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Tomiwajin
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testClasifier

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
text-embeddings-inference
Model card Files
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- ---
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- tags:
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- - setfit
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- - sentence-transformers
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- - text-classification
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- - generated_from_setfit_trainer
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- ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå Õè ‚Äå
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- Õè ‚Äå Õè ‚Äå My account MENU | Find a Bakery | Gifts Product availability varies
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- - text: 'eth,
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-
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-
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- Thanks for your interest in the Mobile Software Developer position at NECS Inc.
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- ( Software for Food Distributors) in Branford, CT. Unfortunately, we will not
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- be moving forward with your application but we appreciate your time and interest
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- in NECS Inc. ( Software for Food Distributors).
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-
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-
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- Regards,
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-
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- NECS Inc. ( Software for Food Distributors)'
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- metrics:
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- - accuracy
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- pipeline_tag: text-classification
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- library_name: setfit
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- inference: true
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- base_model: sentence-transformers/all-MiniLM-L6-v2
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- ---
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-
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- # SetFit with sentence-transformers/all-MiniLM-L6-v2
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-
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- This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
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-
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- The model has been trained using an efficient few-shot learning technique that involves:
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-
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- 1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
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- 2. Training a classification head with features from the fine-tuned Sentence Transformer.
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-
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- ## Model Details
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-
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- ### Model Description
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- - **Model Type:** SetFit
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- - **Sentence Transformer body:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
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- - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
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- - **Maximum Sequence Length:** 256 tokens
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- - **Number of Classes:** 7 classes
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- <!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
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- <!-- - **Language:** Unknown -->
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- <!-- - **License:** Unknown -->
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-
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- ### Model Sources
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-
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- - **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
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- - **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
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- - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
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-
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- ### Model Labels
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- | Label | Examples |
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- |:----------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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- | not-job-related | <ul><li>'Congratulations! You\'ve been selected to speak at TechConference 2025. Your session "Innovation in Software Development" is scheduled for Day 2. Benefits include: flight and accommodation, speaker fee, networking opportunities, and conference recording rights. Event Team © 2025 TechEvents Inc.'</li><li>'Join our new webinar series "Future of Technology"! Topics include: AI in business, blockchain applications, cybersecurity trends, and remote work strategies. Industry experts will share insights and answer questions. Register for free and get certificates. Education Team © 2025 TechEducation Inc.'</li><li>'Starbucks Customize your go-tos for fall. pecan cream cold foams are here to turn your favorite cold drink into a velvety, fall-flavored dream. Start with these tasty combinations Want to add cold foam to your next drink? Tap Customize in the app or simply ask your barista. Customizations cost extra. APP ORDER OFFERS REWARDS Ref: 25-50-NWSL-2-0-1-EM-SR-NA-US This email was sent to oluwatomiwajinadu@gmail.com . Unsubscribe . Questions? Contact us here . P.O. Box 549, Fort Smith, AR 72902. ¬© 2025 Starbucks Coffee Company. Starbucks Card Terms of Use Starbucks ¬Æ Rewards Terms of Use Privacy Statement - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -'</li></ul> |
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- | offer | <ul><li>'Dear Kevin Wilson, InnovateCode is pleased to offer you an internship position in our Software Development department, with an effective start date of June 1st, 2024. As an intern, this is a paid position at $20 per hour for 40 hours per week. You will be eligible for basic benefits such as learning stipend and team lunch allowances. However, you will not be eligible for full employee benefits such as health insurance or 401k during your internship period. Throughout your internship, you may be given access to confidential information belonging to InnovateCode. Upon acceptance of this offer, you agree that you will keep all InnovateCode information private and confidential. We look forward to working with you. Please feel free to reach out to us directly if you have any questions. Sincerely, Alex Kim CTO'</li><li>'Marcus Rodriguez 753 Cloud Street, Denver, CO 80201 Re: Employment Offer Dear Marcus: On behalf of InfraMax, Inc. (the "Company"), it is my pleasure to offer you employment with the Company in the role set forth below. The purpose of this letter is to summarize the initial terms of your employment with the Company, should you accept our offer. 1. Employment. You will be employed, on or before January 15th, 2025 to serve in the position of DevOps Engineer, reporting to Tom Rodriguez, Infrastructure Lead. In this position, your duties and responsibilities will include those normally associated with the above position. In addition, you will be responsible for other duties as may from time to time be assigned to you by the Company. The Company may change your position, duties, and work location, as it deems necessary. 2. Salary. Your base salary will be $95,000, paid semi-monthly, less all applicable federal, state and local taxes and withholdings, to be paid in installments in accordance with the Company\'s standard payroll practices. Such base salary may be adjusted from time to time in accordance with normal business practices and in the sole discretion of the Company. 3. On-Call Bonus. You will receive additional compensation of $200 per week for on-call rotation responsibilities. Please confirm your acceptance by January 10th, 2025. Sincerely, Tom Rodriguez Infrastructure Lead'</li><li>'Michael Chen 456 Innovation Drive, San Francisco, CA 94105 Re: Employment Offer Dear Michael: On behalf of ProductMax, Inc. (the "Company"), it is my pleasure to offer you employment with the Company in the role set forth below. The purpose of this letter is to summarize the initial terms of your employment with the Company, should you accept our offer. 1. Employment. You will be employed, on or before April 15th, 2024 to serve in the position of Product Manager, reporting to Sarah Kim, VP of Product. In this position, your duties and responsibilities will include those normally associated with the above position. In addition, you will be responsible for other duties as may from time to time be assigned to you by the Company. The Company may change your position, duties, and work location, as it deems necessary. 2. Salary. Your base salary will be $120,000, paid semi-monthly, less all applicable federal, state and local taxes and withholdings, to be paid in installments in accordance with the Company\'s standard payroll practices. Such base salary may be adjusted from time to time in accordance with normal business practices and in the sole discretion of the Company. Please confirm your acceptance by April 10th, 2024. Sincerely, Sarah Kim VP of Product'</li></ul> |
104
