|
--- |
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base_model: mixedbread-ai/mxbai-embed-large-v1 |
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library_name: sentence-transformers |
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metrics: |
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- cosine_accuracy@10 |
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- cosine_precision@10 |
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- cosine_recall@10 |
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- cosine_ndcg@10 |
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- cosine_mrr@10 |
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- cosine_map@10 |
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pipeline_tag: sentence-similarity |
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tags: |
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- sentence-transformers |
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- sentence-similarity |
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- feature-extraction |
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- generated_from_trainer |
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- dataset_size:149352 |
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- loss:MultipleNegativesRankingLoss |
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widget: |
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- source_sentence: '- Assoc Sample Coordinator position for entry-level candidates |
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with a high school diploma or equivalent and related experience (0-1 years). |
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|
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- Responsibilities include inventory tracking, administrative support, and training |
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on SOPs, regulatory guidelines, and storage requirements. |
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|
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- Support laboratory operations and respond to environmental unit alarms. |
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|
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- Requires proficiency in Microsoft Office, time management, and detailed documentation |
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skills. |
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|
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- Must have good written and oral communication skills, team orientation, and |
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HR collaboration experience.' |
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sentences: |
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- '- Experienced construction contractor with diverse skills in painting, plumbing, |
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and foundation work. |
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|
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- Currently serving as a subcontractor, handling tasks like building foundations, |
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framing, and tile work. |
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|
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- Excellent customer service and scheduling abilities; proficient in plasterboard, |
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drywall, and flooring installation. |
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|
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- Proficient in historic restoration and home rehabilitation. |
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|
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- Skilled in money and time management, as well as operating forklifts and handling |
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deliveries. |
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|
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- Educational background includes a High School Diploma, with experience in electrical |
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work and field services. |
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|
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- Strong communication and organizational skills.' |
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- '- Freelance media professional with extensive experience in production, directing, |
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editing, and writing for various media projects. |
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|
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- Currently overseeing the full project lifecycle, ensuring cohesive visual storytelling, |
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from pre-production to post-production. |
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|
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- Capable of negotiating budgets and managing crews for corporate and film productions, |
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ensuring successful execution. |
|
|
