.
         Preparava análises sobre variações de custos e despesas reais versus orçados, que serviam de base para solicitar explicações das grandes variações junto às áreas responsáveis.
         Avaliava os controles de faturamentos de serviços e verificava a validação dos serviços realizados;
         Desenvolvi e implementei um comparativo de custos entre as unidades brasileiras, buscando as melhores práticas.
         Criei e conduzi reuniões entre as lideranças das unidades e diretores, buscando analisar os custos e propor melhorias e oportunidades para melhores resultados.
         Compartilhei o conhecimento e incentivei a utilização de ferramentas gerenciais de BI, para otimizar a preparação de relatórios e análises, que propiciava redução no tempo de preparação e melhoria de qualidade de informações.
          Lhoist
          lhoist
          Mining
          Our lime and mineral-based products contribute to air and water quality, transport, agriculture, construction, and more.
          72408

        Company Role #6:
          Coordenador de controladoria
          2011-03 - 2011-06
          Responsável pela criação e implantação da área de controladoria.
        Criei  oportunidades  para  melhor  interação  entre  as  áreas  da 
        empresa,  provocando  discussões  produtivas  sobre variações de custos
        e oportunidades de melhoria.
          Precon Engenharia
          precon-engenharia
          Construction
          Mais que morar, viver.
          67344

        Company Role #7:
          Analista de controladoria
          2006-09 - 2010-02
          Suporte de ao Diretor Industrial e ao Controller, gerando informações, análises e preparando informações.
            Confecção de Budget, Forecast, fechamento mensal da unidade analisando as informações de custos da fábrica.
          Lhoist
          lhoist
          Mining
          Our lime and mineral-based products contribute to air and water quality, transport, agriculture, construction, and more.
          72408

        Company Role #8:
          Coordenador de planejamento financeiro e controle
          2010-02 - 2011-03
          Responsável  pelo  planejamento  e  controle  de  custos  e  orçamento  das  empresas,  coordenando  a  implantação, elaboração, desenvolvimento e controle de ferramentas orçamentárias e de custos gerenciais.
            Confecção de Budget, Forecast, custos diretos e indiretos, apuração de custos para formação de preços de venda.
            Realizava  o  fechamento  mensal    analisando  as  informações  de  custo,  despesas  e  receita,  criando  e  gerando  os relatórios  gerenciais  (DRE,  Balancete,  Fluxo  de  caixa,  e  outras  informações  gerenciais)  para  apresentação  dos resultados à diretoria e conselho gestor.
            Criei  e  implantei  administração  de  métodos  de  controle  de  custos  para  analisar,  conferir  e  efetuar  cálculos financeiros, que garantiam a acuracidade nas informações do balanço financeiro e elaboração de relatórios e análises para suporte à tomada de decisões estratégicas de gerentes e diretores.
            Analisava e controlava métodos, processos e sistemas localizando falhas, ineficiência e desperdícios.
            Controlava os estoques e auditava inventários físicos garantindo  que os mesmos estivessem adequados.
          Globalbev Bebidas e Alimentos S/A
          globalbevsa
          Food and Beverage Services
          Energia Positiva, Parceria, Disciplina, Velocidade 💙 
          26945

        >>> SCHOOL ROLES <<<

        No school roles listed.
  - source_sentence: Managing Director at Citi Global Wealth
    sentences:
      - "=== PERSON ===\nFelipe de Jesús Degollado Robles\nFelipe de Jesús Degollado<br>Director General en DEA<br>República mexicana, México y extranjero o Ramo Asegurador<br><br>Actual\t\tDegollado Ajustadores, S.A. (DEA), Director General<br><br>Anterior\t        Ajustes Calderón, Gerente Regional de Operaciones<br><br>Educación\t        Escuela Bancaria Comercial, plantel Reforma, Ciudad de México,                Instituto Mexicano de Seguros y Fianzas, A.C., plantel Coyoacán, Ciudad de México. <br><br>Extracto\t        25 años en el ramo Asegurador como, Administrador de Riesgos y Ajustador Profesional, con experiencia en Transportes, Agrícola y Semovientes, Diversos y Barcos, los últimos años como Ajustador Independiente y hoy, Director General de Degollado Ajustadores, S.A.\nBenito Juárez, Mexico City, Mexico\n166\n\n=== ROLES ===\n>>> COMPANY ROLES <<<\nNo company roles listed.\n\n>>> SCHOOL ROLES <<<\n\nSchool Role #1:\n  N/A\n  2010 - 2013\n  N/A\n  Escuela Bancaria y Comercial\n  escuela-bancaria-y-comercial\n  N/A\n  Más de 90 años, 13 campus, 8 Licenciaturas, 4 Licenciaturas Ejecutivas, 3 Posgrados, Diplomados y Cursos.\n  67704"
      - >-
        === PERSON ===

        Dave Molenda, TDC, TDFC, TEQC

        po·lar·i·ty (noun): The presence or manifestation of two opposite or
        contrasting principles or tendencies. In business, there are times we
        need a contrasting principle to help us see clearly, or get through some
        not so fun times. At Positive Polarity LLC, it's my job to help you
        navigate whatever waters you find yourself in...whether you need to
        strengthen your team, or improve your customers experience, I can use my
        30 plus years of business knowledge to help as a business expert,
        problem solver, or a sales coach! Call me at 414 322 2358 or email me at
        [email protected] to see if there is something that I can help
        you with. The first consultation is always complimentary!

        Greater Milwaukee

        9005


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          President
          2017-12 - 2018-12
          Leading the best Builders Association in the State of Wisconsin to new heights and accomplishing great things. Amazing members, solid board of directors and a great Executive Officer makes my job as President easier. We have a list of things to accomplish in 2018 and I am excited to continue the momentum!
          Lakeland Builders Association
          lakeland-builders-association
          Non-profit Organizations
          We're more than homes. We build communities.
          158

        Company Role #2:
          President/Owner
          1986-05 - 2013-11
          Responsible for providing management and leadership to ensure individual inside and outside sales associates achieve set sales goals and budgets while adhering to company's overall objectives
        Design, plan and execute sales and marketing programs to set and meet
        short- and long-term sales strategies and increase the company's sales
        volume

        Evaluate and recommend product or service enhancements to improve
        customer satisfaction and sales potential

        Ensure projects are completed on time and within budget

        Act as advisor, mentor and coach to sales team regarding projects,
        tasks, and operations

        Drive market share through developing and maintaining marketing
        programs, event support/sponsorships, advertising, special promotions,
        networking and contact management

        Identify, develop and grow strategic alliances and customer
        relationships with builders, general contractors, remodelers, architects
        and engineers

        Recruit, train, develop, and motivate a team of sales associates through
        individual performance evaluations, regular sales reviews, weekly
        progress meetings and new selling techniques