- | not-job-status-update | <ul><li>'Hi Oluwatomiwa, I\'ve been keeping an eye out for jobs you might be interested in, and guess what? I found some that look similar to the Design-System Engineer position at DataAnnotation and wanted to run them by you. If anything looks interesting to you, simply click the "1-Click Apply" button and I‚Äôll go ahead and submit your application using the resume you have on file. How‚Äôs that for easy? Systems Software Programmer Onsite It Advisors Llc in Atlanta, GA $100K - $130K / yr 1-Click Apply Senior Reliability Engineer Takeda Pharmaceutical in Social Circle, GA Applications Engineer Atlanta Fine Homes Sotheby\'s International Realty in Atlanta, GA $95K - $125K / yr 1-Click Apply Lead Technical Cassandra Expert Perficient in Alpharetta, GA Airworthiness & Certification Engineer - Level 2 Lockheed Martin in Marietta, GA See More Suggested Jobs Let\'s do this! Phil Your Career Advisor Get Hired Faster Download the free iOS or Android app and search millions of jobs from anywhere. Already found your perfect job? Let us know If you\'d prefer not to receive any more emails like this from us you can easily unsubscribe ZipRecruiter, Inc. &copy; All Rights Reserved Worldwide, 3000 Ocean Park Blvd., Suite 3000, Santa Monica, CA 90405, USA Privacy Policy ZipRecruiter provides pay estimates when companies do not include pay in the job post. ZipRecruiter estimates are based on pay from similar jobs (in similar areas), may change over time, and may not be indicative of pay for the position. ZipRecruiter provides estimates for convenience only, and makes no guarantees or promises regarding any expected or actual job payment.'</li><li>'Hi Oluwatomiwa,\n\nThank you for your interest in the IT Software Developer position for Allegiance Benefit Plan Management.\n\nIn order for us to consider you further for this position, we need you to provide a bit more information through our online application portal. You will just need to go to the link below and complete the application.\n\nhttps://l.applicantpro.com/l/R6WF419wbs\n\nThanks again, and we look forward to reviewing the rest of your application once you have completed it. We will contact you if we determine we would like to move forward.\n\nSincerely,\n\nAllegiance Benefit Plan Management'</li><li>'Crowdstrike SkillBridge, Internal Investigations Analyst (Remote): As a global leader in cybersecurity, CrowdStrike‚Your job alert for cyber security specialist New jobs in United States match your preferences. SkillBridge, Internal Investigations Analyst (Remote) CrowdStrike &middot; Sunnyvale, CA (Remote) Actively recruiting Cybersecurity Engineer (ISSE) Life Cycle Engineering &middot; Philadelphia, PA (Hybrid) Easy Apply Cybersecurity Specialist Booz Allen Hamilton &middot; Clearfield, UT $62K-$141K / year Actively recruiting See all jobs Job search smarter with Premium Reactivate Premium Get the new LinkedIn desktop app Also available on mobile This email was intended for Oluwatomiwa Jinadu (Software Developer | Java, React & Next.js | UWG ‚Äò25.) Learn why we included this. You are receiving Job Alert emails. Manage job alerts ¬∑ Unsubscribe ¬∑ Help ¬© 2025 LinkedIn Corporation, 1000 West Maude Avenue, Sunnyvale, CA 94085. LinkedIn and the LinkedIn logo are registered trademarks of LinkedIn.'</li></ul> |
105
- | next-phase | <ul><li>"Hey Oluwatomiwa,\nWe're excited to invite you to the next phase of the Front-End Engineer role.\nBefore moving forward, please ensure your location is on the list of accepted locations.\nImportant Notice\n\nIf you currently have or previously had credentials with Outlier or a related platform, please do not proceed with your application. Duplicate accounts will be flagged automatically and result in permanent restrictions.\nNext Steps\nComplete a 30-minute code review:\nYou’ll receive an email from DevSkiller shortly with all the instructions. Check your spam or promotions folder if it doesn’t appear in your inbox.\nThe review, designed by our CTO, reflects the type of tasks you would handle in this role. It’s not overly technical, but we’ll assess your communication skills and attention to detail.\nSubmit your code review within 48 hours of receiving the DevSkiller email.\nPass the final interview:\nTo prep, watch this video.\nIf you need assistance of any kind just reply to this email, and we’ll gladly assist you.\nThank you for your interest in joining G2i. We look forward to seeing what you can do!\nBest regards,\nG2i Team"</li><li>'Robert Kim, As part of your application to Senior DevOps Engineer, we recently invited you to complete our Technical Assessment. We wanted to let you know that your responses have been received and are being considered, along with other information from your application process, to determine next steps. These next steps may include being invited to complete another assessment or invitation to an interview. Please note that if you did not just complete an assessment, this means that your responses were returned from a prior application to ServerMax and completion of the same assessment. As your assessment responses remain valid for 12 months, there is no need to retake this assessment at this time. ServerMax Assessment Team'</li><li>"Hi Sarah, Thank you again for your interest in the Software Engineer position at TechFlow. As part of our hiring process, the next step is to complete an assessment that will help us better understand your skills and suitability for the role. Here's what to expect: • Assessment details: Technical coding challenges and algorithm problem-solving • Estimated time: 90 minutes • Deadline: Please complete the assessment by March 25th, 2024. To begin the assessment, simply follow this link: https://assess.techflow.com/candidate/sarah-jones. The results will help us determine if the Software Engineer position is the right fit for you. If you have any questions or concerns regarding the assessment, please feel free to reach out. We'll be in touch soon after we've reviewed your results. Good luck! David Chen - Senior Engineering Manager"</li></ul> |
106
- | interview | <ul><li>'Hi Jennifer, Congratulations on making it to the final round of interviews for the Senior Developer position! We would like to invite you to a final video interview with me and our CTO Sarah Chen, along with Lead Developer Mark Johnson. This will be a chance for us to discuss your experience and qualifications in more detail, as well as for you to meet with other members of the team. You can check out their LinkedIn profiles here: https://linkedin.com/in/sarahchen-cto and https://linkedin.com/in/markjohnson-dev Please let me know which of the following dates and times work best for you: • Tuesday, March 26th at 10:00 AM PST • Wednesday, March 27th at 2:00 PM PST • Thursday, March 28th at 11:00 AM PST As always, we want to make sure that everyone has an equal opportunity to succeed, so if you require any accommodations for the final interview, please let us know in advance. Looking forward to speaking with you! Best regards, Tony Liu - Engineering Manager'</li><li>"Hi Marcus, Thank you for sending your application data stream our way at NeuralTech! Your resume just ran through our systems, and let's just say, your skill matrix looks incredibly promising. We were genuinely intrigued by your experience and see some serious potential for you to help us build the future of AI innovation. I'd love to initiate a brief human-to-human connection to tell you more about NeuralTech, download the specifics on the team you'd be joining (Backend Engineering), and get to know the brilliant mind behind that impressive resume. It'll also be a great opportunity to debug any initial questions you might have. Please let me know a few times that work best for your schedule in the coming days, and we'll get our calendars synced! Looking forward to connecting, Best, Alex"</li><li>"Hello Gregory, Thank you for your interest in volunteering with Habitat for Humanity! We have received your completed application and appreciate your willingness to help build homes for families in need. We tried calling you this afternoon but weren't able to reach you. I would like to schedule a brief 15-minute phone conversation to discuss your construction experience, availability, and preferred volunteer activities. Our volunteer coordinator is available Monday through Friday from 8 am to 5 pm, and some Saturday mornings are also possible. If you need to schedule outside these hours, please let us know and we'll accommodate you. Please respond with your preferred call times, or reach out to us directly at volunteer@habitatmetro.org. You can also learn more about our current build projects: https://habitatmetro.org/current-projects Best, Construction Volunteer Team"</li></ul> |
107
- | rejected | <ul><li>'Thank you for your interest in the Software Engineer position at Silicon Integration Initiative, Inc. in Austin, Texas, United States. Unfortunately, we will not be moving forward with your application, but we appreciate your time and interest in Silicon Integration Initiative, Inc..\n\nRegards,\n\nSilicon Integration Initiative, Inc.'</li><li>"Hi Name,\n\nThank you for taking the time to apply with us at Tyler Technologies.\n\nAfter careful consideration of your background and experience, we won't be moving forward with your application for the role of Junior Software Developer (Temporary Part Time) at this time.\n\nIf you've applied for other positions, that's great! Our recruiting team reviews each application separately, so if we think you might be a match for another role, we'll definitely let you know.\n\nWe appreciate your interest in us and wish you every success.\n\nKind regards,\n\nThe Tyler Technologies Recruiting Team"</li><li>'Thank you for applying to the JavaScript / Ruby on Rails Developer - Remote / Work from Home position at Tithe.ly.\nUnfortunately, Tithe.ly has moved to the next step in their hiring process, and your application was not selected at this time.'</li></ul> |
108
- | applied | <ul><li>"Dear Name,\n\nWe have received your information regarding the following position: Software Engineer I (AWS/Node/React/AI), R-46114. To check the status of your job submission, return to the Candidate Home.\n\nWe understand talented people have many career opportunities and we are pleased you have decided to explore opportunities at Travelers. We have built a solid reputation as a leading insurance company, employ some of the most talented, passionate people in the industry and provide endless opportunities for those willing to reach for them.\n\nAt Travelers, we're interested in building a workforce of top achievers committed to our company's success - and their own. We take great care and pride in the attention we give to selecting top talent. We will review your information and if you meet the qualifications for this opening you may be contacted by a member of our team.\n\nSincerely,\nTravelers Talent Acquisition Team"</li><li>"We've received your application for Mobile Developer at AppStudio! Here are other exciting opportunities: iOS Developer at MobileTech $110K, Android Developer at SmartApps $105K, Flutter Developer at CrossPlatform $115K. Continue your job search with confidence! Warmly, LinkedIn Jobs Team."</li><li>"Hi Name,\n \nThank you for your interest in Replit! We wanted to let you know we received your application for Software Engineer, Full Stack, and we are delighted that you would consider joining our team.\n \nWe will review your application and will be in touch if your qualifications match our needs for the role. If you are not selected for this position, keep an eye on our careers page as we're growing quickly and adding openings.\n \nBest,\nThe Talent Team @ Replit"</li></ul> |
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-
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- ## Uses
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-
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- ### Direct Use for Inference
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-
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- First install the SetFit library:
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-
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- ```bash
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- pip install setfit
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- ```
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-
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- Then you can load this model and run inference.