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- Expertise in creating content for websites, social media, and marketing initiatives. |
|
|
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- Holds Masters Degree in Film and Bachelors Degree in Arts Communications. |
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|
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- Proficient with Adobe After Effects, Photoshop, Premier, and Avid Media Composer.' |
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- '- Experienced accounting professional with a Bachelor of Commerce and strong |
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financial management skills, currently working as a Parks Canada Accounting Assistant. |
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|
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- Skilled in financial record-keeping, accounting procedures, and using accounting |
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software for report generation. |
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|
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- Assisted in budget preparation and monitoring, ensuring compliance with guidelines. |
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|
|
- Hands-on experience in insurance underwriting, managing policy renewals, and |
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streamlining operations. |
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|
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- Proficient in communication, interpersonal skills, and working under pressure. |
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|
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- Holds Bachelor of Commerce degree and has experience as a Credit Card Specialist |
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and Service Representative. |
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|
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- Strong experience in customer service, arranging appointments, and brokerage.' |
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- source_sentence: '- Construction Workers - Roofing Supply Loader, available for |
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all levels and positions including framers, carpenters, laborers, insulation workers, |
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and finish carpenters. |
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|
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- Key responsibilities include loading and unloading roofing supplies, following |
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instructions, and performing tasks both indoors and outdoors. |
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|
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- Essential qualifications: Can read tape measure for most jobs, can lift up to |
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50 lbs, and is willing to work in various environments. |
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|
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- No specific years of experience required; open to all skill levels.' |
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sentences: |
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- '- Operational expert with over 12 years in leading manufacturing and operation |
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facilities to meet goals, focused on quality, cost reduction, and team development. |
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|
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- Operations Manager at REYNOLDS, implementing continuous improvement and lean |
|
manufacturing for efficiency, reducing quality defects and injuries, and enhancing |
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KPIs. |
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|
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- Production Manager at REYNOLDS, increasing production by 25% and reducing maintenance |
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costs by 20% through process improvements and maintenance optimization. |
|
|
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- Advanced degrees in Chemical Engineering and a Bachelor''s in Chemical Engineering, |
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with AIB and ISO certifications. |
|
|
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- Proficient in SAP, SAP IS, and SAP-netweaver BUSINESS, with experience in cost |
|
reduction, quality control, and training programs.' |
|
- '- Media graduate with expertise in digital media design, content creation, and |
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digital marketing. |
|
|
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- Currently an Account Executive at a growing startup, enhancing audience engagement |
|
and contributing to KOL specialization. |
|
|
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- Previously worked as a Content Creator at Lemon8, managing paid content and |
|
audience engagement. |
|
|
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- Experience as Supervisor at Black Sheep Coffee, organizing tasks and writing |