        Provide and facilitate quarterly and annual strategic vision planning in
        order to develop sales and marketing objectives, manage budgets and
        position company for profitability
          Weather-Tek Windows & Doors
          weather-tek-design-center-inc-
          Construction
          Selection. Knowledge. Service.
          168

        Company Role #3:
          Founder, Business Coach, Leader, Trainer, DISC Certified Trainer
          2012-08 - N/A
          N/A
          Positive Polarity, LLC (Business Coaching, Training, Leadership Consulting, DISC certified, Speaker)
          positive-polarity-llc
          Professional Training and Coaching
          Creating Business Growth & Success - Contact me today to hear how I can help your business GROW! 
          733

        Company Role #4:
          Author of #1 Amazon Best Selling Book - GROWING ON PURPOSE
          2016-01 - N/A
          N/A
          Positive Polarity, LLC (Business Coaching, Training, Leadership Consulting, DISC certified, Speaker)
          positive-polarity-llc
          Professional Training and Coaching
          Creating Business Growth & Success - Contact me today to hear how I can help your business GROW! 
          733

        Company Role #5:
          Keynote and Breakout Speaker
          2012-08 - N/A
          N/A
          Positive Polarity, LLC (Business Coaching, Training, Leadership Consulting, DISC certified, Speaker)
          positive-polarity-llc
          Professional Training and Coaching
          Creating Business Growth & Success - Contact me today to hear how I can help your business GROW! 
          733

        Company Role #6:
          Value Added Associate
          2015-09 - N/A
          We are pleased to announce we have become Value Added Associates with the global leader in human behavior assessments, TTI Success Insights. Leveraging this valuable partnership for you, our clients and our contacts, Positive Polarity, LLC is now better able to provide tools to help you:

        1. Hire Better

        2. Develop Stronger

        3. Retain Longer


        For more information, please email [email protected]
          Target Training International, Ltd.
          target-training-international
          Research Services
          N/A
          N/A

        >>> SCHOOL ROLES <<<


        School Role #1:
          N/A
          1982 - 1984
          N/A
          University of Wisconsin-Milwaukee
          uwmilwaukee
          N/A
          N/A
          180722

        School Role #2:
          Drafting
          1990 - 1991
          MATC) Drafting, Blueprint Reading
          Milwaukee Area Technical College
          milwaukee-area-technical-college
          N/A
          Transforming Lives, Industry & Community
          58339
      - |-
        === PERSON ===
        Neville Topping
        N/A
        West Midlands, England, United Kingdom
        867

        === ROLES ===
        >>> COMPANY ROLES <<<

        Company Role #1:
          Partner
          1991 - N/A
          N/A
          Elias Topping
          elias-topping
          N/A
          N/A
          22

        >>> SCHOOL ROLES <<<
        No school roles listed.
  - source_sentence: Experienced in SAP consultancy
    sentences:
      - |-
        === PERSON ===
        Märt Ehrenpreis
        N/A
        Tallinn Metropolitan Area
        470

        === ROLES ===
        >>> COMPANY ROLES <<<

        Company Role #1:
          Board Member CTO
          2023-04 - N/A
          N/A
          Elron / Eesti Liinirongid AS 
          eestiliinirongid
          Truck Transportation
          Loome Sulle aega – viime Sind kohale kiiresti, turvaliselt ja mugavalt
          414

        Company Role #2:
          Managing Director, Proxion Plan Estonia OÜ
          2021-01 - 2023-04
          N/A
          Proxion
          proxion-plan-oy
          Civil Engineering
          Proxion on osa WSP-yhtiöitä.
        Otathan seurantaan WSP in Finland -tilin!
          2563

        >>> SCHOOL ROLES <<<
        No school roles listed.
      - >-
        === PERSON ===

        Harvindar Singh Garcha

        Harvindar's passion for technology can be traced back right from his
        childhood, Getting into the field of computer science bought him to have
        more focus on his goal. He is a fast learner and easily adapts to new
        skills. He always has the hunger and curiosity to learn new skills.
        <br><br>He has expertise in the design &  development of RESTful APIs
        and back-end services utilizing Python ecosystem, Django, Flask, Docker,
        and SQL with an emphasis on scalability and security.<br><br>He is
        currently working as a full stack developer at AI Automotive company
        where he has worked on technologies Django, Flask, Python, RESTful APIs,
        React, Redux, Celery, and JavaScript, while keeping in mind all the
        secure code practices of OWASP top 10.<br><br>His specialties include
        quickly learning new skills, Programming languages, and Critical
        thinking in problem-solving.<br><br>In his free time, you will find him
        reading articles about the latest trending technologies on Internet, 
        Spending some time on Quora & hiking on the mountains.

        Pune, Maharashtra, India

        1294


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          Software Development Analyst
          2020-04 - 2020-08
          N/A
          Metta Social
          metta-social
          IT Services and IT Consulting
          Building world’s largest common good platform to enable sustainable impact at scale!
          4002

        Company Role #2:
          Junior Backend Engineer
          2020-09 - 2021-03
          N/A
          SRV Media
          srv-media
          Advertising Services
          Insights | Ideas | Impact
          49579

        Company Role #3:
          Full Stack Developer
          2021-03 - 2022-01
          N/A
          SRV Media
          srv-media
          Advertising Services
          Insights | Ideas | Impact
          49579

        Company Role #4:
          Software Development Intern
          2019-10 - 2020-03
          Currently building a B2B social ecosystem platform where my daily work includes to develop and unit test REST API's using Flask and ORM using SQLAlchemy.<br><br>- Contributed 90% of the API's for mobile application which was build in just a month keeping in mind all the secure code practices of OWASP Top 10.<br><br>- Building REST API using Flask framework, for web app & checking the load balancing of concurrent users.<br>        <br>- Building database model using SQL-Alchemy, and connecting it to Heroku.<br><br>- Security Testing of the API's !
          Metta Social
          metta-social
          IT Services and IT Consulting
          Building world’s largest common good platform to enable sustainable impact at scale!
          4002

        Company Role #5:
          Research And Development Engineer
          2022-01 - N/A
          N/A
          Cerence Inc.
          cerence
          Software Development
          Cerence is the global industry leader in creating unique, moving experiences for the mobility world.
          44039

        >>> SCHOOL ROLES <<<

        No school roles listed.
      - >-
        === PERSON ===

        Nagwa Mahmoud

        Seeking to continue my work in a challenging work environment and a
        growing International organization, enhancing my business, IT and
        communication knowledge and skills, by adding value to myself and to the
        organization.