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  ```python
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  from setfit import SetFitModel
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-
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- # Download from the 🤗 Hub
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- model = SetFitModel.from_pretrained("setfit_model_id")
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- # Run inference
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- preds = model("Dear Experteer Member,
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-
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- We have found new positions for your saved search.
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-
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- 2
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-
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-
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- positions for Software Engineer positions
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- Technical Lead
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- Denver, CO
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- $ 100,000+
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- Full-Stack Developer (Java based)
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- Denver, CO
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- $ 100,000+")
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  ```
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- <!--
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- ### Downstream Use
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-
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- *List how someone could finetune this model on their own dataset.*
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- -->
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-
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- <!--
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- ### Out-of-Scope Use
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-
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- *List how the model may foreseeably be misused and address what users ought not to do with the model.*
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- -->
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-
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- <!--
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- ## Bias, Risks and Limitations
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-
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- *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
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- -->
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-
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- <!--
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- ### Recommendations
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-
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- *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
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- -->
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-
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- ## Training Details
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-
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- ### Training Set Metrics
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- | Training set | Min | Median | Max |
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- |:-------------|:----|:---------|:----|
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- | Word count | 12 | 140.0476 | 421 |
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-
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- | Label | Training Sample Count |
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- |:----------------------|:----------------------|
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- | applied | 62 |
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- | interview | 45 |
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- | next-phase | 35 |
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- | not-job-related | 75 |
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- | not-job-status-update | 54 |
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- | offer | 36 |
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- | rejected | 50 |
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-
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- ### Training Hyperparameters
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- - batch_size: (16, 16)
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- - num_epochs: (1, 1)
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- - max_steps: -1
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- - sampling_strategy: oversampling
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- - body_learning_rate: (2e-05, 1e-05)
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- - head_learning_rate: 0.01
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- - loss: CosineSimilarityLoss
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- - distance_metric: cosine_distance
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- - margin: 0.25
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- - end_to_end: False
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- - use_amp: False
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- - warmup_proportion: 0.1
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- - l2_weight: 0.01
