Upload 15 files
Browse filesfine-tuned with better dataset
- README.md +649 -143
- model.safetensors +1 -1
- model_head.pkl +1 -1
- model_info.json +19 -13
- usage_example.md +33 -0
README.md
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- text-classification
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- generated_from_setfit_trainer
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widget:
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metrics:
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- accuracy
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pipeline_tag: text-classification
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
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### Model Labels
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| Label | Examples
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## Uses
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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("
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Unfortunately, YinzCam, Inc. has moved to the next step in their hiring process, and your application was not selected at this time.")
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```
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<!--
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## Training Details
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### Training Set Metrics
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| Training set | Min | Median
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| Word count |
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| Label | Training Sample Count |
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|:----------------------|:----------------------|
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| applied | 40 |
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| interview |
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| next-phase | 35 |
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| not-job-related | 55 |
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### Training Hyperparameters
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- num_epochs: (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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- warmup_proportion: 0.1
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- l2_weight: 0.01
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- seed: 42
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- eval_max_steps: -1
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- load_best_model_at_end: False
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### Training Results
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| Epoch | Step | Training Loss | Validation Loss |
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|:------:|:----:|:-------------:|:---------------:|
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### Framework Versions
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- Python: 3.11.13
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| 5 |
- text-classification
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- generated_from_setfit_trainer
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widget:
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+
- text: We'll help you get started pplication submitted Software Developer TherapyNotes.com
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- United States 30 reviews The following items were sent to TherapyNotes.com.
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Good luck! • Application • Resume Next steps • The employer or
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job advertiser may reach out to you about your application. Never share financial
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info or take job offers without an interview. Learn how to avoid scams . Please
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do not reply directly to this autogenerated email message. If you have any questions
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or concerns about your application, please contact Indeed . ©2025 Indeed Austin
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Indeed Tower, 200 West 6th Street, Floor 36, Austin, TX 78701 Indeed processes
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and analyzes your activity in this email. Privacy Policy | Terms | Help | Your
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Privacy Choices |
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- text: "Hello Oluwatomiwa\n\nMy name is Aisha. I am a Job Placement Program Co-Ordinator\
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\ at SynergisticIT. I saw your profile in our resume database and noted that you\
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\ are actively looking for new possibilities. \n \nWe at SynergisticIT provide\
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| 21 |
+
\ a Job placement program (JPP) (this is not a job offer).\nThink of this as a\
|
| 22 |
+
\ Tech bootcamp + Staffing + Software development all rolled into one.\nWe Upskill\
|
| 23 |
+
\ you for in demand tech skills, make you work on Tech projects, get you certifications,\
|
| 24 |
+
\ do interview prep, and also assess you for coding and then market you to tech\
|
| 25 |
+
\ clients, schedule interviews finally get you Hired for tech Positions with tech\
|
| 26 |
+
\ clients for full time permanent positions. \nFollowing the successful conclusion\
|
| 27 |
+
\ of our program, our applicants receive job offers ranging from $85k to $150k.\n\
|
| 28 |
+
Please visit this \nhttps://www.synergisticit.com/synergisticits-job-placement-program-gets-jobseekers-hired-into-tech-jobs/\n\
|
| 29 |
+
\ Please visit the link to see the presentation of the program and our successful\
|
| 30 |
+
\ candidates\nhttps://www.synergisticit.com/presentation/\n Quick Index of the\
|
| 31 |
+
\ presentation:\nAdvantages of Job placement Program are on Page 4\nSuccessful\
|
| 32 |
+
\ candidates’ pics, universities and salaries on page 12\nFAQs are on page 18\n\
|
| 33 |
+
Different tracks of Job placement are on page 23\nComparison of Synergisticit\
|
| 34 |
+
\ with bootcamps/ Colleges is on page 28\nThe different Job placement program\
|
| 35 |
+
\ tiers and investment required for each are explained on Page 36 through 38.\n\
|
| 36 |
+
\ \nThe presentation explains in detail our program and what it can help you achieve,\
|
| 37 |
+
\ the investment required and comparison to bootcamps and staffing firms\n Please\
|
| 38 |
+
\ reply back or call me for further discussion on the same\n \nSince 2010 and\
|
| 39 |
+
\ For the past 15 years We have Helped 1000’s of candidates get started with their\
|
| 40 |
+
\ First Jobs in Tech let us help you achieve yours.\n \n\nAisha M\nJob Placement\
|
| 41 |
+
\ Program Co-Ordinator\nPhone: (510)-347-8211 -Email preferred\nEmail: [email protected]\n\
|
| 42 |
+
Website: https://www.synergisticit.com\nAddress: 39141 Civic Cen"
|
| 43 |
+
- text: In theatres 9/26. Having
|
| 44 |
+
problems viewing this email? View Online Version Credits 12,853 Visits 3 Does
|
| 45 |
+
There Have To Be A Why? The Strangers are back – more brutal and relentless
|
| 46 |
+
than ever. When they learn that one of their victims, Maya, is still alive, they
|
| 47 |
+
return to finish what they’ve started. With nowhere to run and no one to trust,
|
| 48 |
+
Maya must survive another horrific chapter of terror as The Strangers – driven
|
| 49 |
+
by a senseless, unceasing purpose – pursue her, more than willing to kill anyone
|
| 50 |
+
who stands in their way. Buy Tickets Watch Trailer 1000 extra credits available
|
| 51 |
+
on purchases made today (9/10) only. Thanks for your loyalty! Enjoy the movies!