        Egypt

        260


        === ROLES ===

        >>> COMPANY ROLES <<<


        Company Role #1:
          Senior Tour Consultant, Abercrombie & Kent, Egypt
          2004-04 - 2004-09
          N/A
          A.P. Moller - Maersk
          maersk-group
          Truck Transportation
          N/A
          1910055

        Company Role #2:
          Assistant Division Manager, TOC
          2014-10 - N/A
          *Primary role is to fully service the A&K branded business from A&K International Inc.<br>*Conducting annual planning sessions with the Tour Operating Companies (TOC’s) in order to agree on the following year’s brochure programs, pricing policy and detailed itineraries.<br>*Assist the Division manger in setting an annual revenue target in co-ordination with the TOC’s in preparation for submitting A&K Egypt’s annual revenue budget.  <br>*Assist in applying a sales strategy which focuses on filling the Sanctuary Sun Boats space, as well as achieving highest possible margins, while remaining competitive enough to assist the TOC’s to maximize their sales potential and achieving annual margin targets.<br>*Assist in setting an annual pricing policy for the TOC’s in co-ordination with the Director, Tourism, and in accordance with the company’s pricing strategy, that would allow achievement of this margin.<br>*Preparing materialization and benchmarking reports for the department on a quarterly basis.<br>*Establishing and maintaining excellent professional and personal contacts with hotel key personnel and suppliers<br>*In addition to all duties and tasks mentioned below as a Tour Consultant.
          Abercrombie & Kent USA
          abercrombie-&-kent
          Travel Arrangements
          Abercrombie & Kent is the world’s premier luxury travel company with over 55 offices in more than 30 countries.
          30147

        Company Role #3:
          Tour Consultant
          2003-07 - 2004-03
          N/A
          Abercrombie & Kent USA
          abercrombie-&-kent
          Travel Arrangements
          Abercrombie & Kent is the world’s premier luxury travel company with over 55 offices in more than 30 countries.
          30147

        >>> SCHOOL ROLES <<<


        School Role #1:
          N/A
          2018 - 2019
          N/A
          The American University in Cairo
          aucegypt
          N/A
          Welcome to AUC, Egypt’s top University! Sharing our academic excellence, impactful research and various achievements.
          355473

        School Role #2:
          N/A
          1997 - 2001
          N/A
          Modern Academy Maadi
          modern-academy-maadi
          N/A
          N/A
          N/A