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- - seed: 42
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- - evaluation_strategy: epoch
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- - eval_max_steps: -1
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- - load_best_model_at_end: False
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-
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- ### Training Results
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- | Epoch | Step | Training Loss | Validation Loss |
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- |:------:|:----:|:-------------:|:---------------:|
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- | 0.0001 | 1 | 0.3746 | - |
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- | 0.0015 | 10 | 0.2571 | - |
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- | 0.0030 | 20 | 0.2704 | - |
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- | 0.0044 | 30 | 0.2489 | - |
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- | 0.0059 | 40 | 0.263 | - |
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- | 0.0074 | 50 | 0.2456 | - |
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- | 0.0089 | 60 | 0.2422 | - |
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- | 0.0104 | 70 | 0.1974 | - |
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- | 0.0118 | 80 | 0.2357 | - |
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- | 0.0133 | 90 | 0.2338 | - |
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- | 0.0148 | 100 | 0.2363 | - |
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- | 0.0163 | 110 | 0.2139 | - |
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- | 0.0178 | 120 | 0.2068 | - |
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- | 0.0193 | 130 | 0.2008 | - |
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- | 0.0207 | 140 | 0.1988 | - |
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- | 0.0222 | 150 | 0.1972 | - |
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- | 0.0237 | 160 | 0.1778 | - |
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- | 0.0252 | 170 | 0.1726 | - |
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- | 0.0267 | 180 | 0.1622 | - |
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- | 0.0281 | 190 | 0.1582 | - |
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- | 0.0296 | 200 | 0.1571 | - |
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- | 0.0311 | 210 | 0.1603 | - |
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- | 0.0326 | 220 | 0.1464 | - |
230
- | 0.0341 | 230 | 0.1581 | - |
231
- | 0.0355 | 240 | 0.1504 | - |
232
- | 0.0370 | 250 | 0.1326 | - |
233
- | 0.0385 | 260 | 0.1133 | - |
234
- | 0.0400 | 270 | 0.0992 | - |
235
- | 0.0415 | 280 | 0.0876 | - |
236
- | 0.0430 | 290 | 0.1065 | - |
237
- | 0.0444 | 300 | 0.097 | - |
238
- | 0.0459 | 310 | 0.087 | - |
239
- | 0.0474 | 320 | 0.0832 | - |
240
- | 0.0489 | 330 | 0.0766 | - |
241
- | 0.0504 | 340 | 0.0706 | - |
242
- | 0.0518 | 350 | 0.0607 | - |
243
- | 0.0533 | 360 | 0.0677 | - |
244
- | 0.0548 | 370 | 0.0383 | - |
245
- | 0.0563 | 380 | 0.0543 | - |
246
- | 0.0578 | 390 | 0.0446 | - |
247
- | 0.0592 | 400 | 0.0531 | - |
248
- | 0.0607 | 410 | 0.0642 | - |
249
- | 0.0622 | 420 | 0.0381 | - |
250
- | 0.0637 | 430 | 0.0393 | - |
251
- | 0.0652 | 440 | 0.0413 | - |
252
- | 0.0666 | 450 | 0.0274 | - |
253
- | 0.0681 | 460 | 0.0237 | - |
254
- | 0.0696 | 470 | 0.0266 | - |
255
- | 0.0711 | 480 | 0.0214 | - |
256
- | 0.0726 | 490 | 0.0171 | - |
257
- | 0.0741 | 500 | 0.0198 | - |
258
- | 0.0755 | 510 | 0.0162 | - |
259
- | 0.0770 | 520 | 0.017 | - |
260
- | 0.0785 | 530 | 0.0132 | - |
261
- | 0.0800 | 540 | 0.0147 | - |
262
- | 0.0815 | 550 | 0.0126 | - |
263
- | 0.0829 | 560 | 0.0155 | - |
264
- | 0.0844 | 570 | 0.0065 | - |
265
- | 0.0859 | 580 | 0.008 | - |
266
- | 0.0874 | 590 | 0.0067 | - |
267
- | 0.0889 | 600 | 0.0127 | - |
268
- | 0.0903 | 610 | 0.0057 | - |
269
- | 0.0918 | 620 | 0.0129 | - |
270
- | 0.0933 | 630 | 0.0046 | - |
271
- | 0.0948 | 640 | 0.0051 | - |
272
- | 0.0963 | 650 | 0.0042 | - |
273
- | 0.0977 | 660 | 0.005 | - |
274
- | 0.0992 | 670 | 0.004 | - |
275
- | 0.1007 | 680 | 0.0098 | - |
276
- | 0.1022 | 690 | 0.004 | - |
277
- | 0.1037 | 700 | 0.004 | - |
278
- | 0.1052 | 710 | 0.0089 | - |
279
- | 0.1066 | 720 | 0.0054 | - |
280
- | 0.1081 | 730 | 0.0053 | - |
281
- | 0.1096 | 740 | 0.0032 | - |
282
- | 0.1111 | 750 | 0.004 | - |
283
- | 0.1126 | 760 | 0.0039 | - |
284
- | 0.1140 | 770 | 0.0085 | - |
285
- | 0.1155 | 780 | 0.0047 | - |
286
- | 0.1170 | 790 | 0.0035 | - |
287
- | 0.1185 | 800 | 0.0027 | - |
288
- | 0.1200 | 810 | 0.0081 | - |
289
- | 0.1214 | 820 | 0.0063 | - |
290
- | 0.1229 | 830 | 0.0055 | - |
291
- | 0.1244 | 840 | 0.0023 | - |
292
- | 0.1259 | 850 | 0.0025 | - |
293
- | 0.1274 | 860 | 0.0068 | - |
294
- | 0.1289 | 870 | 0.0069 | - |
295
- | 0.1303 | 880 | 0.0048 | - |
296
- | 0.1318 | 890 | 0.0065 | - |
297
- | 0.1333 | 900 | 0.0066 | - |
298
- | 0.1348 | 910 | 0.0029 | - |
299
- | 0.1363 | 920 | 0.0019 | - |
300
- | 0.1377 | 930 | 0.0043 | - |
301
- | 0.1392 | 940 | 0.0015 | - |
302
- | 0.1407 | 950 | 0.0076 | - |
303
- | 0.1422 | 960 | 0.0017 | - |
304
- | 0.1437 | 970 | 0.002 | - |
305
- | 0.1451 | 980 | 0.0014 | - |
306
- | 0.1466 | 990 | 0.0012 | - |
307
- | 0.1481 | 1000 | 0.0012 | - |
308
- | 0.1496 | 1010 | 0.0063 | - |
309
- | 0.1511 | 1020 | 0.0036 | - |
310
- | 0.1525 | 1030 | 0.0035 | - |
311
- | 0.1540 | 1040 | 0.0076 | - |
312
- | 0.1555 | 1050 | 0.0011 | - |
313
- | 0.1570 | 1060 | 0.0012 | - |
314
- | 0.1585 | 1070 | 0.0058 | - |
315
- | 0.1600 | 1080 | 0.0057 | - |
