CrossEncoder based on cross-encoder/ms-marco-MiniLM-L6-v2

This is a Cross Encoder model finetuned from cross-encoder/ms-marco-MiniLM-L6-v2 using the sentence-transformers library. It computes scores for pairs of texts, which can be used for text pair classification.

Model Details

Model Description

Model Type: Cross Encoder
Base model: cross-encoder/ms-marco-MiniLM-L6-v2
Maximum Sequence Length: 512 tokens
Number of Output Labels: 2 labels
Supported Modality: Text

Model Sources

Documentation: Sentence Transformers Documentation
Documentation: Cross Encoder Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Cross Encoders on Hugging Face

Full Model Architecture

CrossEncoder(
  (0): Transformer({'transformer_task': 'sequence-classification', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'logits'}}, 'module_output_name': 'scores', 'architecture': 'BertForSequenceClassification'})
)

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 CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("cross_encoder_model_id")
# Get scores for pairs of inputs
pairs = [
    ['Professional SummaryI have a proven ability to establish high levels of credibility and positive rapport with partners, senior administrative staff, and clientele while maintaining a highly proficient level in in data collection and analysis for tax preparation and program audits. I am able to combine working knowledge of audit program details to provide assurance of the financial statements.  I seek opportunities that involve accounting and financial analysis positions that allow me to efficiently and effectively use my skills learned from public accounting.\nSkillsFiscal budgeting knowledgeCash flow analysisERP (Enterprise Resource Planning) softwareAccount reconciliation specialistBudget analysisSelf-motivated professionalAccount reconciliation specialist\nWork History08/2012to2014Staff AccountantWest Liberty Foods–West Liberty,,Efficiently and accurately completed audits, reviews, and other attestation services for a wide variety of clients in the government contracting industry, construction industry, and real estate industry Utilized great attention to detail in order to prepare and submit personal and corporate tax returns on a state and federal level Worked NADART, the financial services center of NADA,  401(k) audits for employee benefit plan audits Performed the testing on major business areas such as cash disbursements, cash receipts, and payroll Utilized high levels of adaptability in order to compile and prepare financial statements for a wide variety of clients Performed analytical procedures on the major areas of the financial statements.Performed cash, accounts receivable, accounts payable, and investment reconciliations on large multi-billion and multi-million dollar clients Performed internal control testing to ensure that the proper safeguards were in place to detect and prevent material misstatements that could affect the financial statements Managed inexperienced staff on several preliminary field work audit engagements Performed analytics on the contract schedules including but not limited to over/under billings, gross profit, revenue to date, and percent of complete analysis for several large construction companies such as Clark Construction Group and Shirley Contracting Company Analyzed the cost that that were charged to a variety of small and large contracts (direct vs.indirect and non-payroll vs.payroll) Researched and completed several projects on analyzing key financial indexes affecting the construction industry and provided those results to management for blog articles Staff accountant in charge of the configuration and implementation of the Amelio Software System;  Responsible to ensure that its application in the Construction Industry Services Group was efficient and ready for use during busy season Provided efficient, excellent service while adhering to strict timelines and budget demands.Analyzed monthly balance sheet accounts for corporate reporting.Maintained integrity of general ledger, including the chart of accounts.Analyzed and researched reporting issues to improve accounting operations procedures.06/2011toCurrentAssistant Swim Team CoachYmca Twin Cities–Maplewood,,Selected out of a competitive group of coaches to assist with the coordination and management of the swim team.Responsible for the safety of over 100 swimmers ages 5 to 18.Coordinated swim practices, swim clinics, private lessons, and swim meet events.Communicated with parents about swim team events and various  activities.09/2009toCurrentAssistantPuff Co–Los Angeles,,Assisted parents and students locate the materials needed for their selected courses.Ordered books and supplies that were needed for classes with special requirements.06/2005to2011Acting Pool Operator and Head LifeguardBonaventure Realty Group, LLC–City,,Managed multiple facilities and their operations including a variety of aquatic assets such as filtration and pool pump systems.Successfully created effective and efficient pool schedules for employees at multiple sites.Trained employees to correctly operate aquatic systems and maintain correct chemical levels.\nEducationExpected in2012totoBachelor of Science:Accounting and Information SystemsVirginia Tech-Blacksburg,VAGPA:Accounting and Information Systems\nSkillsaccounting, accountant, accounts payable, accounts receivable, ADP, attention to detail, billings, budget, competitive, contracts, clients, financial, financial statements, government, gross profit, materials, Microsoft Office Suite, payroll, reading, real estate, safety, Sage, tax, articles', "About Allvue\nWe are Allvue Systems, the leading provider of software solutions for the Private Capital and Credit markets. Whether a client wants an end-to-end technology suite, or independently focused modules, Allvue helps eliminate the boundaries between systems, information, and people. Were looking for ambitious, smart, and creative individuals to join our team and help our clients achieve their goals. Working at Allvue Systems means working with pioneers in the fintech industry. Our efforts are powered by innovative thinking and a desire to build adaptable financial software solutions that help our clients achieve even more. With our common goals of growth and innovation, whether youre collaborating on a cutting-edge project or connecting over shared interests at an office happy hour, the passion is contagious. We want all of our team members to be open, accessible, curious and always learning. As a team, we take initiative, own outcomes, and have passion for what we do. With these pillars at the center of what we do, we strive for continuous improvement, excellent partnership and exceptional results. Come be a part of the team thats revolutionizing the alternative investment industry. Define your own future with Allvue Systems!