|
reviews. |
|
|
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- Started a creative agency and led brand activation projects, with strong skills |
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in Microsoft Excel and HOSPITALITY EXPERIENCE. |
|
|
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- Holds a Bachelor of Arts in Mass Communication and has worked in hospitality |
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and start-up settings. |
|
|
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- Proficient in Microsoft PowerPoint, Excel, Instagram, and event planning.' |
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- '- Agricultural professional with experience in farm hand roles, including harvesting |
|
and equipment operation. |
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|
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- Seasonal ranch hand at C.R.I. Feeders, Guymon, Oklahoma, 2021, handling tasks |
|
like fencing, herding, haying, and equipment maintenance. |
|
|
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- Skills in operating large machinery and maintaining agricultural equipment. |
|
|
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- Holds a Bachelor of Science degree in English and a Diploma in Feed truck driving. |
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|
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- Volunteer experience as a Firefighter, demonstrating teamwork and emergency |
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response capabilities.' |
|
- source_sentence: '- Full Stack React Developer (Remote, A-26867) for a new application |
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using React, Node.js, and Python, with a focus on front-end and back-end development. |
|
|
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- Requires 2+ years of experience; 4+ years preferred. |
|
|
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- Essential skills: React, Typescript, Node.js, Python, DB management, and basic |
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API flow. |
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|
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- Must work closely with a full-time designer and use an internal design system. |
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|
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- Experience with Jira and agile projects is a plus. |
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|
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- Agile team environment with daily collaboration.' |
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sentences: |
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- '- Experienced registered nurse with expertise in care coordination and relationship |
|
coaching. |
|
|
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- Currently practicing as a staff RN with a Bachelor of Science in Nursing, specializing |
|
in care coordination. |
|
|
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- Proficient in providing comprehensive care and support to patients in a clinical |
|
and coaching role. |
|
|
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- Holds an Associates degree in Liberal Arts and has volunteer experience in healthcare. |
|
|
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- Fluent in English and Tagalog.' |
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- '- Recent University graduate with a Criminology degree, currently pursuing a |
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Juris Doctor at the University of Southampton. |
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|
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- Previous roles include Floor Staff at JD Sports, ensuring high standards in |
|
retail and customer service. |
|
|
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- Strong background in business, computing, and accounting from various educational |
|
and work experiences. |
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|
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- Proficient in customer service, issue resolution, and standardizing products. |
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|
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- Experience in diverse roles demonstrating balanced experience across multiple |
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industries. |
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|
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- Skills include effective communication, teamwork, and problem-solving.' |
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- '- Java Developer with over 10 years of experience in J2EE and SDLC methodologies, |
|
including Agile (SCRUM), TDD, and Waterfall. |
|
|
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- Specialized in Java/J2EE technologies like Hibernate, Servlets, JSP, AJAX, and |
|
JavaBeans. |
|
|
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- Proficient in front-end technologies such as HTML, CSS, JavaScript, jQuery, |
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and Angular.js. |