316
- | 0.1614 | 1090 | 0.0027 | - |
317
- | 0.1629 | 1100 | 0.0038 | - |
318
- | 0.1644 | 1110 | 0.0077 | - |
319
- | 0.1659 | 1120 | 0.0033 | - |
320
- | 0.1674 | 1130 | 0.0025 | - |
321
- | 0.1688 | 1140 | 0.0055 | - |
322
- | 0.1703 | 1150 | 0.0013 | - |
323
- | 0.1718 | 1160 | 0.0012 | - |
324
- | 0.1733 | 1170 | 0.002 | - |
325
- | 0.1748 | 1180 | 0.0012 | - |
326
- | 0.1762 | 1190 | 0.0023 | - |
327
- | 0.1777 | 1200 | 0.0069 | - |
328
- | 0.1792 | 1210 | 0.0017 | - |
329
- | 0.1807 | 1220 | 0.0018 | - |
330
- | 0.1822 | 1230 | 0.0015 | - |
331
- | 0.1836 | 1240 | 0.005 | - |
332
- | 0.1851 | 1250 | 0.0053 | - |
333
- | 0.1866 | 1260 | 0.0008 | - |
334
- | 0.1881 | 1270 | 0.0013 | - |
335
- | 0.1896 | 1280 | 0.0008 | - |
336
- | 0.1911 | 1290 | 0.0009 | - |
337
- | 0.1925 | 1300 | 0.0009 | - |
338
- | 0.1940 | 1310 | 0.0008 | - |
339
- | 0.1955 | 1320 | 0.002 | - |
340
- | 0.1970 | 1330 | 0.0009 | - |
341
- | 0.1985 | 1340 | 0.0057 | - |
342
- | 0.1999 | 1350 | 0.0055 | - |
343
- | 0.2014 | 1360 | 0.0022 | - |
344
- | 0.2029 | 1370 | 0.001 | - |
345
- | 0.2044 | 1380 | 0.0006 | - |
346
- | 0.2059 | 1390 | 0.0024 | - |
347
- | 0.2073 | 1400 | 0.0006 | - |
348
- | 0.2088 | 1410 | 0.0028 | - |
349
- | 0.2103 | 1420 | 0.0011 | - |
350
- | 0.2118 | 1430 | 0.0018 | - |
351
- | 0.2133 | 1440 | 0.0007 | - |
352
- | 0.2148 | 1450 | 0.0008 | - |
353
- | 0.2162 | 1460 | 0.0068 | - |
354
- | 0.2177 | 1470 | 0.0008 | - |
355
- | 0.2192 | 1480 | 0.0007 | - |
356
- | 0.2207 | 1490 | 0.0042 | - |
357
- | 0.2222 | 1500 | 0.0007 | - |
358
- | 0.2236 | 1510 | 0.0018 | - |
359
- | 0.2251 | 1520 | 0.0022 | - |
360
- | 0.2266 | 1530 | 0.0009 | - |
361
- | 0.2281 | 1540 | 0.0007 | - |
362
- | 0.2296 | 1550 | 0.0016 | - |
363
- | 0.2310 | 1560 | 0.001 | - |
364
- | 0.2325 | 1570 | 0.0006 | - |
365
- | 0.2340 | 1580 | 0.0061 | - |
366
- | 0.2355 | 1590 | 0.0007 | - |
367
- | 0.2370 | 1600 | 0.0051 | - |
368
- | 0.2384 | 1610 | 0.0026 | - |
369
- | 0.2399 | 1620 | 0.0007 | - |
370
- | 0.2414 | 1630 | 0.0006 | - |
371
- | 0.2429 | 1640 | 0.0028 | - |
372
- | 0.2444 | 1650 | 0.0038 | - |
373
- | 0.2459 | 1660 | 0.0043 | - |
374
- | 0.2473 | 1670 | 0.0011 | - |
375
- | 0.2488 | 1680 | 0.0054 | - |
376
- | 0.2503 | 1690 | 0.0059 | - |
377
- | 0.2518 | 1700 | 0.005 | - |
378
- | 0.2533 | 1710 | 0.0067 | - |
379
- | 0.2547 | 1720 | 0.0014 | - |
380
- | 0.2562 | 1730 | 0.0122 | - |
381
- | 0.2577 | 1740 | 0.0016 | - |
382
- | 0.2592 | 1750 | 0.0051 | - |
383
- | 0.2607 | 1760 | 0.0067 | - |
384
- | 0.2621 | 1770 | 0.0052 | - |
385
- | 0.2636 | 1780 | 0.001 | - |
386
- | 0.2651 | 1790 | 0.0023 | - |
387
- | 0.2666 | 1800 | 0.0019 | - |
388
- | 0.2681 | 1810 | 0.001 | - |
389
- | 0.2695 | 1820 | 0.0007 | - |
390
- | 0.2710 | 1830 | 0.0006 | - |
391
- | 0.2725 | 1840 | 0.0006 | - |
392
- | 0.2740 | 1850 | 0.0007 | - |
393
- | 0.2755 | 1860 | 0.0006 | - |
394
- | 0.2770 | 1870 | 0.0062 | - |
395
- | 0.2784 | 1880 | 0.0005 | - |
396
- | 0.2799 | 1890 | 0.0083 | - |
397
- | 0.2814 | 1900 | 0.0018 | - |
398
- | 0.2829 | 1910 | 0.0049 | - |
399
- | 0.2844 | 1920 | 0.007 | - |
400
- | 0.2858 | 1930 | 0.0009 | - |
401
- | 0.2873 | 1940 | 0.0039 | - |
402
- | 0.2888 | 1950 | 0.0007 | - |
403
- | 0.2903 | 1960 | 0.0045 | - |
404
- | 0.2918 | 1970 | 0.0011 | - |
405
- | 0.2932 | 1980 | 0.0008 | - |
406
- | 0.2947 | 1990 | 0.0007 | - |
407
- | 0.2962 | 2000 | 0.0006 | - |
408
- | 0.2977 | 2010 | 0.0069 | - |
409
- | 0.2992 | 2020 | 0.0013 | - |
410
- | 0.3007 | 2030 | 0.0022 | - |
411
- | 0.3021 | 2040 | 0.0016 | - |
412
- | 0.3036 | 2050 | 0.0007 | - |
413
- | 0.3051 | 2060 | 0.0006 | - |
414
- | 0.3066 | 2070 | 0.0005 | - |
415
- | 0.3081 | 2080 | 0.0006 | - |
416
- | 0.3095 | 2090 | 0.0086 | - |
417
- | 0.3110 | 2100 | 0.0021 | - |
418
- | 0.3125 | 2110 | 0.0008 | - |
419
- | 0.3140 | 2120 | 0.0004 | - |
420
- | 0.3155 | 2130 | 0.006 | - |
421
- | 0.3169 | 2140 | 0.0009 | - |
422
- | 0.3184 | 2150 | 0.0012 | - |
423
- | 0.3199 | 2160 | 0.0008 | - |
424
- | 0.3214 | 2170 | 0.0026 | - |
425
- | 0.3229 | 2180 | 0.0005 | - |
426
- | 0.3243 | 2190 | 0.0009 | - |
427
- | 0.3258 | 2200 | 0.0056 | - |
428
- | 0.3273 | 2210 | 0.0017 | - |
429
- | 0.3288 | 2220 | 0.0009 | - |
430
- | 0.3303 | 2230 | 0.0004 | - |
431
- | 0.3318 | 2240 | 0.0033 | - |
432
- | 0.3332 | 2250 | 0.0005 | - |
433
- | 0.3347 | 2260 | 0.0005 | - |
434
- | 0.3362 | 2270 | 0.0004 | - |
435
- | 0.3377 | 2280 | 0.0003 | - |
436
- | 0.3392 | 2290 | 0.0018 | - |
437
- | 0.3406 | 2300 | 0.0048 | - |
438
- | 0.3421 | 2310 | 0.0004 | - |
439
- | 0.3436 | 2320 | 0.0004 | - |
440
- | 0.3451 | 2330 | 0.0006 | - |
441
- | 0.3466 | 2340 | 0.0051 | - |
442
- | 0.3480 | 2350 | 0.0039 | - |
443
- | 0.3495 | 2360 | 0.0028 | - |
444
- | 0.3510 | 2370 | 0.0006 | - |
445
- | 0.3525 | 2380 | 0.0035 | - |
446
- | 0.3540 | 2390 | 0.0004 | - |
447
- | 0.3555 | 2400 | 0.0006 | - |
448
- | 0.3569 | 2410 | 0.0079 | - |
449
- | 0.3584 | 2420 | 0.0014 | - |
450
- | 0.3599 | 2430 | 0.0025 | - |
451
- | 0.3614 | 2440 | 0.0005 | - |
452
- | 0.3629 | 2450 | 0.0004 | - |
453
- | 0.3643 | 2460 | 0.0013 | - |
454
- | 0.3658 | 2470 | 0.0029 | - |
455
- | 0.3673 | 2480 | 0.0012 | - |
456
- | 0.3688 | 2490 | 0.0046 | - |
457
- | 0.3703 | 2500 | 0.0003 | - |
458
- | 0.3717 | 2510 | 0.0027 | - |
459
- | 0.3732 | 2520 | 0.0024 | - |
460
- | 0.3747 | 2530 | 0.0018 | - |
461
- | 0.3762 | 2540 | 0.0005 | - |
462
- | 0.3777 | 2550 | 0.0004 | - |
463
- | 0.3791 | 2560 | 0.0041 | - |
464
- | 0.3806 | 2570 | 0.0026 | - |
465
- | 0.3821 | 2580 | 0.001 | - |
466
- | 0.3836 | 2590 | 0.0046 | - |
467
- | 0.3851 | 2600 | 0.0044 | - |
468
- | 0.3866 | 2610 | 0.0004 | - |
469
- | 0.3880 | 2620 | 0.0011 | - |
470