\nJob Summary\nWe're looking for ambitious, smart, and creative individuals to join our team and help our clients achieve their goals. Working at Allvue Systems means working with pioneers in the fintech industry. Our efforts are powered by innovative thinking and a desire to build adaptable financial software solutions that help our clients achieve even more. With our common goals of growth and innovation, whether you're collaborating on a cutting-edge project or connecting over shared interests at an office happy hour, the passion is contagious. We want all of our team members to be open, accessible, curious and always learning. As a team, we take initiative, own outcomes, and have passion for what we do. With these pillars at the center of what we do, we strive for continuous improvement, excellent partnership and exceptional results. Come be a part of the team that's revolutionizing the alternative investment industry. Define your own future with Allvue Systems!\nResponsibilities\nPreparation, posting, and reconciliation of revenue in accordance with ASC 606Interpret complex contracts and Statement of work and be able to create billing rules corresponding to each project.Assist in managing tax filings with external tax consultantsPrepare andor assist with assembling monthly professional services and quarterlyyearly license invoice billing filesProvide prompt responses to questions from business partners and support business with ad-hoc analysis upon requestPrepare monthly balance sheet account reconciliations and investigate variancesImprove the closing processes for a fast-paced, rapidly growing SaaS company.Assist the accounting team in the audit process by external independent auditors.Enhance the control environment around the internal controls for accounting and financial reporting.Use technology to build scalablesustainable processes to create efficiencies and streamline accounting operations.Assist in preparation of full set of GAAP financial statements\nRequirements\nMinimum of 5 years of relevant experience working in an office environment as a revenue specialist billing and revenue recognition.Proficiency in fair credit practices, accounting principles and collection regulations, preference to those who have billing and revenue experience within software andor fintech industries.Excellent verbal and written communication. Excellent interpersonal skills. Full professional proficiency in writtenspoken English.Strong time management skills, ability to multi-task and perform well under pressure. Ability to adapt to changing priorities and meeting deadlinesExceptional analytical aptitude, detail oriented, and highly organized.Must maintain highest level of confidentiality.Must have the ability to make recommendations to effectively resolve problems or concerns by using judgment that is consistent with company standards, practices, policies, and procedures.Excellent knowledge of MS Office.NetSuite andor Salesforce experience preferredBachelors Degree in Finance or Accounting, or related discipline\nEducationCertifications\nBachelors Degree in Finance or Accounting, or related discipline\nWhat We Offer\nHealth Coverage options along with other voluntary benefitsEnterprise Udemy membership with access to thousands of personal and professional development coursesCompetitive pay and year-end bonus potentialFlexible PTOCharitable Donation matching, along with Volunteer and Voting PTONumerous team building activities to promote collaboration in a fun and fast-paced work environment"],
    ["SummarySoftware Developer with overall 3+ years of experience in the development of Web & Enterprise\napplications using Java, JavaScript, HTML, CSS and J2EE technologies\nSkillsJava 7, Python, Matlab          PL/SQL, MongoDB, MySQL, SQLiteHTML 5, CSS 3, JavaScript, JQuery,      Backbone.js, MVC, SpringPHP, Ajax, JSON, Angular          HibernateEclipse, Visual Studio,          Git, Bit bucket, JiraPyCharm, Net Beans,          Apache Tomcat, Glassfish, MavenIntelliJ IDEA, XAMPP, Tableau          Rest, Soap Web Services,\nExperience01/2017to07/2017Software EngineerWithin3–Lakewood,NJ,Developed user interface for windows tablet client application using Java\n          frameworks: Swing, JavaFX.Embedded VLC media player into the application using VCLJ\n          library.Interacted with YouTube, Periscope and Facebook APIs to play\n          live streaming video.Participated in requirement gathering, development, testing and\n          deployed the application using webswing server.Analyzed and detected application errors and performance issues.05/2015to08/2016App DeveloperMotion Recruitment–Gilbert,AZ,Worked in both Agile and Waterfall settings.Implemented functionality to capture image, record audio and video\n          Developed user profile screens using HTML, CSS and JavaScript\n          using Appcelerator Studio.Cooperated with web designers to match the visual design intent.Deployed the\n          application on user's phone for beta testing.07/2014to12/2014Web DeveloperWithin3–Los Angeles,CA,Collaborated with other team member to update documentation.Created responsive web design using JavaScript, JQuery\n          Tested the website in multiple browsers to ensure cross-browser\n          compatibility.Fixed bugs from existing website and built reusable code for future use.06/2012to07/2013Software EngineerBaroda Electrical Ltd–City,STATE,Created database schema and interacted with database to add, update and\n          delete records through jdbc.Executed and monitored standards for user interfaces, page design and\n          graphics development.Implemented and debugged the algorithm for energy measurement.Enabled dynamic behavior of the site using Bootstrap.Tested the code using Tera Term Emulator to ensure its correctness.