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|
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- Experienced in cloud technologies like Azure, Docker, AWS Lambda, and Node.js. |
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|
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- Skilled in database technologies including MySQL, Oracle, MongoDB, and Cassandra. |
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|
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- Experience with Java 8 and 11 features such as Lambda expressions, Streams, |
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and Optional Interfaces. |
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|
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- Proficient in Spring Framework and Spring Boot, and has worked with Golang, |
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Node.js, and Angular.js.' |
|
- source_sentence: '- Warehouse Front Counter Associate with occasional order pulling |
|
and tagging, assisting in the warehouse, and handling phone communications. |
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|
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- Key responsibilities include loading and unloading trucks, maintaining the front |
|
desk, greeting and assisting visitors, and using Quickbooks and CAD. |
|
|
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- Requires 10% warehouse assistance, willingness to learn, and comfort performing |
|
diverse tasks. |
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|
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- High attention to detail and previous clerical and customer service experience |
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necessary. |
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|
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- Attendance is critical as part of a small team; training will be provided for |
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forklift operation.' |
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sentences: |
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- '- Sales Engineer with experience as an Account Executive and Associate Sales |
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Engineer in the Greater Seattle Area, specializing in sales and industry. |
|
|
|
- Holds a Bachelor of Science in Electrical Engineering and holds proficiency |
|
in English, Russian, Autocad, and C++. |
|
|
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- Skilled in Matlab and with strong sales, industry-specific knowledge. |
|
|
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- Experience includes managing accounts, developing sales strategies, and leading |
|
sales teams.' |
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- '- Expert in Material Handling, Customer Service, and Document Control, with experience |
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in forklift operation and inventory management. |
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|
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- Currently a Meterial Handler, responsible for staging, receiving, and relocating |
|
materials and shelves. |
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|
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- Previous role as a Document Control Specialist, managing document control and |
|
customer service for Pacific Building Services. |
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|
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- Skills include forklift operation, professional customer service certification, |
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phone handling, order picking, and communication. |
|
|
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- Strong time management, warehouse experience, and data entry capabilities. |
|
|
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- Educated in Professional Customer Service and Enterprise Resource Planning. |
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|
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- Proficient in using Pallet Trucks, Pick and Pack techniques, and warehouse management |
|
systems.' |
|
- '- Engineering professional with a strong foundation in sustainability and manufacturing, |
|
known for problem-solving and STEM expertise. |
|
|
|
- Currently a Chef de Rang in high-end hospitality, excelling in communication, |
|
teamwork, and problem-solving. |
|
|
|
- Managed multiple tasks with exceptional organizational and time management skills, |
|
ensuring accurate and precise food and beverage delivery. |
|
|
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- Collaborated effectively to optimize service efficiency, handling events and |
|
daily operations. |
|
|
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- Troubleshooted and maintained machinery using engineering knowledge, contributing |
|
to team dynamics. |
|
|
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- Holds a Post-Graduate Diploma in Environment and Sustainable Energy, with a |
|
Bachelor of Science in Mechanical Engineering. |
|
|