- | 0.3895 | 2630 | 0.0003 | - |
471
- | 0.3910 | 2640 | 0.0007 | - |
472
- | 0.3925 | 2650 | 0.0018 | - |
473
- | 0.3940 | 2660 | 0.0006 | - |
474
- | 0.3954 | 2670 | 0.0007 | - |
475
- | 0.3969 | 2680 | 0.0007 | - |
476
- | 0.3984 | 2690 | 0.0008 | - |
477
- | 0.3999 | 2700 | 0.0011 | - |
478
- | 0.4014 | 2710 | 0.0003 | - |
479
- | 0.4028 | 2720 | 0.009 | - |
480
- | 0.4043 | 2730 | 0.0003 | - |
481
- | 0.4058 | 2740 | 0.0003 | - |
482
- | 0.4073 | 2750 | 0.0014 | - |
483
- | 0.4088 | 2760 | 0.0012 | - |
484
- | 0.4102 | 2770 | 0.0003 | - |
485
- | 0.4117 | 2780 | 0.0022 | - |
486
- | 0.4132 | 2790 | 0.0002 | - |
487
- | 0.4147 | 2800 | 0.0015 | - |
488
- | 0.4162 | 2810 | 0.0003 | - |
489
- | 0.4177 | 2820 | 0.001 | - |
490
- | 0.4191 | 2830 | 0.0002 | - |
491
- | 0.4206 | 2840 | 0.0002 | - |
492
- | 0.4221 | 2850 | 0.0003 | - |
493
- | 0.4236 | 2860 | 0.001 | - |
494
- | 0.4251 | 2870 | 0.0008 | - |
495
- | 0.4265 | 2880 | 0.0025 | - |
496
- | 0.4280 | 2890 | 0.0029 | - |
497
- | 0.4295 | 2900 | 0.0004 | - |
498
- | 0.4310 | 2910 | 0.0054 | - |
499
- | 0.4325 | 2920 | 0.001 | - |
500
- | 0.4339 | 2930 | 0.0019 | - |
501
- | 0.4354 | 2940 | 0.0041 | - |
502
- | 0.4369 | 2950 | 0.0025 | - |
503
- | 0.4384 | 2960 | 0.0039 | - |
504
- | 0.4399 | 2970 | 0.0044 | - |
505
- | 0.4414 | 2980 | 0.001 | - |
506
- | 0.4428 | 2990 | 0.0008 | - |
507
- | 0.4443 | 3000 | 0.0013 | - |
508
- | 0.4458 | 3010 | 0.0036 | - |
509
- | 0.4473 | 3020 | 0.0028 | - |
510
- | 0.4488 | 3030 | 0.0048 | - |
511
- | 0.4502 | 3040 | 0.0012 | - |
512
- | 0.4517 | 3050 | 0.0002 | - |
513
- | 0.4532 | 3060 | 0.0011 | - |
514
- | 0.4547 | 3070 | 0.0014 | - |
515
- | 0.4562 | 3080 | 0.0017 | - |
516
- | 0.4576 | 3090 | 0.0016 | - |
517
- | 0.4591 | 3100 | 0.0013 | - |
518
- | 0.4606 | 3110 | 0.004 | - |
519
- | 0.4621 | 3120 | 0.0003 | - |
520
- | 0.4636 | 3130 | 0.0044 | - |
521
- | 0.4650 | 3140 | 0.0003 | - |
522
- | 0.4665 | 3150 | 0.0053 | - |
523
- | 0.4680 | 3160 | 0.0024 | - |
524
- | 0.4695 | 3170 | 0.0043 | - |
525
- | 0.4710 | 3180 | 0.0006 | - |
526
- | 0.4725 | 3190 | 0.0022 | - |
527
- | 0.4739 | 3200 | 0.0005 | - |
528
- | 0.4754 | 3210 | 0.0003 | - |
529
- | 0.4769 | 3220 | 0.002 | - |
530
- | 0.4784 | 3230 | 0.0005 | - |
531
- | 0.4799 | 3240 | 0.005 | - |
532
- | 0.4813 | 3250 | 0.0006 | - |
533
- | 0.4828 | 3260 | 0.0003 | - |
534
- | 0.4843 | 3270 | 0.0008 | - |
535
- | 0.4858 | 3280 | 0.0016 | - |
536
- | 0.4873 | 3290 | 0.0003 | - |
537
- | 0.4887 | 3300 | 0.0002 | - |
538
- | 0.4902 | 3310 | 0.0041 | - |
539
- | 0.4917 | 3320 | 0.0002 | - |
540
- | 0.4932 | 3330 | 0.0027 | - |
541
- | 0.4947 | 3340 | 0.0032 | - |
542
- | 0.4961 | 3350 | 0.0003 | - |
543
- | 0.4976 | 3360 | 0.002 | - |
544
- | 0.4991 | 3370 | 0.0022 | - |
545
- | 0.5006 | 3380 | 0.0036 | - |
546
- | 0.5021 | 3390 | 0.0013 | - |
547
- | 0.5036 | 3400 | 0.0011 | - |
548
- | 0.5050 | 3410 | 0.0003 | - |
549
- | 0.5065 | 3420 | 0.0022 | - |
550
- | 0.5080 | 3430 | 0.0002 | - |
551
- | 0.5095 | 3440 | 0.0011 | - |
552
- | 0.5110 | 3450 | 0.0002 | - |
553
- | 0.5124 | 3460 | 0.0043 | - |
554
- | 0.5139 | 3470 | 0.0008 | - |
555
- | 0.5154 | 3480 | 0.0008 | - |
556
- | 0.5169 | 3490 | 0.005 | - |
557
- | 0.5184 | 3500 | 0.001 | - |
558
- | 0.5198 | 3510 | 0.0033 | - |
559
- | 0.5213 | 3520 | 0.0003 | - |
560
- | 0.5228 | 3530 | 0.002 | - |
561
- | 0.5243 | 3540 | 0.0002 | - |
562
- | 0.5258 | 3550 | 0.0002 | - |
563
- | 0.5273 | 3560 | 0.0002 | - |
564
- | 0.5287 | 3570 | 0.0015 | - |
565
- | 0.5302 | 3580 | 0.0002 | - |
566
- | 0.5317 | 3590 | 0.0014 | - |
567
- | 0.5332 | 3600 | 0.0002 | - |
568
- | 0.5347 | 3610 | 0.0001 | - |
569
- | 0.5361 | 3620 | 0.0002 | - |
570
- | 0.5376 | 3630 | 0.0002 | - |
571
- | 0.5391 | 3640 | 0.0015 | - |
572
- | 0.5406 | 3650 | 0.0002 | - |
573
- | 0.5421 | 3660 | 0.005 | - |
574
- | 0.5435 | 3670 | 0.0009 | - |
575
- | 0.5450 | 3680 | 0.0007 | - |
576
- | 0.5465 | 3690 | 0.0002 | - |
577
- | 0.5480 | 3700 | 0.0009 | - |
578
- | 0.5495 | 3710 | 0.0006 | - |
579
- | 0.5509 | 3720 | 0.0017 | - |
580
- | 0.5524 | 3730 | 0.0012 | - |
581
- | 0.5539 | 3740 | 0.0003 | - |
582
- | 0.5554 | 3750 | 0.0004 | - |
583
- | 0.5569 | 3760 | 0.0002 | - |
584
- | 0.5584 | 3770 | 0.0029 | - |
585
- | 0.5598 | 3780 | 0.0021 | - |
586
- | 0.5613 | 3790 | 0.0016 | - |
587
- | 0.5628 | 3800 | 0.0005 | - |
588
- | 0.5643 | 3810 | 0.0019 | - |
589
- | 0.5658 | 3820 | 0.0002 | - |
590
- | 0.5672 | 3830 | 0.0015 | - |
591
- | 0.5687 | 3840 | 0.0013 | - |
592
- | 0.5702 | 3850 | 0.0024 | - |
593
- | 0.5717 | 3860 | 0.0002 | - |
594
- | 0.5732 | 3870 | 0.002 | - |
595
- | 0.5746 | 3880 | 0.0003 | - |
596
- | 0.5761 | 3890 | 0.0007 | - |
597
- | 0.5776 | 3900 | 0.0023 | - |
598
- | 0.5791 | 3910 | 0.0004 | - |
599
- | 0.5806 | 3920 | 0.0042 | - |
600
- | 0.5820 | 3930 | 0.0002 | - |
601
- | 0.5835 | 3940 | 0.003 | - |
602
- | 0.5850 | 3950 | 0.0003 | - |
603
- | 0.5865 | 3960 | 0.0003 | - |
604
- | 0.5880 | 3970 | 0.0002 | - |
605
- | 0.5895 | 3980 | 0.0006 | - |
606
- | 0.5909 | 3990 | 0.0012 | - |
607
- | 0.5924 | 4000 | 0.0012 | - |
608
- | 0.5939 | 4010 | 0.0002 | - |
609
- | 0.5954 | 4020 | 0.0013 | - |
610
- | 0.5969 | 4030 | 0.0002 | - |
611
- | 0.5983 | 4040 | 0.0002 | - |
612
- | 0.5998 | 4050 | 0.0006 | - |
613
- | 0.6013 | 4060 | 0.0002 | - |
614
- | 0.6028 | 4070 | 0.0029 | - |
615
- | 0.6043 | 4080 | 0.0007 | - |
616
- | 0.6057 | 4090 | 0.0012 | - |
617
- | 0.6072 | 4100 | 0.0041 | - |
618
- | 0.6087 | 4110 | 0.0002 | - |
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630
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632
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634
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635