\nEducation and TrainingExpected in2016totoMaster of Science:Computer and Information SciencePurdue University-Indianapolis,INGPA:Computer and Information ScienceExpected in2013totoBachelor of Science:Electronics and CommunicationsGujarat Technological University  Anand-,GujaratGPA:Electronics and Communications\nSkillsAgile, Ajax, Apache, audio, browsers, CSS, CSS 3, client, database, documentation, Eclipse, graphics, HTML, HTML 5, PHP, image, Java, Java 7, Beans, JavaScript, jdbc, JQuery, JSON, Matlab, windows, MongoDB, MVC, MySQL, PL/SQL, page, Python, requirement, Soap, streaming video, Swing, Tableau, phone, Tomcat, user interface, video, visual design, Visual Studio, web design, website", "Hiring near our US Centers of Excellence.\nHybrid, flexible environment.\nAustin, TX\nIrving, TX\nFort Myers, FL\nAbout Gartner IT:\nJoin a world-class team of skilled engineers who build creative digital solutions to support our colleagues and clients. We make a broad organizational impact by delivering cutting-edge technology solutions that power Gartner. Gartner IT values its culture of nonstop innovation, an outcome-driven approach to success, and the notion that great ideas can come from anyone on the team.\nAbout this role:\nFull-Stack Software Development position having experience in NLP and responsible for design, implementation, and support of Python based applications to help fulfill our Research & Consulting Delivery strategy.\nWhat youll do: \nDesigning, implementing, unit, integration testing and supporting applications developed using Python, AWS, React, PLSQL, and web services. Designing, implementing, unit, integration testing and supporting Python based applications and servicesContribute to the review and analysis of business requirementsCollaborate on architecture and technical design discussionsPerform and participate in code reviews, peer inspections and technical designspecificationsDocumenting and review detailed designBe able to work in a globally distributed team in an AgileScrum approach\nWhat youll need:\nBachelor's degree or Masters degree in Computer Science or equivalent experience in the field of software development. 3+ years experience in software development. Web based application development experience is a plusPython programming language experience is requiredHands on experience with Django, Flask or other Python frameworks is requiredKnowledge of integration and web services technologies (HTTP, SOAP, REST, XML, JSON) is requiredExperience with relational databases using SQL (Oracle, MySQL, PostgreSQL), etc. Knowledge of Python ORMs like SQL Alchemy and Python libraries like Pandas, Scikit-Learn, Numpy, NLTK, Spacy and Scipy is a plusFamiliarity working on AWS platformExperience with Conversational AI and chatbots is a plusTwitter Bootstrap and ReactJS experience is a plusKnowledge of algorithms and statistics, data mining, machine learning and natural language processing is a plusScrum software development methodology experience is a plusGood problem solving skillsExcellent verbal and written communication skills\nWhat you will get: \nCompetitive compensation packageOngoing membership and apprenticeship; Leadership courses, development programs, technical courses, certification opportunities and more!20+ PTO days plus holidays and floating holidays in your first yearExtensive Medical, Dental, and Vision plansHybrid environment with flexibility, remote workParental (Maternal and Paternity) leaveGartner Gives Charity MatchEmployee Assistance Program (EAP)Employee Stock Purchase PlanHealth and wellness related allowance programs401k with corporate matchCollaborative, team-oriented culture that embraces diversityProfessional development and unlimited growth opportunities\nWho are we?\nGartner delivers actionable, objective insight to executives and their teams. Our expert guidance and tools enable faster, smarter decisions and stronger performance on an organizations mission-critical priorities. Weve grown exponentially since our founding in 1979 and we're proud to have over 19,500 associates globally that support over 15,000 client enterprises in more than 100 countries.\nWhat makes Gartner a great place to work?\nOur teams are composed of individuals from different geographies, cultures, religions, ethnicities, races, genders, sexual orientations, abilities and generations. We believe that a diversity of experiences makes us strongeras individuals, as communities and as an organization. Thats why we're recognized worldwide as a great place to work year after year. We've been recognized by Fortune as one of the Worlds Most Admired Companies, named a Best Place to Work for LGBTQ Equality by the Human Rights Campaign Corporate Equality Index and a Best Place to Work for Disability Inclusion by the Disability Equality Index. Looking for a place to turn your big ideas into reality? Join \nWhat we offer:\nOur people are our most valuable asset, so we invest in them from Day 1. When you join our team, youll have access to a vast array of benefits to help you live your life well. These resources are designed to support your physical, financial and emotional well-being. We encourage continued personal and professional growth through ongoing learning and development opportunities. Our employee resource groups, charity match and volunteer programs keep you connected to your internal Gartner community and causes that matter to you.\nThe policy of Gartner is to provide equal employment opportunities to all applicants and employees without regard to race, color, creed, religion, sex, sexual orientation, gender identity, marital status, citizenship status, age, national origin, ancestry, disability, veteran status, or any other legally protected status and to affirmatively seek to advance the principles of equal employment opportunity.\nGartner is committed to being an Equal Opportunity Employer and offers opportunities to all job seekers, including job seekers with disabilities. If you are a qualified individual with a disability or a disabled veteran, you may request a reasonable accommodation if you are unable or limited in your ability to use or access the Companys career webpage as a result of your disability. You may request reasonable accommodations by calling Human Resources at +1 (203) 964-0096 or by sending an email to ApplicantAccommodations@gartner.com.\nJob Requisition ID:64828\nBy submitting your information and application, you confirm that you have read and agree to the country or regional recruitment notice linked below applicable to your place of residence.\nGartner Applicant Privacy Link: https:jobs.gartner.comapplicant-privacy-policy\nFor efficient navigation through the application, please only use the back button within the application, not the back arrow within your browser.\n"],