        School Role #3:
          N/A
          2015 - 2016
          N/A
          AUC - School of Continuing Education
          school-of-continuing-education
          N/A
          Strive to offer high-quality education, that is affordable, flexible, accessible, and designed to enhance employability
          N/A
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cosine_accuracy
  - cosine_accuracy_threshold
  - cosine_f1
  - cosine_f1_threshold
  - cosine_precision
  - cosine_recall
  - cosine_ap
  - dot_accuracy
  - dot_accuracy_threshold
  - dot_f1
  - dot_f1_threshold
  - dot_precision
  - dot_recall
  - dot_ap
  - manhattan_accuracy
  - manhattan_accuracy_threshold
  - manhattan_f1
  - manhattan_f1_threshold
  - manhattan_precision
  - manhattan_recall
  - manhattan_ap
  - euclidean_accuracy
  - euclidean_accuracy_threshold
  - euclidean_f1
  - euclidean_f1_threshold
  - euclidean_precision
  - euclidean_recall
  - euclidean_ap
  - max_accuracy
  - max_accuracy_threshold
  - max_f1
  - max_f1_threshold
  - max_precision
  - max_recall
  - max_ap
model-index:
  - name: SentenceTransformer based on jinaai/jina-embeddings-v2-small-en
    results:
      - task:
          type: binary-classification
          name: Binary Classification
        dataset:
          name: Unknown
          type: unknown
        metrics:
          - type: cosine_accuracy
            value: 0.9527261266939805
            name: Cosine Accuracy
          - type: cosine_accuracy_threshold
            value: 0.27776145935058594
            name: Cosine Accuracy Threshold
          - type: cosine_f1
            value: 0.8559485931748705
            name: Cosine F1
          - type: cosine_f1_threshold
            value: 0.25389939546585083
            name: Cosine F1 Threshold
          - type: cosine_precision
            value: 0.8474366893143916
            name: Cosine Precision
          - type: cosine_recall
            value: 0.8646332240988153
            name: Cosine Recall
          - type: cosine_ap
            value: 0.9213821667446777
            name: Cosine Ap
          - type: dot_accuracy
            value: 0.9287109990545225
            name: Dot Accuracy
          - type: dot_accuracy_threshold
            value: 7.192317008972168
            name: Dot Accuracy Threshold
          - type: dot_f1
            value: 0.7794543326969267
            name: Dot F1
          - type: dot_f1_threshold
            value: 6.09993839263916
            name: Dot F1 Threshold
          - type: dot_precision
            value: 0.7621341683728773
            name: Dot Precision
          - type: dot_recall
            value: 0.797580035291152
            name: Dot Recall
          - type: dot_ap
            value: 0.8651352639760566
            name: Dot Ap
          - type: manhattan_accuracy
            value: 0.8422313268200441
            name: Manhattan Accuracy
          - type: manhattan_accuracy_threshold
            value: 69.50222778320312
            name: Manhattan Accuracy Threshold
          - type: manhattan_f1
            value: 0.39874017881332974
            name: Manhattan F1
          - type: manhattan_f1_threshold
            value: 133.93528747558594
            name: Manhattan F1 Threshold
          - type: manhattan_precision
            value: 0.2726220246364731
            name: Manhattan Precision
          - type: manhattan_recall
            value: 0.7419964708847996
            name: Manhattan Recall
          - type: manhattan_ap
            value: 0.3696667018256091
            name: Manhattan Ap
          - type: euclidean_accuracy
            value: 0.8424624435339847
            name: Euclidean Accuracy
          - type: euclidean_accuracy_threshold
            value: 3.8574271202087402
            name: Euclidean Accuracy Threshold
          - type: euclidean_f1
            value: 0.3998802952716633
            name: Euclidean F1
          - type: euclidean_f1_threshold
            value: 7.491550445556641
            name: Euclidean F1 Threshold
          - type: euclidean_precision
            value: 0.2715898825654923
            name: Euclidean Precision
          - type: euclidean_recall
            value: 0.7578774892866146
            name: Euclidean Recall
          - type: euclidean_ap
            value: 0.3700396529324034
            name: Euclidean Ap
          - type: max_accuracy
            value: 0.9527261266939805
            name: Max Accuracy
          - type: max_accuracy_threshold
            value: 69.50222778320312
            name: Max Accuracy Threshold
          - type: max_f1
            value: 0.8559485931748705
            name: Max F1
          - type: max_f1_threshold
            value: 133.93528747558594
            name: Max F1 Threshold
          - type: max_precision
            value: 0.8474366893143916
            name: Max Precision
          - type: max_recall
            value: 0.8646332240988153
            name: Max Recall
          - type: max_ap
            value: 0.9213821667446777
            name: Max Ap
      - task:
          type: binary-classification
          name: Binary Classification
        dataset:
          name: rec test evaluator
          type: rec_test_evaluator
        metrics:
          - type: cosine_accuracy
            value: 0.936855847189776
            name: Cosine Accuracy
          - type: cosine_accuracy_threshold
            value: 0.3141043186187744
            name: Cosine Accuracy Threshold
          - type: cosine_f1
            value: 0.7994950557542605
            name: Cosine F1
          - type: cosine_f1_threshold
            value: 0.2845936119556427
            name: Cosine F1 Threshold
          - type: cosine_precision
            value: 0.8165019338203696
            name: Cosine Precision
          - type: cosine_recall
            value: 0.7831821929101401
            name: Cosine Recall
          - type: cosine_ap
            value: 0.8700199442144447
            name: Cosine Ap
          - type: dot_accuracy
            value: 0.9174110210251477
            name: Dot Accuracy
          - type: dot_accuracy_threshold
            value: 4.781828880310059
            name: Dot Accuracy Threshold
          - type: dot_f1
            value: 0.7457066004552038
            name: Dot F1
          - type: dot_f1_threshold
            value: 4.365626335144043
            name: Dot F1 Threshold
          - type: dot_precision
            value: 0.7486497714997923
            name: Dot Precision
          - type: dot_recall
            value: 0.7427864798021434
            name: Dot Recall
          - type: dot_ap
            value: 0.7954402853909471
            name: Dot Ap
          - type: manhattan_accuracy
            value: 0.8618936374879758
            name: Manhattan Accuracy
          - type: manhattan_accuracy_threshold
            value: 69.56864929199219
            name: Manhattan Accuracy Threshold
          - type: manhattan_f1
            value: 0.5070320952037504
            name: Manhattan F1
          - type: manhattan_f1_threshold
            value: 82.6656494140625
            name: Manhattan F1 Threshold
          - type: manhattan_precision
            value: 0.45064102564102565
            name: Manhattan Precision
          - type: manhattan_recall
            value: 0.5795548227535037
            name: Manhattan Recall
          - type: manhattan_ap
            value: 0.5479296779559962
            name: Manhattan Ap
          - type: euclidean_accuracy
            value: 0.8626494434519719
            name: Euclidean Accuracy
          - type: euclidean_accuracy_threshold
            value: 3.860058546066284
            name: Euclidean Accuracy Threshold
          - type: euclidean_f1
            value: 0.5061946902654868
            name: Euclidean F1
          - type: euclidean_f1_threshold
            value: 4.6146087646484375
            name: Euclidean F1 Threshold
          - type: euclidean_precision
            value: 0.4435483870967742
            name: Euclidean Precision
          - type: euclidean_recall
            value: 0.5894476504534213
            name: Euclidean Recall
          - type: euclidean_ap
            value: 0.5486506261661199
            name: Euclidean Ap
          - type: max_accuracy
            value: 0.936855847189776
            name: Max Accuracy
          - type: max_accuracy_threshold
            value: 69.56864929199219
            name: Max Accuracy Threshold
          - type: max_f1
            value: 0.7994950557542605
            name: Max F1
          - type: max_f1_threshold
            value: 82.6656494140625
            name: Max F1 Threshold
          - type: max_precision
            value: 0.8165019338203696
            name: Max Precision
          - type: max_recall
            value: 0.7831821929101401
            name: Max Recall
          - type: max_ap
            value: 0.8700199442144447
            name: Max Ap
      - task:
          type: binary-classification
          name: Binary Classification
        dataset:
          name: query test evaluator
          type: query_test_evaluator
        metrics:
          - type: cosine_accuracy
            value: 0.9621682152477226
            name: Cosine Accuracy
          - type: cosine_accuracy_threshold
            value: 0.2630356252193451
            name: Cosine Accuracy Threshold
          - type: cosine_f1
            value: 0.8849557522123893
            name: Cosine F1
          - type: cosine_f1_threshold
            value: 0.25413358211517334
            name: Cosine F1 Threshold
          - type: cosine_precision
            value: 0.8894186686227764
            name: Cosine Precision
          - type: cosine_recall
            value: 0.8805374001452433
            name: Cosine Recall
          - type: cosine_ap
            value: 0.947454791570092
            name: Cosine Ap
          - type: dot_accuracy
            value: 0.948306649314488
            name: Dot Accuracy
          - type: dot_accuracy_threshold
            value: 8.425336837768555
            name: Dot Accuracy Threshold
          - type: dot_f1
            value: 0.843290979544021
            name: Dot F1
          - type: dot_f1_threshold
            value: 7.547880172729492
            name: Dot F1 Threshold
          - type: dot_precision
            value: 0.8371801753444266
            name: Dot Precision
          - type: dot_recall
            value: 0.8494916485112564
            name: Dot Recall
          - type: dot_ap
            value: 0.9205407446487603
            name: Dot Ap
          - type: manhattan_accuracy
            value: 0.8801186404769832
            name: Manhattan Accuracy
          - type: manhattan_accuracy_threshold
            value: 116.77102661132812
            name: Manhattan Accuracy Threshold
          - type: manhattan_f1
            value: 0.5600226500566251
            name: Manhattan F1
          - type: manhattan_f1_threshold
            value: 128.61376953125
            name: Manhattan F1 Threshold
          - type: manhattan_precision
            value: 0.5831367924528302
            name: Manhattan Precision
          - type: manhattan_recall
            value: 0.5386710239651417
            name: Manhattan Recall
          - type: manhattan_ap
            value: 0.6344397340133496
            name: Manhattan Ap
          - type: euclidean_accuracy
            value: 0.8803607638993978
            name: Euclidean Accuracy
          - type: euclidean_accuracy_threshold
            value: 6.473782539367676
            name: Euclidean Accuracy Threshold
          - type: euclidean_f1
            value: 0.5613611007809595
            name: Euclidean F1
          - type: euclidean_f1_threshold
            value: 7.165651798248291
            name: Euclidean F1 Threshold
          - type: euclidean_precision
            value: 0.575266768292683
            name: Euclidean Precision
          - type: euclidean_recall
            value: 0.5481118373275236
            name: Euclidean Recall
          - type: euclidean_ap
            value: 0.6368678358832146
            name: Euclidean Ap
          - type: max_accuracy
            value: 0.9621682152477226
            name: Max Accuracy
          - type: max_accuracy_threshold
            value: 116.77102661132812
            name: Max Accuracy Threshold
          - type: max_f1
            value: 0.8849557522123893
            name: Max F1
          - type: max_f1_threshold
            value: 128.61376953125
            name: Max F1 Threshold
          - type: max_precision
            value: 0.8894186686227764
            name: Max Precision
          - type: max_recall
            value: 0.8805374001452433
            name: Max Recall
          - type: max_ap
            value: 0.947454791570092
            name: Max Ap