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- Skills: Teamwork, Client Services, Communication, Problem-solving, Time Management, |
|
Customer Satisfaction, Eye for Detail, Service Delivery, Adaptability. |
|
|
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- Experience in various roles, including agency work, with a results-driven approach |
|
to problem-solving and innovation.' |
|
- source_sentence: '- Content Writer position for crafting engaging long-form content |
|
across various topics, requiring a 2:1 Degree in English History or a similar |
|
field. |
|
|
|
- Create captivating articles, features, and content that is informative and resonates |
|
with the target audience, utilizing research skills to ensure accuracy. |
|
|
|
- Manage multiple projects with strong organizational and time-management skills, |
|
ensuring clarity and accuracy in writing. |
|
|
|
- Excellent proofreading and editing skills to produce flawless content, with |
|
a diplomatic approach to client relationships and communication. |
|
|
|
- Collaborate with clients to transform visions into engaging content and conduct |
|
interviews to uncover compelling stories. |
|
|
|
- Must have a keen eye for detail and a passion for long-form storytelling and |
|
content orchestration.' |
|
sentences: |
|
- '- Instructional Designer and Senior Project Manager with expertise in developing |
|
eLearning experiences and conducting needs analysis for global clients. |
|
|
|
- Expertise in writing storyboards and scripts, creating engaging instructional |
|
graphics and animations, and developing scenario-based eLearning content. |
|
|
|
- Proficient in utilizing trends and best practices in learning technologies, |
|
liaising between stakeholders, and managing eLearning projects to completion. |
|
|
|
- Holds a Master of Arts in Applied Linguistics and Bachelor of Arts in History, |
|
with a Certificate in Digital Media. |
|
|
|
- Skilled in Adobe Captivate, Figma, Microsoft Excel, PowerPoint, and Word. |
|
|
|
- Experience includes roles as a Teacher, Instructional Designer, and eLearning |
|
Developer.' |
|
- '- Award-nominated journalist with over 12 years of experience in journalism, |
|
content writing, and SEO. |
|
|
|
- Currently a freelance journalist, specializing in various sectors including |
|
health, finance, and technology. |
|
|
|
- Freelance for publications like The Independent, CNN, and SELF, with notable |
|
success in SEO and content creation. |
|
|
|
- Strong skills in SEO, content writing, and copywriting, with a track record |
|
of high engagement and click-through rates. |
|
|
|
- Holds a Masters of Arts in Dramaturgy and Writing, and a BA in Media Journalism |
|
and Communications. |
|
|
|
- Proficient in WordPress, Umbraco, and Shopify; experienced in social media, |
|
content strategy, and email marketing.' |
|
- '- Junior Systems Administrator with a Bachelor of Science in Computer Science |
|
and Information Systems. |
|
|
|
- Conducted risk assessments, resolved vulnerabilities, and maintained IT systems |
|
using tools like Entra ID, Intune, and Azure AD. |
|
|
|
- Evaluated and maintained enterprise applications in PowerShell, Python, and |
|
C++, utilizing Azure DevOps for management. |
|
|
|
- Developed applications for business workflow and maintained documentation of |
|
IT processes and applications. |
|
|
|
- Proficient in cybersecurity frameworks and practices, including risk assessment |
|
and Azure DevOps project management.' |
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model-index: |
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- name: SentenceTransformer based on mixedbread-ai/mxbai-embed-large-v1 |
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results: |
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- task: |
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type: information-retrieval |
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name: Information Retrieval |
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dataset: |
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name: vac res matcher |
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type: vac-res-matcher |
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metrics: |
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- type: cosine_accuracy@10 |
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value: 0.3938953488372093 |
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name: Cosine Accuracy@10 |
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- type: cosine_precision@10 |
|
value: 0.07994186046511628 |
|
name: Cosine Precision@10 |
|
- type: cosine_recall@10 |
|
value: 0.12904738156953352 |
|
name: Cosine Recall@10 |
|
- type: cosine_ndcg@10 |
|
value: 0.13193212924546854 |
|
name: Cosine Ndcg@10 |
|
- type: cosine_mrr@10 |
|
value: 0.2091500553709855 |
|
name: Cosine Mrr@10 |
|
- type: cosine_map@10 |
|
value: 0.08077975021655233 |
|
name: Cosine Map@10 |
|
--- |
|
|
|
# SentenceTransformer based on mixedbread-ai/mxbai-embed-large-v1 |
|
|
|
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1). It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. |
|
|
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## Model Details |
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|