    ["SummaryDiligent and driven Analyst who has achieved success in a variety of roles with increasing levels of responsibility. An effective communicator and team-builder with strong analytical, management and organizational skills.\nSkillsMicrosoft Office (Word, Excel, Outlook, PowerPoint)\nExperience03/XXX7toPresentIT Data AnalystBank Of America Corporation|Bedford,NH,Used advanced Excel skills in order to streamline current reporting.Build queries to pull health insurance data for a multitude of audit and reporting purposes.Create business rules and performance metrics to increase speed and accuracy of the Claims Department workflow.Work collaboratively both departmentally and interdepartmentally in order to deliver automated solutions that support the business needs of the Claims Department.Have considerable expertise in Metadata Management, Data Analysis, Data Profiling & Quality, Data Governance and Master Data management (MDM).Experienced in utilizing statistical tools like MS office suite, MS projects, MS Visio and requirement management tools.Developed and maintained various reporting using in MS Excel queries, SQL in Teradata, and MS Access.Produce performance reports and implement changes for improved reporting.Performed in depth data analysis identifying data issues in legacy system and worked with business to develop resolutions to those issues.Prepared test Data sets and performed data testing using the SQL scripts.Also used MS excel for data mining, data cleansing, data mapping, and data dictionary and data analysis.Created Source to target data mapping documents.Manage various projects simultaneously by developing project plans, establishing deadlines, and monitoring milestone completions.Performed data analysis and data profiling using complex SQL on various sources systems including Oracle and SQL Server.Gathered analyzed, documented business and technical requirements from both formal and informal sessions and validate the needs of the business stakeholders.Created decks from various analysis to present to the business.Experienced in data analysis with solid understanding of Business Requirements Gathering, Data warehousing, Business Intelligence, Data Mapping and Data Modeling.Environment: MS Office Suite, Hadoop, Teradata, Oracle, MDM (Master Data Management), Data Stewardship, Data Profiling, Clear Quest, Gap Analysis, MDMGUID, Oracle SQL Developer, Teradata SQL Assistant.02/XXX6to03/XXX7Business AnalystVista Equity Partners|Sioux Falls,SD,Working closely with the business users to understand the Business Requirements, Creating Fit-Gap Analysis documents.Executed all aspects related to employee health insurance, worker's compensation, life insurance, long/short term disability, employee discount/store benefits including company events coordination.Provided executives with analytics and decision-support tools used as the basis for reorganization, consolidation and relocation strategies.Collaborated with stakeholder groups across the organization to ensure business and technology alignment.Proposed solutions meeting defined specifications and needs.Created functional specifications documents for new Benefit Programs, Eligibility Rules and Event Rules and Eligibility Configuration fields.Draft and maintain business requirements and align them with functional and technical requirements.Engage client to gather business rules and requirements, and ensure alignment with development teams.Conducted requirements elicitation sessions with the stakeholders to understand and interpret the diverse issues and design solutions that meet stakeholder needs.Partnered with users on continuous improvement of reporting.Develop comparative statements, reports to examine the existing functionalities and present to the stakeholders.Also create Business Process Workflow Diagrams.Performed the requirement analysis, impact analysis and documented the requirements.Extensively worked in Conducting Gap analysis, System analysis, data analysis.Organized and Scheduled user interviews, user meetings, group meetings, and JAD sessions\nWriting the specifications by gathering requirements from business owners, stakeholders, and vendors.\nEducation and TrainingExpected inDec XXX5totoB.S|Healthcare AdministrationFelician University,Rutherford,NJGPA:Healthcare Administration\nSkillsstreamline, benefits, Business Intelligence, Business Process, continuous improvement, client, Data Analysis, data dictionary, Data Management, data mining, Data Modeling, Data warehousing, decision-support, functional, Hindi, insurance, meetings, MS Access, MS Excel, Excel, Microsoft Office, MS Office Suite, Outlook, PowerPoint, Word, Oracle, Developer, Oracle and SQL, Oracle SQL, project plans, Quality, Quest, reporting, requirement, Requirements Gathering, scripts, SQL, System analysis, Teradata, Visio, Workflow", 'Provides analysis to different functions such as ManufacturingOperations, SIOP, Sales, Customer Service, Sourcing, Finance, Digital and management of the entire business in reviewing, analyzing, documenting and validating user requirements, applications and processes. Work with stakeholders throughout the organization to identify opportunities for leveraging company data to drive business growth in the current and new revenue streams.