SentenceTransformer based on jinaai/jina-embeddings-v2-small-en

This is a sentence-transformers model finetuned from jinaai/jina-embeddings-v2-small-en. It maps sentences & paragraphs to a 512-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

https://wandb.ai/deklanw/sentence-transformers/runs/frjg0h13?nw=nwuserdeklanw

Model Description

• Model Type: Sentence Transformer
• Base model: jinaai/jina-embeddings-v2-small-en
• Maximum Sequence Length: 2048 tokens
• Output Dimensionality: 512 dimensions
• Similarity Function: Cosine Similarity

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': 2048, 'do_lower_case': False}) with Transformer model: JinaBertModel 
  (1): Pooling({'word_embedding_dimension': 512, '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:

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("borgcollectivegmbh/jina-embeddings-v2-small-en_linkedin_profile_model_run1")
# Run inference
sentences = [
    'Experienced in SAP consultancy',
    '=== PERSON ===\nMärt Ehrenpreis\nN/A\nTallinn Metropolitan Area\n470\n\n=== ROLES ===\n>>> COMPANY ROLES <<<\n\nCompany Role #1:\n  Board Member CTO\n  2023-04 - N/A\n  N/A\n  Elron / Eesti Liinirongid AS \n  eestiliinirongid\n  Truck Transportation\n  Loome Sulle aega – viime Sind kohale kiiresti, turvaliselt ja mugavalt\n  414\n\nCompany Role #2:\n  Managing Director, Proxion Plan Estonia OÜ\n  2021-01 - 2023-04\n  N/A\n  Proxion\n  proxion-plan-oy\n  Civil Engineering\n  Proxion on osa WSP-yhtiöitä.\nOtathan seurantaan WSP in Finland -tilin!\n  2563\n\n>>> SCHOOL ROLES <<<\nNo school roles listed.',
    "=== PERSON ===\nHarvindar Singh Garcha\nHarvindar's passion for technology can be traced back right from his childhood, Getting into the field of computer science bought him to have more focus on his goal. He is a fast learner and easily adapts to new skills. He always has the hunger and curiosity to learn new skills. <br><br>He has expertise in the design &  development of RESTful APIs and back-end services utilizing Python ecosystem, Django, Flask, Docker, and SQL with an emphasis on scalability and security.<br><br>He is currently working as a full stack developer at AI Automotive company where he has worked on technologies Django, Flask, Python, RESTful APIs, React, Redux, Celery, and JavaScript, while keeping in mind all the secure code practices of OWASP top 10.<br><br>His specialties include quickly learning new skills, Programming languages, and Critical thinking in problem-solving.<br><br>In his free time, you will find him reading articles about the latest trending technologies on Internet,  Spending some time on Quora & hiking on the mountains.\nPune, Maharashtra, India\n1294\n\n=== ROLES ===\n>>> COMPANY ROLES <<<\n\nCompany Role #1:\n  Software Development Analyst\n  2020-04 - 2020-08\n  N/A\n  Metta Social\n  metta-social\n  IT Services and IT Consulting\n  Building world’s largest common good platform to enable sustainable impact at scale!\n  4002\n\nCompany Role #2:\n  Junior Backend Engineer\n  2020-09 - 2021-03\n  N/A\n  SRV Media\n  srv-media\n  Advertising Services\n  Insights | Ideas | Impact\n  49579\n\nCompany Role #3:\n  Full Stack Developer\n  2021-03 - 2022-01\n  N/A\n  SRV Media\n  srv-media\n  Advertising Services\n  Insights | Ideas | Impact\n  49579\n\nCompany Role #4:\n  Software Development Intern\n  2019-10 - 2020-03\n  Currently building a B2B social ecosystem platform where my daily work includes to develop and unit test REST API's using Flask and ORM using SQLAlchemy.<br><br>- Contributed 90% of the API's for mobile application which was build in just a month keeping in mind all the secure code practices of OWASP Top 10.<br><br>- Building REST API using Flask framework, for web app & checking the load balancing of concurrent users.<br>        <br>- Building database model using SQL-Alchemy, and connecting it to Heroku.<br><br>- Security Testing of the API's !\n  Metta Social\n  metta-social\n  IT Services and IT Consulting\n  Building world’s largest common good platform to enable sustainable impact at scale!\n  4002\n\nCompany Role #5:\n  Research And Development Engineer\n  2022-01 - N/A\n  N/A\n  Cerence Inc.\n  cerence\n  Software Development\n  Cerence is the global industry leader in creating unique, moving experiences for the mobility world.\n  44039\n\n>>> SCHOOL ROLES <<<\nNo school roles listed.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 512]

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

Evaluation

Metrics

Binary Classification

• Datasets: ``, rec_test_evaluator and query_test_evaluator
• Evaluated with custom_evaluator.BinaryClassificationEvaluator

Metric		rec_test_evaluator	query_test_evaluator
cosine_accuracy	0.9527	0.9369	0.9622
cosine_accuracy_threshold	0.2778	0.3141	0.263
cosine_f1	0.8559	0.7995	0.885
cosine_f1_threshold	0.2539	0.2846	0.2541
cosine_precision	0.8474	0.8165	0.8894
cosine_recall	0.8646	0.7832	0.8805
cosine_ap	0.9214	0.87	0.9475
dot_accuracy	0.9287	0.9174	0.9483
dot_accuracy_threshold	7.1923	4.7818	8.4253
dot_f1	0.7795	0.7457	0.8433
dot_f1_threshold	6.0999	4.3656	7.5479
dot_precision	0.7621	0.7486	0.8372
dot_recall	0.7976	0.7428	0.8495
dot_ap	0.8651	0.7954	0.9205
manhattan_accuracy	0.8422	0.8619	0.8801
manhattan_accuracy_threshold	69.5022	69.5686	116.771
manhattan_f1	0.3987	0.507	0.56
manhattan_f1_threshold	133.9353	82.6656	128.6138
manhattan_precision	0.2726	0.4506	0.5831
manhattan_recall	0.742	0.5796	0.5387
manhattan_ap	0.3697	0.5479	0.6344
euclidean_accuracy	0.8425	0.8626	0.8804
euclidean_accuracy_threshold	3.8574	3.8601	6.4738
euclidean_f1	0.3999	0.5062	0.5614
euclidean_f1_threshold	7.4916	4.6146	7.1657
euclidean_precision	0.2716	0.4435	0.5753
euclidean_recall	0.7579	0.5894	0.5481
euclidean_ap	0.37	0.5487	0.6369
max_accuracy	0.9527	0.9369	0.9622
max_accuracy_threshold	69.5022	69.5686	116.771
max_f1	0.8559	0.7995	0.885
max_f1_threshold	133.9353	82.6656	128.6138
max_precision	0.8474	0.8165	0.8894
max_recall	0.8646	0.7832	0.8805
max_ap	0.9214	0.87	0.9475

Training Details

Training Dataset

Unnamed Dataset

• Size: 155,651 training samples
• Columns: text1 and text2
• Approximate statistics based on the first 1000 samples:

  	text1	text2
  type	string	string
  details	min: 5 tokens mean: 231.14 tokens max: 2048 tokens	min: 51 tokens mean: 618.32 tokens max: 2048 tokens