|
### Model Description |
|
- **Model Type:** Sentence Transformer |
|
- **Base model:** [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1) <!-- at revision 526dc52cb738085d87002bf00ca4d3d99fd0029b --> |
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- **Maximum Sequence Length:** 128 tokens |
|
- **Output Dimensionality:** 1024 tokens |
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- **Similarity Function:** Cosine Similarity |
|
<!-- - **Training Dataset:** Unknown --> |
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
|
|
|
### Model Sources |
|
|
|
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net) |
|
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) |
|
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) |
|
|
|
### Full Model Architecture |
|
|
|
``` |
|
SentenceTransformer( |
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(0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: BertModel |
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(1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) |
|
) |
|
``` |
|
|
|
## Usage |
|
|
|
### Direct Usage (Sentence Transformers) |
|
|
|
First install the Sentence Transformers library: |
|
|
|
```bash |
|
pip install -U sentence-transformers |
|
``` |
|
|
|
Then you can load this model and run inference. |
|
```python |
|
from sentence_transformers import SentenceTransformer |
|
|
|
# Download from the 🤗 Hub |
|
model = SentenceTransformer("Daxtra/sbert-summaries-mxbai-24-batch") |
|
# Run inference |
|
sentences = [ |
|
'- Content Writer position for crafting engaging long-form content across various topics, requiring a 2:1 Degree in English History or a similar field.\n- Create captivating articles, features, and content that is informative and resonates with the target audience, utilizing research skills to ensure accuracy.\n- Manage multiple projects with strong organizational and time-management skills, ensuring clarity and accuracy in writing.\n- Excellent proofreading and editing skills to produce flawless content, with a diplomatic approach to client relationships and communication.\n- Collaborate with clients to transform visions into engaging content and conduct interviews to uncover compelling stories.\n- Must have a keen eye for detail and a passion for long-form storytelling and content orchestration.', |
|
'- Award-nominated journalist with over 12 years of experience in journalism, content writing, and SEO.\n- Currently a freelance journalist, specializing in various sectors including health, finance, and technology.\n- Freelance for publications like The Independent, CNN, and SELF, with notable success in SEO and content creation.\n- Strong skills in SEO, content writing, and copywriting, with a track record of high engagement and click-through rates.\n- Holds a Masters of Arts in Dramaturgy and Writing, and a BA in Media Journalism and Communications.\n- Proficient in WordPress, Umbraco, and Shopify; experienced in social media, content strategy, and email marketing.', |
|
'- Instructional Designer and Senior Project Manager with expertise in developing eLearning experiences and conducting needs analysis for global clients.\n- Expertise in writing storyboards and scripts, creating engaging instructional graphics and animations, and developing scenario-based eLearning content.\n- Proficient in utilizing trends and best practices in learning technologies, liaising between stakeholders, and managing eLearning projects to completion.\n- Holds a Master of Arts in Applied Linguistics and Bachelor of Arts in History, with a Certificate in Digital Media.\n- Skilled in Adobe Captivate, Figma, Microsoft Excel, PowerPoint, and Word.\n- Experience includes roles as a Teacher, Instructional Designer, and eLearning Developer.', |
|
] |
|
embeddings = model.encode(sentences) |
|
print(embeddings.shape) |
|
# [3, 1024] |
|
|
|
# Get the similarity scores for the embeddings |
|
similarities = model.similarity(embeddings, embeddings) |
|
print(similarities.shape) |
|
# [3, 3] |
|
``` |
|
|
|
<!-- |
|
### Direct Usage (Transformers) |
|
|
|
<details><summary>Click to see the direct usage in Transformers</summary> |
|
|
|
</details> |
|
--> |
|
|
|
<!-- |
|
### Downstream Usage (Sentence Transformers) |
|
|
|
You can finetune this model on your own dataset. |
|
|
|
<details><summary>Click to expand</summary> |
|
|
|
</details> |
|
--> |
|
|
|
<!-- |
|
### Out-of-Scope Use |
|
|
|
*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
|
--> |
|
|
|
## Evaluation |
|
|
|
### Metrics |
|
|
|
#### Information Retrieval |
|
* Dataset: `vac-res-matcher` |
|
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) |
|
|
|
| Metric | Value | |
|
|:--------------------|:-----------| |
|
| cosine_accuracy@10 | 0.3939 | |
|
| cosine_precision@10 | 0.0799 | |
|
| cosine_recall@10 | 0.129 | |
|
| cosine_ndcg@10 | 0.1319 | |
|
| cosine_mrr@10 | 0.2092 | |
|
| **cosine_map@10** | **0.0808** | |
|
|
|
<!-- |
|
## Bias, Risks and Limitations |
|
|
|
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
|
--> |
|
|
|
<!-- |
|
### Recommendations |
|
|
|
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
|
--> |
|
|
|
## Training Details |
|
|
|
### Training Dataset |
|
|
|