\nKey Responsibilities\nGathers and evaluates data from multiple sources. Analyzes, reconciles and identifies measurable opportunities for improvement. Identifies and implements audit processes to ensure data issues are identified, tracked, reported and resolved in a timely manner. Develops and maintains processes to continuously monitor data quality and integrity across the business. Creates and maintains workflows and approval processes based on internal stakeholder requirementsActs as subject matter expert for new processes, KPIs, and data management. Collaborates with external and internal customers to analyze information needs and functional requirements. Partners with various leaders to design optimal solutions that meet the business needs of our internal and external customers. Coordinate with different functional teams to implement models and monitor outcomes. Develop processes and tools to monitor and analyze model performance and data accuracy. Develop custom data models and algorithms to apply to data sets. Mine and analyze data from company databases and web platforms to drive optimization and improvement of product development, marketing techniques and business strategies. Assess the effectiveness and accuracy of new data sources and data gathering techniques. \nProfessional ExperienceQualifications\nHave at least 3-5 years of experience as Data Analyst or a related field. Candidate must possess at least a Bachelors Degree. Detail oriented and accurate. Proficient in MS Excel (including pivot tables). Strong analytic skills related to working with structured and unstructured datasets. Flexible, able to work on own initiative, deal with more than one project at a time, can work under pressure and tight deadlines, and prioritize tasks accordingly. Very good communication skills, verbal and written. Self-starter and a strong team player. Sophisticated problem-solverHigh knowledge of Power BI or similar analytics toolsStrong knowledge of Google Analytics, Adobe Analytics or other web analytics platforms. Python andor R language experienceSolid experience building Microsoft Power Apps and in Power AutomateExperience in visualizationStrong understanding of SQLOracle Knowledge\nBenefits\nMedical, Dental, Vision and Prescription Drug CoverageSpending accounts (HSA, Health Care FSA and Dependent Care FSA)Paid Time Off and Holidays401k Retirement Plan with Matching Employer ContributionsLife and Accidental Death & Dismemberment (AD&D) InsurancePaid LeavesTuition Assistance\nAbout Regal Rexnord\nRegal Rexnord Corporation (Regal Rexnord) is a leading manufacturer of electric motors, electrical motion controls, power generation and mechanical power transmission products and sub-systems, serving customers around the world in the general industrial, consumer, commercial construction, food & beverage, and alternative energy end markets, among others. Regal Rexnord sells its products and solutions to OEMs, through distributors, and directly to end-users. Regal Rexnord is a $7.2B company with 36,000 associates globally.\nYou may not know it, but Regal Rexnord impacts your life every day. The companys products enable the fans in HVAC systems that keep us comfortable; the power source that keeps smart buildings running; the agricultural and food service equipment that keeps us fed; and the conveyer systems that keep e-commerce flowing, to name a few of the applications where our products are used.\nRegal Rexnords business purpose is to create a better tomorrow by energy-efficiently converting power into motion. This means creating innovative solutions while focusing on both customer needs and the companys commitment to sustainability. The companys industrial powertrain and automation solutions offerings are an important part of the company\'s growth strategy. The companys strategy includes leveraging 8020 to prioritize all activities, including product excellence, operational excellence and commercial excellence (i) driving organic sales growth through the introduction of innovative new products, with a particular focus on improving energy efficiency, (ii) establishing and maintaining new customers, as well as developing new opportunities with existing customers, (iii) participating in higher growth end markets and geographies, and (iv) identifying and consummating strategic, value creating acquisitions.\nEqual Employment Opportunity Statement\nRegal Rexnord is an Equal Opportunity and Affirmative Action Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sexgender, sexual orientation, gender identity, age, ancestry, national origin, marital status, citizenship status (unless required by the applicable law or government contract), disability or protected veteran status or any other status or characteristic protected by law. Regal Rexnord is committed to a diverse and inclusive workforce. We are committed to building a team that represents diverse and inclusive backgrounds, perspectives, and skills.\nNotification to Agencies: Please note that Regal Rexnord Corporation and its affiliates and subsidiaries ("Regal Rexnord") do not accept unsolicited resumes or calls from third-party recruiters or employment agencies. In the absence of a signed Master Service Agreement or similar contract and approval from HR to submit resumes for a specific requisition, Regal Rexnord will not consider or approve payment to any third-parties for hires made.'],
    ["Professional SummaryTo obtain a full time opportunity in the area of Information Systems, Database and Business  Administration, Managing business stakeholders, Configurations, Designing, Testing, Troubleshooting, Maintenance and monitoring for honing my skills. To be recognized as an important asset to the institution and to keep myself updated regularly Designing and Implementing Tests of Processes | Authentication management technologies |  GUI testing | Gap Analysis | Documentation | Reporting | Organize Joint Application Developments (JAD) sessions and JRP| Risk Assessment | Statistical Analysis | Validate Functionality | Problem Solving |BRD| Process Modeling | Project Management | Rapid Application Development (RAD) sessions | Ad-hoc testing | Back-end testing.