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636
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637
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638
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640
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641
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642
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643
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644
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645
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646
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647
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648
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649
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650
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651
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652
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653
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654
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655
- | 0.6635 | 4480 | 0.0008 | - |
656
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657
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658
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659
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660
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661
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662
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663
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664
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665
- | 0.6783 | 4580 | 0.0007 | - |
666
- | 0.6798 | 4590 | 0.0003 | - |
667
- | 0.6813 | 4600 | 0.0014 | - |
668
- | 0.6828 | 4610 | 0.0006 | - |
669
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670
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671
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672
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673
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674
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675
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676
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677
- | 0.6961 | 4700 | 0.0006 | - |
678
- | 0.6976 | 4710 | 0.0001 | - |
679
- | 0.6991 | 4720 | 0.0011 | - |
680
- | 0.7005 | 4730 | 0.0006 | - |
681
- | 0.7020 | 4740 | 0.0002 | - |
682
- | 0.7035 | 4750 | 0.0002 | - |
683
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684
- | 0.7065 | 4770 | 0.0013 | - |
685
- | 0.7079 | 4780 | 0.0008 | - |
686
- | 0.7094 | 4790 | 0.0008 | - |
687
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688
- | 0.7124 | 4810 | 0.0001 | - |
689
- | 0.7139 | 4820 | 0.0005 | - |
690
- | 0.7153 | 4830 | 0.0044 | - |
691
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692
- | 0.7183 | 4850 | 0.005 | - |
693
- | 0.7198 | 4860 | 0.0016 | - |
694
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695
- | 0.7227 | 4880 | 0.0003 | - |
696
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697
- | 0.7257 | 4900 | 0.0019 | - |
698
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699
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700
- | 0.7302 | 4930 | 0.0017 | - |
701
- | 0.7316 | 4940 | 0.001 | - |
702
- | 0.7331 | 4950 | 0.0016 | - |
703
- | 0.7346 | 4960 | 0.0018 | - |
704
- | 0.7361 | 4970 | 0.0076 | - |
705
- | 0.7376 | 4980 | 0.001 | - |
706
- | 0.7390 | 4990 | 0.0002 | - |
707
- | 0.7405 | 5000 | 0.0002 | - |
708
- | 0.7420 | 5010 | 0.0007 | - |
709
- | 0.7435 | 5020 | 0.0001 | - |
710
- | 0.7450 | 5030 | 0.0013 | - |
711
- | 0.7464 | 5040 | 0.0014 | - |
712
- | 0.7479 | 5050 | 0.0002 | - |
713
- | 0.7494 | 5060 | 0.0052 | - |
714
- | 0.7509 | 5070 | 0.0011 | - |
715
- | 0.7524 | 5080 | 0.0004 | - |
716
- | 0.7539 | 5090 | 0.0002 | - |
717
- | 0.7553 | 5100 | 0.0013 | - |
718
- | 0.7568 | 5110 | 0.0001 | - |
719
- | 0.7583 | 5120 | 0.0001 | - |
720
- | 0.7598 | 5130 | 0.0032 | - |
721
- | 0.7613 | 5140 | 0.0001 | - |
722
- | 0.7627 | 5150 | 0.0017 | - |
723
- | 0.7642 | 5160 | 0.0004 | - |
724
- | 0.7657 | 5170 | 0.0001 | - |
725
- | 0.7672 | 5180 | 0.0003 | - |
726
- | 0.7687 | 5190 | 0.0018 | - |
727
- | 0.7701 | 5200 | 0.0015 | - |
728
- | 0.7716 | 5210 | 0.0021 | - |
729
- | 0.7731 | 5220 | 0.0009 | - |
730
- | 0.7746 | 5230 | 0.0004 | - |
731
- | 0.7761 | 5240 | 0.0043 | - |
732
- | 0.7775 | 5250 | 0.0009 | - |
733
- | 0.7790 | 5260 | 0.0038 | - |
734
- | 0.7805 | 5270 | 0.0003 | - |
735
- | 0.7820 | 5280 | 0.0001 | - |
736
- | 0.7835 | 5290 | 0.0016 | - |
737
- | 0.7850 | 5300 | 0.0004 | - |
738
- | 0.7864 | 5310 | 0.0033 | - |
739
- | 0.7879 | 5320 | 0.0008 | - |
740
- | 0.7894 | 5330 | 0.0005 | - |
741
- | 0.7909 | 5340 | 0.0042 | - |
742
- | 0.7924 | 5350 | 0.0002 | - |
743
- | 0.7938 | 5360 | 0.0013 | - |
744
- | 0.7953 | 5370 | 0.0002 | - |
745
- | 0.7968 | 5380 | 0.0086 | - |
746
- | 0.7983 | 5390 | 0.0006 | - |
747
- | 0.7998 | 5400 | 0.0002 | - |
748
- | 0.8012 | 5410 | 0.0005 | - |
749
- | 0.8027 | 5420 | 0.0002 | - |
750
- | 0.8042 | 5430 | 0.0002 | - |
751
- | 0.8057 | 5440 | 0.0017 | - |
752
- | 0.8072 | 5450 | 0.0002 | - |
753
- | 0.8086 | 5460 | 0.0023 | - |
754
- | 0.8101 | 5470 | 0.0004 | - |
755
- | 0.8116 | 5480 | 0.0019 | - |
756
- | 0.8131 | 5490 | 0.0039 | - |
757
- | 0.8146 | 5500 | 0.0001 | - |
758
- | 0.8161 | 5510 | 0.0002 | - |
759
- | 0.8175 | 5520 | 0.003 | - |
760
- | 0.8190 | 5530 | 0.0002 | - |
761
- | 0.8205 | 5540 | 0.0043 | - |
762
- | 0.8220 | 5550 | 0.0011 | - |
763
- | 0.8235 | 5560 | 0.0008 | - |
764
- | 0.8249 | 5570 | 0.0015 | - |
765
- | 0.8264 | 5580 | 0.0008 | - |
766