#### Unnamed Dataset |
|
|
|
|
|
* Size: 149,352 training samples |
|
* Columns: <code>sentence_0</code> and <code>sentence_1</code> |
|
* Approximate statistics based on the first 1000 samples: |
|
| | sentence_0 | sentence_1 | |
|
|:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------| |
|
| type | string | string | |
|
| details | <ul><li>min: 57 tokens</li><li>mean: 116.11 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 52 tokens</li><li>mean: 118.95 tokens</li><li>max: 128 tokens</li></ul> | |
|
* Samples: |
|
| sentence_0 | sentence_1 | |
|
|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
|
| <code>- Staff Accountant position seeking individuals with 2-3 years of experience in AR and AP areas, ideally with a Bachelor's degree in accounting, finance, or related field, or equivalent work experience.<br>- Responsibilities include processing e-commerce payments, handling payables and receivables, preparing financial statements, supporting tax reports, and managing close processes.<br>- Requires knowledge of basic accounting principles, experience with general ledger functions, and proficiency in Microsoft Office, particularly Excel.<br>- Strong communication, problem-solving, and organizational skills are essential.<br>- Attributes include a high level of integrity, ability to multitask, and strong time management.<br>- Regular attendance and adherence to health, safety, and environmental policies are required.</code> | <code>- Experienced Account Payable Specialist with 5 years in vendor management, invoice processing, and reconciliation.<br>- Processed 120-150 invoices daily, handling 3 V-way matching, and reconciling over 100,000 accounts.<br>- Skilled in using Oracle, Excel VLOOKUP, and SAP Concur for reconciliation and disbursements.<br>- Master’s in Accountancy; proficient in Microsoft Excel, SharePoint, and SAP applications.<br>- Excellent interpersonal, analytical, and organizational skills.<br>- Detailed work in expense invoicing, payments, and communication with vendors.</code> | |
|
| <code>- Controls Assistant Project Manager position requires 3+ years of experience, stable work history, and a bachelor's degree in mechanical or electrical engineering.<br>- Candidates must be familiar with AutoCAD and Visio, and have experience with BACnet and DDC controls.<br>- Knowledge of Siemens, Johnson Controls, and similar control systems is essential.<br>- EIT or PE license is preferred but not required.</code> | <code>- Systems Integrator with 3 years of experience in Greater Seattle Area, specialized in project integration and sales.<br>- Currently a Systems Integrator at GE Cimplicity, responsible for sales and project integration.<br>- Former Systems Integrator at Siemens Tia Portal; proficient in Siemens Hardware.<br>- Experience in GE Proficy and Albireo Energy roles, focusing on mechanical engineering.<br>- Skills: Project Integrator, Bachelor's degree in Mechanical Engineering, bilingual in English and Spanish.<br>- Strong background in customer engagement and system sales.</code> | |
|
| <code>- **Senior HVAC Service Technician**, requiring 5+ years of experience in commercial HVAC service and repair.<br>- Key responsibilities include diagnosing, repairing, and maintaining large commercial HVAC systems, interpreting blueprints and data, and providing customer education.<br>- Must possess an EPA Universal Certification and extensive knowledge of commercial HVAC systems.<br>- Requires proficiency in interpreting technical data and blueprints, and a local work history.<br>- Strong communication and customer service skills essential.<br>- Ideal for professionals in San Diego, CA; must be passionate about HVAC craft and committed to service excellence.</code> | <code>- Mechanical Technician with extensive experience in startup, commissioning, and mechanical trades.<br>- Currently employed at Countywide Mechanical Systems, Inc. in San Diego County, California.<br>- Skilled in mechanical systems commissioning and troubleshooting.<br>- Strong problem-solving and attention to detail in complex mechanical environments.<br>- Proficient in system design, installation, and maintenance of mechanical systems.<br>- Holds certifications in mechanical technology and engineering.<br>- Experienced in project management and collaborative teamwork.<br>- Educated in mechanical engineering or a related field.</code> | |
|
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters: |
|
```json |
|
{ |
|
"scale": 20.0, |
|
"similarity_fct": "cos_sim" |
|
} |
|
``` |
|
|
|
### Training Hyperparameters |
|
#### Non-Default Hyperparameters |
|
|
|
- `eval_strategy`: steps |
|
- `per_device_train_batch_size`: 24 |
|
- `per_device_eval_batch_size`: 24 |
|
- `num_train_epochs`: 1 |
|
- `multi_dataset_batch_sampler`: round_robin |
|
|
|
#### All Hyperparameters |
|
<details><summary>Click to expand</summary> |
|
|
|
- `overwrite_output_dir`: False |
|
- `do_predict`: False |
|
- `eval_strategy`: steps |
|
- `prediction_loss_only`: True |
|
- `per_device_train_batch_size`: 24 |
|
- `per_device_eval_batch_size`: 24 |
|
- `per_gpu_train_batch_size`: None |
|
- `per_gpu_eval_batch_size`: None |
|
- `gradient_accumulation_steps`: 1 |
|
- `eval_accumulation_steps`: None |
|