\n*Interpersonal Skills: | Collaboration | Customer Service | Influencing Others | Negotiation | Teamwork | Facilitating Meetings | Follow-Up | Navigating a Matrix Reporting Relationship | Critical Thinking | Scoping  | Detail Oriented | Decision Making | Ability to Work with Cross-Functional Teams | Attention to Detail\nCore QualificationsMicrosoft Access | Microsoft Excel | MS Office | Microsoft Project | PowerPoint | SharePoint SQL Queries | Tableau | Visual Studio | Spotfire | Visio | CRM | TFS | Workflow tools | SQL Server | AWS\nExperienceBusiness Data Analyst Intern,01/1-01/1Internet Brands, Inc.–,,USATotal Work experience of 4.6 years in Information System and Agile Environment)\nBaby deedee, USA          IT Admin Intern          Oct'16 - Dec'16.Deployed and Delivered enhanced web plugins , security services, website data analysis as per business requirements.Collaborated with design, strategy and sales teams to find solutions for client website projects and developing Complex SQL Queries to illustrate possible solutions.Drafted and Managed business stakeholder expectations to achieve scope in complex and challenging environment.Designing website on Drupal, Modifying Data Warehouses & creating detailed reports on research to provide ideas.Technical Analyst,01/1-01/1General Dynamics–,,IndiaTrained a fresher's batch of 25 engineers and led the cloud platform maintenance team of 30 technical engineers for MS project process which gathered, transformed & performed Analytics data.Managed responsibilities of scoping and business meetings with business stakeholders and then provided support to the business analysis team in preparing business plans and strategies.Technical System Engineer,01/1-01/1Cisco Systems, Inc.–,,IndiaCoordinated system development tasks to include design, integration  and  formal testing.Created and maintained programmatic and technical documentation to insure efficient planning and execution Designated as an Active SME for Microsoft Project server Team of 30 technical engineers.Awarded Certificate of Excellence for Outstanding Performance as a Best Support Engineer (2nd & 4th Quarter 2014).Appreciated for designing a Project Blog site for improvising internal process to post their research and publish ongoing service.Valued for developing a site on Cosmos Server which collaborates the data and generates performance reports.Designed and deployed a Data Breach Detection application for Big Data repositories to identify which user has accessed the component in HDFS for a given day, match it against a rules of access table, and created a line in a report for users that do not match the allowed access criteria in a rules access file.Project and Change Management: Planned project decision-making methods on MS project, through various project cycles and structured systems development techniques to apply them to the complex world of information development.Information Security Management: Evaluated background in managing information security in organizations, which included risk identification and assessment, security policy and planning, personnel and security, privacy and security audit.India          Trainee System Engineer,01/1-01/1Vishesh Pvt Ltd–,,Assisted engineers and scientists as they create, modify, and test products and processes.Performed extensive research and development during creation phase of product.\nEducationMaster of Science:Information Systems,Expected inMay '17-Pace University, Seidenberg School of CSIS-New York,NYGPA:Status-Information SystemsBachelor of Engineering:Electronics and Communication,Expected inAugust '13-Mumbai University-Mumbai          Mumbai,GPA:Status-Electronics and Communication\nSkillsAgile, Big Data, business analysis, business plans, Change Management, CRM, client, data analysis, Data Warehouses, Dec, decision-making, Designing, Drupal, Engineer, Information Security, managing, meetings, access, Microsoft Access, Microsoft Excel, MS Office, PowerPoint, MS project, Microsoft Project, SharePoint, Oct, personnel, processes, test products, research, sales, SQL, SQL Server, strategy, structured, systems development, Tableau, technical documentation, Visio, Visual Studio, website, Workflow", "Job Role: Data Analyst (1 Open Role)Location: Dallas, TX (Candidate must be working at onsite) Duration: Long Term\n\nNOTE: Looking for Candidates with Strong SQL and Data warehousingETL experience. Telecom background would be preferred. Job Description Primary responsibilities for the position include:This person will be required to discover, analyze, profile and document findings on source data systemsCreate source to target mappings using business rules to transform dataAssist development team during the development phase to resolve data issues and understand data constraintsThe candidate will create and maintain data sets for Data Mining and Predictive AnalyticsOnce development activities are completed the candidate will drive the testing of the final data outputThe ideal candidate will be a self-starting individual who is able to dive into details and quickly provide summary level readouts of the source dataThe position requires very strong communication skills as the candidate will be required to interact regularly with all levels within the organization, including developers, architects, business users and managementAssist with Tableau dashboard developmentSkills - Experience and RequirementsA successful Software Engineer will have:Bachelor's degree from four-year College or University; or three to four years related experience within an IT Department, preferably within a Data Warehouse andor equivalent combination of education and work experienceThe ideal candidate will have experience in data analysis and creating data sets from multiple source systemsExposure to and experience in data warehousing conceptsStrong SQL skills is a must.Experience working with various data sources (structured, semi structured and unstructured)Experience with AWS (S3 , Athena) is highly desiredExperience with cloud based data warehouses  RedshiftSnowflakeExperience working within the TelcoCableSatelliteWireless industry a definite plusExperience with Tableau\n"],