- | 0.8279 | 5590 | 0.0007 | - |
767
- | 0.8294 | 5600 | 0.0004 | - |
768
- | 0.8309 | 5610 | 0.003 | - |
769
- | 0.8323 | 5620 | 0.0017 | - |
770
- | 0.8338 | 5630 | 0.0017 | - |
771
- | 0.8353 | 5640 | 0.0003 | - |
772
- | 0.8368 | 5650 | 0.0018 | - |
773
- | 0.8383 | 5660 | 0.001 | - |
774
- | 0.8398 | 5670 | 0.0001 | - |
775
- | 0.8412 | 5680 | 0.0014 | - |
776
- | 0.8427 | 5690 | 0.0029 | - |
777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
- | 0.8812 | 5950 | 0.0049 | - |
803
- | 0.8827 | 5960 | 0.0013 | - |
804
- | 0.8842 | 5970 | 0.0005 | - |
805
- | 0.8857 | 5980 | 0.001 | - |
806
- | 0.8871 | 5990 | 0.0039 | - |
807
- | 0.8886 | 6000 | 0.0012 | - |
808
- | 0.8901 | 6010 | 0.0001 | - |
809
- | 0.8916 | 6020 | 0.0008 | - |
810
- | 0.8931 | 6030 | 0.0006 | - |
811
- | 0.8945 | 6040 | 0.0012 | - |
812
- | 0.8960 | 6050 | 0.0002 | - |
813
- | 0.8975 | 6060 | 0.0001 | - |
814
- | 0.8990 | 6070 | 0.0069 | - |
815
- | 0.9005 | 6080 | 0.0001 | - |
816
- | 0.9020 | 6090 | 0.001 | - |
817
- | 0.9034 | 6100 | 0.0046 | - |
818
- | 0.9049 | 6110 | 0.0016 | - |
819
- | 0.9064 | 6120 | 0.0035 | - |
820
- | 0.9079 | 6130 | 0.0002 | - |
821
- | 0.9094 | 6140 | 0.0005 | - |
822
- | 0.9108 | 6150 | 0.0001 | - |
823
- | 0.9123 | 6160 | 0.0032 | - |
824
- | 0.9138 | 6170 | 0.0016 | - |
825
- | 0.9153 | 6180 | 0.0001 | - |
826
- | 0.9168 | 6190 | 0.0038 | - |
827
- | 0.9182 | 6200 | 0.004 | - |
828
- | 0.9197 | 6210 | 0.0007 | - |
829
- | 0.9212 | 6220 | 0.0048 | - |
830
- | 0.9227 | 6230 | 0.004 | - |
831
- | 0.9242 | 6240 | 0.0011 | - |
832
- | 0.9257 | 6250 | 0.0057 | - |
833
- | 0.9271 | 6260 | 0.0018 | - |
834
- | 0.9286 | 6270 | 0.0001 | - |
835
- | 0.9301 | 6280 | 0.0001 | - |
836
- | 0.9316 | 6290 | 0.0001 | - |
837
- | 0.9331 | 6300 | 0.0001 | - |
838
- | 0.9345 | 6310 | 0.0013 | - |
839
- | 0.9360 | 6320 | 0.0001 | - |
840
- | 0.9375 | 6330 | 0.0044 | - |
841
- | 0.9390 | 6340 | 0.0012 | - |
842
- | 0.9405 | 6350 | 0.0003 | - |
843
- | 0.9419 | 6360 | 0.0012 | - |
844
- | 0.9434 | 6370 | 0.0005 | - |
845
- | 0.9449 | 6380 | 0.0015 | - |
846
- | 0.9464 | 6390 | 0.0019 | - |
847
- | 0.9479 | 6400 | 0.0011 | - |
848
- | 0.9493 | 6410 | 0.0008 | - |
849
- | 0.9508 | 6420 | 0.0018 | - |
850
- | 0.9523 | 6430 | 0.0001 | - |
851
- | 0.9538 | 6440 | 0.0006 | - |
852
- | 0.9553 | 6450 | 0.0046 | - |
853
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854
- | 0.9582 | 6470 | 0.0041 | - |
855
- | 0.9597 | 6480 | 0.0001 | - |
856
- | 0.9612 | 6490 | 0.0013 | - |
857
- | 0.9627 | 6500 | 0.0007 | - |
858
- | 0.9642 | 6510 | 0.0001 | - |
859
- | 0.9656 | 6520 | 0.0034 | - |
860
- | 0.9671 | 6530 | 0.0006 | - |
861
- | 0.9686 | 6540 | 0.0002 | - |
862
- | 0.9701 | 6550 | 0.0018 | - |
863
- | 0.9716 | 6560 | 0.0006 | - |
864
- | 0.9730 | 6570 | 0.0014 | - |
865
- | 0.9745 | 6580 | 0.0001 | - |
866
- | 0.9760 | 6590 | 0.0001 | - |
867
- | 0.9775 | 6600 | 0.0013 | - |
868
- | 0.9790 | 6610 | 0.0008 | - |
869
- | 0.9805 | 6620 | 0.0062 | - |
870
- | 0.9819 | 6630 | 0.001 | - |
871
- | 0.9834 | 6640 | 0.0007 | - |
872
- | 0.9849 | 6650 | 0.001 | - |
873
- | 0.9864 | 6660 | 0.0018 | - |
874
- | 0.9879 | 6670 | 0.001 | - |
875
- | 0.9893 | 6680 | 0.0073 | - |
876
- | 0.9908 | 6690 | 0.0006 | - |
877
- | 0.9923 | 6700 | 0.0035 | - |
878
- | 0.9938 | 6710 | 0.0006 | - |
879
- | 0.9953 | 6720 | 0.0007 | - |
880
- | 0.9967 | 6730 | 0.0006 | - |
881
- | 0.9982 | 6740 | 0.0042 | - |
882
- | 0.9997 | 6750 | 0.0001 | - |
883
- | 1.0 | 6752 | - | 0.0191 |
884
-
885
- ### Framework Versions
886
- - Python: 3.11.13
887
- - SetFit: 1.1.3
888
- - Sentence Transformers: 5.1.0
889
- - Transformers: 4.56.1
890
- - PyTorch: 2.2.2
891
- - Datasets: 4.0.0
892
- - Tokenizers: 0.22.0
893
-
894
- ## Citation
895
-
896
- ### BibTeX
897
- ```bibtex
898
- @article{https://doi.org/10.48550/arxiv.2209.11055,
899
- doi = {10.48550/ARXIV.2209.11055},
900
- url = {https://arxiv.org/abs/2209.11055},
901
- author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
902
- keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
903
- title = {Efficient Few-Shot Learning Without Prompts},
904
- publisher = {arXiv},
905
- year = {2022},
906
- copyright = {Creative Commons Attribution 4.0 International}
907
- }
908
  ```
909
 
910
- <!--
911
- ## Glossary
912
-
913
- *Clearly define terms in order to be accessible across audiences.*
914
- -->
915
-
916
- <!--
917
- ## Model Card Authors
918
-
919
- *Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
920
- -->
921
-
922
- <!--
923
- ## Model Card Contact
924
-
925
- *Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
926
- -->
 
1
+ # Fine-tuned SetFit Model Usage
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2
 
3
+ ## Load the model
4
  ```python
5
  from setfit import SetFitModel
6
+ model = SetFitModel.from_pretrained('finetuned_setfit_email_classifier_20250922_173702')
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7
  ```
8
 
9
+ ## Make predictions
10
+ ```python
11
+ emails = ["Your email text here"]
12
+ predictions = model(emails)
13
+ print(predictions)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14
  ```
15
 
16
+ ## Model Info
17
+ - Original model: Tomiwajin/setfit_email_classifier
18
+ - Fine-tuned: 2025-09-22 17:37:02
 
 
 
 
 
 
 
 
 
 
 
 
 
 
finetune_info.json ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "original_model": "Tomiwajin/setfit_email_classifier",
3
+ "finetuned_timestamp": "20250922_173702",
4
+ "finetuned_date": "2025-09-22T17:37:02.490377",
5
+ "model_type": "Fine-tuned SetFit Email Classifier"
6
+ }
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- size 22991
 
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