• Samples:

  text1	text2
  === PERSON === Dr. Amol Charegaonkar Alumnus of IIM Indore (FDP-Executive Education) Specialties: Data Analysis, Finance Pune, Maharashtra, India 4511 === ROLES === >>> COMPANY ROLES <<< Company Role #1: Principal Consultant 2015-04 - 2021-06 N/A Maruma Consultancy maruma-consultancy Human Resources Services People Development Simplified 218 Company Role #2: Assistant Manager – Credit (Policy - Unsecured loans) 2008-06 - 2009-01 Job Responsibilities: As a Team Member of the Credit Policy & Risk function 1.Analysis of Delinquent cases in Personal loans and Business Loans 2.Online analysis of cases booked under Personal and Business Loans 3.Auditing Pan India cases for credit underwriting w. r. t. Policy 4.Analyzing and publishing a Monthly Portfolio Review for Personal Loans from the Risk Perspective like Delinquency & Bounce Trend and Credit Appraisal Process 5.Incorporate the necessary changes required in the Lending Policy consid...	=== PERSON === Rajesh Baj N/A Hyderabad, Telangana, India 491 === ROLES === >>> COMPANY ROLES <<< Company Role #1: Sr.Officer Finance and Accounts 2010-10 - N/A N/A JK Agri Genetics Limited jk-agri-genetics-limited Biotechnology Research Harvesting Happiness Through Innovations 107873 Company Role #2: Assistant Manager 2013-10 - N/A N/A JK Agri Genetics Limited jk-agri-genetics-limited Biotechnology Research Harvesting Happiness Through Innovations 107873 Company Role #3: Officer- Finance and Accounts 2007-05 - 2007-07 Market Research in following Areas:- 1. Bandra-Kurla complex 2. Solitaire corporate Park Andheri 3. Udyog Bhavan, Garegaon HSBC hsbc Financial Services N/A N/A >>> SCHOOL ROLES <<< No school roles listed.
  === PERSON === Gabriela Menezes • Experiência em localização Brasil - TAXBRA, Nota Fiscal Eletrônica. • Conhecimento em SAP Activate e ASAP. • Experiência em suporte ao Cliente - AMS São Paulo, São Paulo, Brazil 454 === ROLES === >>> COMPANY ROLES <<< Company Role #1: Consultora SAP SD S/4HANA 2023 - N/A Atuação em - AMS Analise e resolução de chamados dentro do SLA estabelecido. Atuação nas diversas solicitações de melhoria. Resolução de problemas relacionados a NF-e Testes unitários e integrados Configuração de impostos e leis fiscais. Configuração de conta contábil. Resolução de erros relacionados a Pricing. Conhecimento e vivência no processo de Retorno Simbólico. Apoio as frentes MM e FI Apoio a equipe de projetos em configurações, testes unitários e integrados. ITGCON Integração e Consultoria em Sistemas itgcon IT Services and IT Consulting Mais que uma implementadora, somos a ITGCON consultoria. 4116 Company Role #2: Co...	=== PERSON === Rafael Menezes Consultor funcional SD com experiência em AMS, formado em Tecnologia da Informação. - Principais qualificações: - Conhecimento em Localização Brasil, Pricing, Nota Fiscal Eletrônica e GRC. - Conhecimento das principais tabelas do módulo SD. - Conhecimento na configuração de impostos na J1BTAX - Conhecimento no cadastro de dados mestres de clientes e materiais. São Paulo, Brazil 117 === ROLES === >>> COMPANY ROLES <<< Company Role #1: Consultor SAP SD Pleno 2023-05 - N/A N/A Capgemini capgemini IT Services and IT Consulting Get the future you want 6721701 Company Role #2: Consultor Funcional SD JR/PL 2021-12 - 2023-01 - Suporte ao cliente – AMS; - Análise e resolução de chamados respeitando SLA; - Testes em cenários de vendas; - Configuração de impostos – J1BTAX; - Resolução de erros referentes a rejeição de NF-e - Resolução de erros referentes a CFOP - Resolução de erros referentes a contas contábeis - Criação de...
  === PERSON === Anastasia Hanan, M.S., M.B.A (she/her) ~10 years of user research in both startups and enterprise. I am a senior researcher passionate about leading research that grounds product vision in data and emotion, highlights the user voice along with immediate/long term project risks, and optimizes for radically collaborative tactical execution through ambiguous problem spaces. Specialties: Complex systems research, moving between qualitative research to quantitative insights at scale, crypto, Qualtrics, innovation and strategy, process optimization, rapid insight, cross functional collaboration, making AI make sense, visual storytelling, presentations that win contests, get millions in funding, and/or create actionable product roadmaps. United States 1101 === ROLES === >>> COMPANY ROLES <<< Company Role #1: UX Researcher 2022-11 - N/A N/A United States Digital Service united-states-digital-service Government Administration We're mission-driven professio...	=== PERSON === Stephanie Kokotakis N/A Los Angeles, California, United States 325 === ROLES === >>> COMPANY ROLES <<< No company roles listed. >>> SCHOOL ROLES <<< No school roles listed.

• Loss: MultipleNegativesSymmetricRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Evaluation Dataset

Unnamed Dataset

• Size: 47,595 evaluation samples
• Columns: text1, text2, and label
• Approximate statistics based on the first 1000 samples:

  	text1	text2	label
  type	string	string	int
  details	min: 5 tokens mean: 221.5 tokens max: 2048 tokens	min: 50 tokens mean: 605.95 tokens max: 2048 tokens	0: ~82.40% 1: ~17.60%

• Samples:

  text1	text2	label
  Nonprofit and association management expert	=== PERSON === Marius Strydom Marius Strydom has spent 20 years producing innovative research on the SA financial services industry, with a specific focus on insurance. He was rated the top SA life assurance analyst twice and the top short-term insurance analyst 5 times while working at Investec and BJM. At Bank of America Merrill Lynch, Marius led the EEMEA Financial Sector Research team to a second place in the 2013 Institutional Investor survey. During 2013 and 2014, he worked on academic research, culminating in being published in the South African Actuarial Journal. Since 2015, as part of his work with MLAX Consulting, Marius analysed and produced bespoke research on numerous SA and UK financial companies. In 2020, Marius founded Austin Lawrence Gidon and together with global partner, Edison Investment Research, they are driving the sponsored research revolution in South Africa. City of Cape Town, Western Cape, South Africa 1351 === ROLES === >>> COMPANY ROLES <<< Company Role #...	0
  Expert in Alienware product support	=== PERSON === Ryan Talbot With over 25 years of experience in physical security, Identity management, and video surveillance, Ryan is recognized as a leader in the design and implementation of major technology solutions. Ryan has managed major security and IT system implementations for government, commercial, transport, data centres, gaming & casinos, retail, law enforcement and critical infrastructure environments. Ryan has worked closely with major technology brands in the design and development of hardware and software products throughout; Australia, Europe, North America and Asia. A leader in advanced video solutions and a former committee member of the AS/NZS 62676:5 standards, an experienced project manager and is PRINCE2 certified. He has a certificate IV in security risk management and qualifications in security electronics and sports performance. Ryan has also been involved in the development and design of many new technologies for IP cameras, customised ...	0
  === PERSON === Kevin Watson Specialties: Parametric cost estimation, WLC / LCC analysis, Logistics and supportability modelling. Economic LORA, Spares modelling, Tools / Applications: PRICE® TruePlanning®, EDCAS®, VMetric® United Kingdom 389 === ROLES === >>> COMPANY ROLES <<< Company Role #1: Senior Consultant 2013-09 - N/A N/A QinetiQ qinetiq_2 Defense and Space Manufacturing Create It. Test It. Use It. 122597 Company Role #2: Support Modelling Team Lead 2004-06 - 2011-02 N/A General Dynamics UK Limited general-dynamics-uk-limited Defense and Space Manufacturing General Dynamics UK is one of the UK’s leading defence companies and an important supplier to the UK Ministry of Defence 29195 Company Role #3: Estimation Specialist Senior Engineer 2011-02 - 2013-09 N/A General Dynamics UK Limited general-dynamics-uk-limited Defense and Space Manufacturing General Dynamics UK is one of the UK’s leading defence com...	=== PERSON === Kyle Biron, M.S. N/A Raleigh-Durham-Chapel Hill Area 308 === ROLES === >>> COMPANY ROLES <<< Company Role #1: Clinical Informatics Analyst Associate 2017-05 - 2018-05 • Data analyst at the Grow Baby Grow biostatistics lab at Kennesaw State University • Statistical programming and statistical modeling using the Pediatrix Medical Group, Inc. database of over 1.2 million infant records to solve medical problems • Received acknowledgement in a Neonatology publication comparing BMI with other proportionality measurements • En route to another publication comparing popular intrauterine preterm growth curves • Supervisory experience by managing and collaborating with other biostatisticians Kennesaw State University kennesaw-state-university N/A We are KSU Owls. And together, we're ascending. 167722 Company Role #2: Health Data Analyst II 2022-06 - N/A N/A Nuna Inc. nuna-inc IT Services and IT Consulting Driven by Data, Guided by Com...	0

• Loss: MultipleNegativesSymmetricRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 32
• learning_rate: 2e-05
• num_train_epochs: 1
• warmup_ratio: 0.1
• bf16: True
• load_best_model_at_end: True
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 32
• 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: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 1
• 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: True
• 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
• 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
• use_liger_kernel: False
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss	Validation Loss	max_ap	rec_test_evaluator_max_ap	query_test_evaluator_max_ap
0	0	-	-	0.4584	0.5698	0.7804
0.0051	50	1.9282	-	-	-	-
0.0103	100	1.754	-	-	-	-
0.0154	150	1.4681	-	-	-	-
0.0206	200	1.1736	-	-	-	-
0.0257	250	1.0527	-	-	-	-
0.0308	300	0.9073	-	-	-	-
0.0360	350	0.9088	-	-	-	-
0.0411	400	0.8556	-	-	-	-
0.0463	450	0.77	-	-	-	-
0.0514	500	0.7768	-	-	-	-
0.0565	550	0.5559	-	-	-	-
0.0617	600	0.7102	-	-	-	-
0.0668	650	0.6498	-	-	-	-
0.0719	700	0.699	-	-	-	-
0.0771	750	0.6628	-	-	-	-
0.0822	800	0.7298	-	-	-	-
0.0874	850	0.6278	-	-	-	-
0.0925	900	0.6033	-	-	-	-
0.0976	950	0.5783	-	-	-	-
0.1028	1000	0.6187	-	-	-	-
0.1079	1050	0.5712	-	-	-	-
0.1131	1100	0.6375	-	-	-	-
0.1182	1150	0.6028	-	-	-	-
0.1233	1200	0.6227	-	-	-	-
0.1285	1250	0.5955	-	-	-	-
0.1336	1300	0.6402	-	-	-	-
0.1388	1350	0.5982	-	-	-	-
0.1439	1400	0.6085	-	-	-	-
0.1490	1450	0.6163	-	-	-	-
0.1542	1500	0.6304	-	-	-	-
0.1593	1550	0.5499	-	-	-	-
0.1645	1600	0.5648	-	-	-	-
0.1696	1650	0.6121	-	-	-	-
0.1747	1700	0.5499	-	-	-	-
0.1799	1750	0.518	-	-	-	-
0.1850	1800	0.565	-	-	-	-
0.1902	1850	0.5966	-	-	-	-
0.1953	1900	0.559	-	-	-	-
0	0	-	-	0.9020	-	-
0.2000	1946	-	4.7301	-	-	-
0.2004	1950	0.6196	-	-	-	-
0.2056	2000	0.5304	-	-	-	-
0.2107	2050	0.5613	-	-	-	-
0.2158	2100	0.5716	-	-	-	-
0.2210	2150	0.5914	-	-	-	-
0.2261	2200	0.5692	-	-	-	-
0.2313	2250	0.5049	-	-	-	-
0.2364	2300	0.5064	-	-	-	-
0.2415	2350	0.5624	-	-	-	-
0.2467	2400	0.482	-	-	-	-
0.2518	2450	0.5529	-	-	-	-
0.2570	2500	0.5037	-	-	-	-
0.2621	2550	0.5702	-	-	-	-
0.2672	2600	0.5219	-	-	-	-
0.2724	2650	0.4623	-	-	-	-
0.2775	2700	0.5232	-	-	-	-
0.2827	2750	0.5867	-	-	-	-
0.2878	2800	0.5514	-	-	-	-
0.2929	2850	0.5288	-	-	-	-
0.2981	2900	0.5069	-	-	-	-
0.3032	2950	0.5761	-	-	-	-
0.3084	3000	0.525	-	-	-	-
0.3135	3050	0.5664	-	-	-	-
0.3186	3100	0.6317	-	-	-	-
0.3238	3150	0.5479	-	-	-	-
0.3289	3200	0.553	-	-	-	-
0.3341	3250	0.4752	-	-	-	-
0.3392	3300	0.5127	-	-	-	-
0.3443	3350	0.5699	-	-	-	-
0.3495	3400	0.5394	-	-	-	-
0.3546	3450	0.507	-	-	-	-
0.3597	3500	0.5938	-	-	-	-
0.3649	3550	0.539	-	-	-	-
0.3700	3600	0.525	-	-	-	-
0.3752	3650	0.4864	-	-	-	-
0.3803	3700	0.5308	-	-	-	-
0.3854	3750	0.4859	-	-	-	-
0.3906	3800	0.513	-	-	-	-
0.3957	3850	0.5332	-	-	-	-
0	0	-	-	0.9121	-	-
0.4000	3892	-	4.7785	-	-	-
0.4009	3900	0.474	-	-	-	-
0.4060	3950	0.458	-	-	-	-
0.4111	4000	0.5066	-	-	-	-
0.4163	4050	0.5217	-	-	-	-
0.4214	4100	0.5381	-	-	-	-
0.4266	4150	0.4994	-	-	-	-
0.4317	4200	0.508	-	-	-	-
0.4368	4250	0.4696	-	-	-	-
0.4420	4300	0.5563	-	-	-	-
0.4471	4350	0.4831	-	-	-	-
0.4523	4400	0.4532	-	-	-	-
0.4574	4450	0.5056	-	-	-	-
0.4625	4500	0.5409	-	-	-	-
0.4677	4550	0.5122	-	-	-	-
0.4728	4600	0.4593	-	-	-	-
0.4780	4650	0.5206	-	-	-	-
0.4831	4700	0.4803	-	-	-	-
0.4882	4750	0.478	-	-	-	-
0.4934	4800	0.5563	-	-	-	-
0.4985	4850	0.5191	-	-	-	-
0.5036	4900	0.4981	-	-	-	-
0.5088	4950	0.5075	-	-	-	-
0.5139	5000	0.5035	-	-	-	-
0.5191	5050	0.4375	-	-	-	-
0.5242	5100	0.515	-	-	-	-
0.5293	5150	0.4386	-	-	-	-
0.5345	5200	0.4757	-	-	-	-
0.5396	5250	0.4715	-	-	-	-
0.5448	5300	0.452	-	-	-	-
0.5499	5350	0.4789	-	-	-	-
0.5550	5400	0.4839	-	-	-	-
0.5602	5450	0.472	-	-	-	-
0.5653	5500	0.4779	-	-	-	-
0.5705	5550	0.4804	-	-	-	-
0.5756	5600	0.4778	-	-	-	-
0.5807	5650	0.4542	-	-	-	-
0.5859	5700	0.5099	-	-	-	-
0.5910	5750	0.5326	-	-	-	-
0.5962	5800	0.4859	-	-	-	-
0	0	-	-	0.9162	-	-
0.6001	5838	-	4.7525	-	-	-
0.6013	5850	0.4558	-	-	-	-
0.6064	5900	0.4429	-	-	-	-
0.6116	5950	0.4862	-	-	-	-
0.6167	6000	0.453	-	-	-	-
0.6219	6050	0.4795	-	-	-	-
0.6270	6100	0.4835	-	-	-	-
0.6321	6150	0.4517	-	-	-	-
0.6373	6200	0.4654	-	-	-	-
0.6424	6250	0.4076	-	-	-	-
0.6475	6300	0.4213	-	-	-	-
0.6527	6350	0.5258	-	-	-	-
0.6578	6400	0.4392	-	-	-	-
0.6630	6450	0.467	-	-	-	-
0.6681	6500	0.4382	-	-	-	-
0.6732	6550	0.4254	-	-	-	-
0.6784	6600	0.4647	-	-	-	-
0.6835	6650	0.4333	-	-	-	-
0.6887	6700	0.5067	-	-	-	-
0.6938	6750	0.4584	-	-	-	-
0.6989	6800	0.4843	-	-	-	-
0.7041	6850	0.441	-	-	-	-
0.7092	6900	0.4461	-	-	-	-
0.7144	6950	0.5262	-	-	-	-
0.7195	7000	0.463	-	-	-	-
0.7246	7050	0.4917	-	-	-	-
0.7298	7100	0.4288	-	-	-	-
0.7349	7150	0.4572	-	-	-	-
0.7401	7200	0.523	-	-	-	-
0.7452	7250	0.4868	-	-	-	-
0.7503	7300	0.4292	-	-	-	-
0.7555	7350	0.3998	-	-	-	-
0.7606	7400	0.4515	-	-	-	-
0.7658	7450	0.5028	-	-	-	-
0.7709	7500	0.4417	-	-	-	-
0.7760	7550	0.4908	-	-	-	-
0.7812	7600	0.4344	-	-	-	-
0.7863	7650	0.4956	-	-	-	-
0.7914	7700	0.3898	-	-	-	-
0.7966	7750	0.4512	-	-	-	-
0	0	-	-	0.9214	-	-
0.8001	7784	-	4.7145	-	-	-
0.8017	7800	0.5104	-	-	-	-
0.8069	7850	0.4543	-	-	-	-
0.8120	7900	0.4041	-	-	-	-
0.8171	7950	0.472	-	-	-	-
0.8223	8000	0.4535	-	-	-	-
0.8274	8050	0.4412	-	-	-	-
0.8326	8100	0.4776	-	-	-	-
0.8377	8150	0.3992	-	-	-	-
0.8428	8200	0.4332	-	-	-	-
0.8480	8250	0.4767	-	-	-	-
0.8531	8300	0.453	-	-	-	-
0.8583	8350	0.4321	-	-	-	-
0.8634	8400	0.4654	-	-	-	-
0.8685	8450	0.3688	-	-	-	-
0.8737	8500	0.4515	-	-	-	-
0.8788	8550	0.4693	-	-	-	-
0.8840	8600	0.404	-	-	-	-
0.8891	8650	0.5471	-	-	-	-
0.8942	8700	0.5301	-	-	-	-
0.8994	8750	0.4714	-	-	-	-
0.9045	8800	0.4863	-	-	-	-
0.9097	8850	0.4712	-	-	-	-
0.9148	8900	0.4446	-	-	-	-
0.9199	8950	0.41	-	-	-	-
0.9251	9000	0.4175	-	-	-	-
0.9302	9050	0.4678	-	-	-	-
0.9353	9100	0.4308	-	-	-	-
0.9405	9150	0.4532	-	-	-	-
0.9456	9200	0.4643	-	-	-	-
0.9508	9250	0.4197	-	-	-	-
0.9559	9300	0.4488	-	-	-	-
0.9610	9350	0.5365	-	-	-	-
0.9662	9400	0.475	-	-	-	-
0.9713	9450	0.438	-	-	-	-
0.9765	9500	0.3648	-	-	-	-
0.9816	9550	0.4277	-	-	-	-
0.9867	9600	0.4721	-	-	-	-
0.9919	9650	0.4603	-	-	-	-
0.9970	9700	0.3954	-	-	-	-
0	0	-	-	0.9214	0.8700	0.9475

• The bold row denotes the saved checkpoint.

Framework Versions

• Python: 3.12.8
• Sentence Transformers: 3.4.1
• Transformers: 4.48.1
• PyTorch: 2.6.0+cu124
• Accelerate: 1.3.0
• Datasets: 3.2.0
• 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",
}