    ['SummaryLogical Data Analyst skilled in requirement analysis, software development and database management. Self-directed and proactive professional with 3.5 years of vast experience collecting, cleaning and interpreting data sets. Natural problem-solver possessing strong cross-functional understanding of information technology and business processes.Strong knowledge in AWS cloud services likeECS,EC2infrastructure,S3for storage, Elastic MapReduce(EMR),Athenaas query manager andCloudWatch.Very well experienced with various visualization tools likeTableauby extracting data from various data sources.Mastering/Leading in development of applications/tools usingPythonfor 3 years.Worked on performance tuning and optimization to improve the efficiency in script executions.Good working experience loading Data Files inAWSEnvironment and Performed SQL Testing on AWS redshift databases.Exceptional ability to research, analyze and convey complex technical information to diverse end-users at all levels.\nSkillsData ValidationUNIX SystemSQLPython3BI Tools(Tableau, Looker, Datapoint)Data Bases(Sql-Server, Postgres, MYSQl, Python,Oracle)Amazon Web Services (AWS)ServicenowJenkinsPagerdutySplunkGIT\nExperienceData Analyst/Data Engineer,09/2021toCurrentManagement Decisions, Inc.–Reston,VA,Worked in Banking industry under Risk Management sector to maintain various applications, tools, data pipelines which have both upstream and downstream applications.Saved at least 7 hours/week of team effort by automating manual business tasks using python pandas within first 3 months of joining the team.Strong experience in implementing various tables and schemas in Amazon Redshift DB, Snowflake DB also worked on migrating various tables from Redshift to Snowflake DB.Organized several empathy sessions with business users and established brand new high impact Tableau dashboards along with improving existing dashboards as per new user requirement which received immaculate user response.Working knowledge of Amazon’s Elastic Cloud Compute (EC2) infrastructure for computational tasks, Simple Storage Service (S3) as storage mechanism.Managed timely flow of business intelligence information to users.Collected, tracked and evaluated current business and market trend data.Proven ability to manage all stages of project development, Strong Problem solving skills and Analytical skills and abilities to make balanced and independent decisionsData Analyst,04/2019to08/2021Capital One–City,STATE,Involved in analysis, design and documenting business reports such as Executive summaries, Scorecards and drill-down reports.Worked on performance tuning and Query Optimization for increasing the efficiency of scripts.Developed, monitored the workflows and responsible for performance tuning of staging and 3NF workflows.Analyzing and profiling data returned for data integrity and business decisionsResponsible for migrating legacy reports to a new platform by rebuilding them to meet current business requirements.Audited internal data and processes to identify and manage initiatives, improving business performance.Assisted integration of internal and external data tools and products, maintaining stability and performance across systems.Provided technical support for existing reports, dashboards or other tools.Maintained or updated business intelligence tools, databases or dashboards.Disseminated information regarding tools, reports or metadata enhancements.Communicated with customers, competitors and suppliers to stay abreast of industry or business trends.Data Analyst/Production Support Analyst,05/2018to03/2019Dollar Shave Club–City,STATE,Used JIRA Agile methodology extensively to track day to day scrum activities.Writing SQL scripts for selecting the data from servers and modifying data as need with python pandas and stored back to different data base servers Organized and facilitated sprint planning, daily stand-up meetings, Scrum of Scrum, Sprint review, Sprint retrospectives, and other Scrum-related meetings.Writing SQL scripts for selecting the data from servers and modifying data as need with python pandas and stored back to different data base servers Organized and facilitated sprint planning, daily stand-up meetings, Scrum of Scrum, Sprint review, Sprint retrospectives, and other Scrum-related meetings.Manipulating, cleansing and processing data using python code and SQL.Troubleshooted Various production failures related to data loads.Responsible for loading, extracting and validation of client data Collected data from various databases to SQL server by extensively using Joins and Sub queries in SQL according to requirements of the dev team.Responsible for loading, extracting and validation of client data Collected data from various databases to SQL server by extensively using Joins and Sub queries in SQL according to requirements of the dev team.Responsible for loading, extracting and validation of client data Collected data from various databases to SQL server by extensively using Joins and Sub queries in SQL according to requirements of the dev team.Initiated daily status email to track the data loads in production environment.\nEducation and Training:Management Information Systems,Expected in12/2017toUniversity of Mary Hardin-Baylor-Belton,TXGPA:Bachelor of Science:Electrical, Electronics And Communications Engineering,Expected in08/2015toAuroras Technological And Research Institute-Uppal(India),GPA:', 'Hi, My name is Kartik Jaiswal, and I am a Staffing Specialist at Zodiac Solutions. I am reaching out to you on an exciting job opportunity with one of our clients. If you are looking for a change. So, kindly share me your most updated resume along with your contact details.  Kindly revert me ASAP.\nJob RoleTitle: Data Engineer (Python or JavaETLHadoopSpark) Location: Wilmington DEWork Mode: Hybrid (3 days Onsite in a week)Duration: 6+ months (with possible extension or CTH) Job Description:Minimum 7+ years of exp.In short, we need strong data engineers who can migrate existing data pipelines and create new data pipelines in a cloud environment.Python  JavaSparkCloud - AWSGlue knowledge very helpfulStrong Database skills on SQLETL\nThanks & Regards,Kartik Jaiswal+1 (484) 267-3898Technical Recruiterwww.zodiac-solutions.com'],
]
scores = model.predict(pairs)
print(scores)
# [[-1.0152  0.5505]
#  [-0.8722  0.4892]
#  [-0.3291  0.2539]
#  [ 0.713  -0.3497]
#  [ 0.8056 -0.3928]]