- `torch_empty_cache_steps`: None |
|
- `learning_rate`: 5e-05 |
|
- `weight_decay`: 0.0 |
|
- `adam_beta1`: 0.9 |
|
- `adam_beta2`: 0.999 |
|
- `adam_epsilon`: 1e-08 |
|
- `max_grad_norm`: 1 |
|
- `num_train_epochs`: 1 |
|
- `max_steps`: -1 |
|
- `lr_scheduler_type`: linear |
|
- `lr_scheduler_kwargs`: {} |
|
- `warmup_ratio`: 0.0 |
|
- `warmup_steps`: 0 |
|
- `log_level`: passive |
|
- `log_level_replica`: warning |
|
- `log_on_each_node`: True |
|
- `logging_nan_inf_filter`: True |
|
- `save_safetensors`: True |
|
- `save_on_each_node`: False |
|
- `save_only_model`: False |
|
- `restore_callback_states_from_checkpoint`: False |
|
- `no_cuda`: False |
|
- `use_cpu`: False |
|
- `use_mps_device`: False |
|
- `seed`: 42 |
|
- `data_seed`: None |
|
- `jit_mode_eval`: False |
|
- `use_ipex`: False |
|
- `bf16`: False |
|
- `fp16`: False |
|
- `fp16_opt_level`: O1 |
|
- `half_precision_backend`: auto |
|
- `bf16_full_eval`: False |
|
- `fp16_full_eval`: False |
|
- `tf32`: None |
|
- `local_rank`: 0 |
|
- `ddp_backend`: None |
|
- `tpu_num_cores`: None |
|
- `tpu_metrics_debug`: False |
|
- `debug`: [] |
|
- `dataloader_drop_last`: False |
|
- `dataloader_num_workers`: 0 |
|
- `dataloader_prefetch_factor`: None |
|
- `past_index`: -1 |
|
- `disable_tqdm`: False |
|
- `remove_unused_columns`: True |
|
- `label_names`: None |
|
- `load_best_model_at_end`: False |
|
- `ignore_data_skip`: False |
|
- `fsdp`: [] |
|
- `fsdp_min_num_params`: 0 |
|
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} |
|
- `fsdp_transformer_layer_cls_to_wrap`: None |
|
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} |
|
- `deepspeed`: None |
|
- `label_smoothing_factor`: 0.0 |
|
- `optim`: adamw_torch |
|
- `optim_args`: None |
|
- `adafactor`: False |
|
- `group_by_length`: False |
|
- `length_column_name`: length |
|
- `ddp_find_unused_parameters`: None |
|
- `ddp_bucket_cap_mb`: None |
|
- `ddp_broadcast_buffers`: False |
|
- `dataloader_pin_memory`: True |
|
- `dataloader_persistent_workers`: False |
|
- `skip_memory_metrics`: True |
|
- `use_legacy_prediction_loop`: False |
|
- `push_to_hub`: False |
|
- `resume_from_checkpoint`: None |
|
- `hub_model_id`: None |
|
- `hub_strategy`: every_save |
|
- `hub_private_repo`: False |
|
- `hub_always_push`: False |
|
- `gradient_checkpointing`: False |
|
- `gradient_checkpointing_kwargs`: None |
|
- `include_inputs_for_metrics`: False |
|
- `eval_do_concat_batches`: True |
|
- `fp16_backend`: auto |
|
- `push_to_hub_model_id`: None |
|
- `push_to_hub_organization`: None |
|
- `mp_parameters`: |
|
- `auto_find_batch_size`: False |
|
- `full_determinism`: False |
|
- `torchdynamo`: None |
|
- `ray_scope`: last |
|
- `ddp_timeout`: 1800 |
|
- `torch_compile`: False |
|
- `torch_compile_backend`: None |
|
- `torch_compile_mode`: None |
|
- `dispatch_batches`: None |
|
- `split_batches`: None |
|
- `include_tokens_per_second`: False |
|
- `include_num_input_tokens_seen`: False |
|
- `neftune_noise_alpha`: None |
|
- `optim_target_modules`: None |
|
- `batch_eval_metrics`: False |
|
- `eval_on_start`: False |
|
- `eval_use_gather_object`: False |
|
- `batch_sampler`: batch_sampler |
|
- `multi_dataset_batch_sampler`: round_robin |
|
|
|
</details> |
|
|
|
### Training Logs |
|
| Epoch | Step | Training Loss | vac-res-matcher_cosine_map@10 | |
|
|:------:|:----:|:-------------:|:-----------------------------:| |
|
| 0.0803 | 500 | 1.2875 | - | |
|
| 0.1000 | 622 | - | 0.0833 | |
|
| 0.1607 | 1000 | 1.1274 | - | |
|
| 0.1999 | 1244 | - | 0.0822 | |
|
| 0.2410 | 1500 | 1.0646 | - | |
|
| 0.2999 | 1866 | - | 0.0793 | |
|
| 0.3214 | 2000 | 0.9926 | - | |
|
| 0.3998 | 2488 | - | 0.0773 | |
|
| 0.4017 | 2500 | 0.9651 | - | |
|
| 0.4821 | 3000 | 0.9499 | - | |
|
| 0.4998 | 3110 | - | 0.0798 | |
|
| 0.5624 | 3500 | 0.9098 | - | |
|
| 0.5997 | 3732 | - | 0.0793 | |
|
| 0.6428 | 4000 | 0.8948 | - | |
|
| 0.6997 | 4354 | - | 0.0831 | |
|
| 0.7231 | 4500 | 0.8962 | - | |
|
| 0.7996 | 4976 | - | 0.0809 | |
|
| 0.8035 | 5000 | 0.8677 | - | |
|
| 0.8838 | 5500 | 0.8696 | - | |
|
| 0.8996 | 5598 | - | 0.0816 | |
|
| 0.9642 | 6000 | 0.8718 | - | |
|
| 0.9995 | 6220 | - | 0.0808 | |
|
| 1.0 | 6223 | - | 0.0808 | |
|
|
|
|
|
### Framework Versions |
|
- Python: 3.10.12 |
|
- Sentence Transformers: 3.2.1 |
|
- Transformers: 4.44.2 |
|
- PyTorch: 2.4.1+cu121 |
|
- Accelerate: 0.34.2 |
|
- Datasets: 3.0.1 |
|
- Tokenizers: 0.19.1 |
|
|
|
## Citation |
|
|
|
### BibTeX |
|
|
|
#### Sentence Transformers |
|
```bibtex |
|
@inproceedings{reimers-2019-sentence-bert, |
|
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", |
|
author = "Reimers, Nils and Gurevych, Iryna", |
|
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", |
|
month = "11", |
|
year = "2019", |
|
publisher = "Association for Computational Linguistics", |
|
url = "https://arxiv.org/abs/1908.10084", |
|
} |
|
``` |
|
|
|
#### MultipleNegativesRankingLoss |
|
```bibtex |
|
@misc{henderson2017efficient, |
|
title={Efficient Natural Language Response Suggestion for Smart Reply}, |
|
author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil}, |
|
year={2017}, |
|
eprint={1705.00652}, |
|
archivePrefix={arXiv}, |
|
primaryClass={cs.CL} |
|
} |
|
``` |
|
|
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