Training Details

Training Dataset

Unnamed Dataset

Size: 6,241 training samples
Columns: sentence_0, sentence_1, and label

Approximate statistics based on the first 100 samples:

	sentence_0	sentence_1	label
type	string	string	int
modality	text	text
details	min: 383 tokens mean: 505.71 tokens max: 512 tokens	min: 41 tokens mean: 364.54 tokens max: 512 tokens	0: ~45.19% 1: ~54.81%

Samples:

sentence_0	sentence_1	label
Professional SummaryI have a proven ability to establish high levels of credibility and positive rapport with partners, senior administrative staff, and clientele while maintaining a highly proficient level in in data collection and analysis for tax preparation and program audits. I am able to combine working knowledge of audit program details to provide assurance of the financial statements. I seek opportunities that involve accounting and financial analysis positions that allow me to efficiently and effectively use my skills learned from public accounting. SkillsFiscal budgeting knowledgeCash flow analysisERP (Enterprise Resource Planning) softwareAccount reconciliation specialistBudget analysisSelf-motivated professionalAccount reconciliation specialist Work History08/2012to2014Staff AccountantWest Liberty Foods–West Liberty,,Efficiently and accurately completed audits, reviews, and other attestation services for a wide variety of clients in the government contracting industry, con...	About Allvue We are Allvue Systems, the leading provider of software solutions for the Private Capital and Credit markets. Whether a client wants an end-to-end technology suite, or independently focused modules, Allvue helps eliminate the boundaries between systems, information, and people. Were looking for ambitious, smart, and creative individuals to join our team and help our clients achieve their goals. Working at Allvue Systems means working with pioneers in the fintech industry. Our efforts are powered by innovative thinking and a desire to build adaptable financial software solutions that help our clients achieve even more. With our common goals of growth and innovation, whether youre collaborating on a cutting-edge project or connecting over shared interests at an office happy hour, the passion is contagious. We want all of our team members to be open, accessible, curious and always learning. As a team, we take initiative, own outcomes, and have passion for what we do. With the...	`1`
SummarySoftware Developer with overall 3+ years of experience in the development of Web & Enterprise applications using Java, JavaScript, HTML, CSS and J2EE technologies SkillsJava 7, Python, Matlab PL/SQL, MongoDB, MySQL, SQLiteHTML 5, CSS 3, JavaScript, JQuery, Backbone.js, MVC, SpringPHP, Ajax, JSON, Angular HibernateEclipse, Visual Studio, Git, Bit bucket, JiraPyCharm, Net Beans, Apache Tomcat, Glassfish, MavenIntelliJ IDEA, XAMPP, Tableau Rest, Soap Web Services, Experience01/2017to07/2017Software EngineerWithin3–Lakewood,NJ,Developed user interface for windows tablet client application using Java frameworks: Swing, JavaFX.Embedded VLC media player into the application using VCLJ library.Interacted with YouTube, Periscope and Facebook APIs to play live streaming video.Participated in requirement gathering, development, testing and deployed the application using webswing server.Analyzed and de...	Hiring near our US Centers of Excellence. Hybrid, flexible environment. Austin, TX Irving, TX Fort Myers, FL About Gartner IT: Join a world-class team of skilled engineers who build creative digital solutions to support our colleagues and clients. We make a broad organizational impact by delivering cutting-edge technology solutions that power Gartner. Gartner IT values its culture of nonstop innovation, an outcome-driven approach to success, and the notion that great ideas can come from anyone on the team. About this role: Full-Stack Software Development position having experience in NLP and responsible for design, implementation, and support of Python based applications to help fulfill our Research & Consulting Delivery strategy. What youll do: Designing, implementing, unit, integration testing and supporting applications developed using Python, AWS, React, PLSQL, and web services. Designing, implementing, unit, integration testing and supporting Python based applications and service...	`1`
SummaryDiligent and driven Analyst who has achieved success in a variety of roles with increasing levels of responsibility. An effective communicator and team-builder with strong analytical, management and organizational skills. SkillsMicrosoft Office (Word, Excel, Outlook, PowerPoint) Experience03/XXX7toPresentIT Data AnalystBank Of America Corporation\|Bedford,NH,Used advanced Excel skills in order to streamline current reporting.Build queries to pull health insurance data for a multitude of audit and reporting purposes.Create business rules and performance metrics to increase speed and accuracy of the Claims Department workflow.Work collaboratively both departmentally and interdepartmentally in order to deliver automated solutions that support the business needs of the Claims Department.Have considerable expertise in Metadata Management, Data Analysis, Data Profiling & Quality, Data Governance and Master Data management (MDM).Experienced in utilizing statistical tools like MS office ...	Provides analysis to different functions such as ManufacturingOperations, SIOP, Sales, Customer Service, Sourcing, Finance, Digital and management of the entire business in reviewing, analyzing, documenting and validating user requirements, applications and processes. Work with stakeholders throughout the organization to identify opportunities for leveraging company data to drive business growth in the current and new revenue streams. Key Responsibilities Gathers and evaluates data from multiple sources. Analyzes, reconciles and identifies measurable opportunities for improvement. Identifies and implements audit processes to ensure data issues are identified, tracked, reported and resolved in a timely manner. Develops and maintains processes to continuously monitor data quality and integrity across the business. Creates and maintains workflows and approval processes based on internal stakeholder requirementsActs as subject matter expert for new processes, KPIs, and data management. Col...	`0`

Loss: CrossEntropyLoss

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 16
per_device_eval_batch_size: 16

All Hyperparameters

Click to expand

do_predict: False
prediction_loss_only: True
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1
num_train_epochs: 3
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: None
warmup_ratio: None
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
enable_jit_checkpoint: False
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
use_cpu: False
seed: 42
data_seed: None
bf16: False
fp16: False
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: -1
ddp_backend: None
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': 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
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
group_by_length: False
length_column_name: length
project: huggingface
trackio_space_id: trackio
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
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_for_metrics: []
eval_do_concat_batches: True
auto_find_batch_size: False
full_determinism: False
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_num_input_tokens_seen: no
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: True
use_cache: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
1.2788	500	0.6399
2.5575	1000	0.5426

Training Time

Training: 7.9 minutes

Framework Versions

Python: 3.12.13
Sentence Transformers: 5.5.1
Transformers: 5.0.0
PyTorch: 2.11.0+cu128
Accelerate: 1.13.0
Datasets: 4.0.0
Tokenizers: 0.22.2

Additional Resources

Training and Finetuning Reranker Models with Sentence Transformers: the end-to-end guide for training or finetuning Cross Encoder (reranker) models.
Multimodal Embedding & Reranker Models with Sentence Transformers: use text, image, audio, and video reranker models through the same API.
Training and Finetuning Multimodal Embedding & Reranker Models with Sentence Transformers: training multimodal Cross Encoders.

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",
}