|
| 52 |
+
Please add [email protected] to your address book. We respect your
|
| 53 |
+
privacy. Unsubscribe here . Our Privacy Policy can be found here . 101 E. Blount
|
| 54 |
+
Ave Knoxville, TN 37920 You are receiving this email because you subscribed to
|
| 55 |
+
receive Regal Crown Club updates. You are subscribed with the address [email protected]
|
| 56 |
+
Your card ending **** is the current card number associated.
|
| 57 |
+
- text: Hi Catherine, Thank you for sending your application our way at InnovateLab!
|
| 58 |
+
Your background just caught our attention, and honestly, your experience in product
|
| 59 |
+
management looks fantastic. We were genuinely excited by your portfolio and see
|
| 60 |
+
serious potential for you to help us disrupt the fintech space. I'd love to set
|
| 61 |
+
up a quick human-to-human sync (no PowerPoints harmed in this call!) to tell you
|
| 62 |
+
more about InnovateLab, break down the specifics on the team you'd be joining
|
| 63 |
+
(Product Strategy), and connect with the strategic mind behind that stellar application.
|
| 64 |
+
It'll also be perfect for addressing any burning questions you might have. Please
|
| 65 |
+
ping me back with a few time slots that work for your calendar this week, and
|
| 66 |
+
we'll get this scheduled! Looking forward to the conversation (and maybe some
|
| 67 |
+
good startup stories), Cheers, Sophie
|
| 68 |
+
- text: 'Hello, thank you for applying to the Data Analyst role, REF: DA-567. We regret
|
| 69 |
+
to inform you that the position is no longer available as we have concluded our
|
| 70 |
+
hiring process for this role. We will keep your resume on file for future opportunities.
|
| 71 |
+
Kind regards, DataCorp HR Team.'
|
| 72 |
metrics:
|
| 73 |
- accuracy
|
| 74 |
pipeline_tag: text-classification
|
|
|
|
| 105 |
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
|
| 106 |
|
| 107 |
### Model Labels
|
| 108 |
+
| Label | Examples |
|
| 109 |
+
|:----------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|
| 110 |
+
| offer | <ul><li>'Steven Rodriguez 789 Security Lane, Chicago, IL 60601 Re: Employment Offer Dear Steven: On behalf of SecureNet, 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 May 5th, 2024 to serve in the position of Cybersecurity Analyst, reporting to Michael Rodriguez, Security Operations Manager. 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 $78,000, 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. Sign on Bonus. You will receive a sign on bonus of $3,000, less all applicable federal, state and local taxes and withholdings. In the event you terminate your employment with the Company before completing 1 full year of service, you will be required to pay this money back to the Company within thirty (30) days of your termination. Please confirm your acceptance by April 30th, 2024. Sincerely, Michael Rodriguez Security Operations Manager'</li><li>"Dear Nathan Wright, Congratulations! WebCraft Solutions is excited to call you our new Project Manager. We'll focus on wrapping up a few more formalities, including the successful completion of your background check and project management certification verification, and aim to get you settled into your new role by February 8th, 2025. Keep reading to learn more about this opportunity and—hopefully—answer any lingering questions you may have. WebCraft Solutions will start you out at $78,000 per year. You can expect to receive payment biweekly, starting on February 17th, 2025. As the Project Manager, you'll report to Rachel Green, Technical Director at our project office from 8:30 AM to 5:30 PM, Monday through Friday with occasional client meetings. Your daily responsibilities will include project planning, team coordination, client communication, and delivery management. You'll be a regular employee of WebCraft Solutions and will be able to participate in benefits such as health insurance, 401(k), paid time off, and project management training budget. You'll also have access to some awesome perks, including our collaboration tools, flexible meeting schedules, and professional certification support! Please keep in mind, this employment offer is in no way a legally binding contract. As an at-will employee, both you and WebCraft Solutions are able to terminate employment for any reason at any time. WebCraft Solutions looks forward to bringing you on board! If you have any questions, please feel free to reach out at any time and we'll be more than happy to help you. Best, Rachel Green Technical Director"</li><li>"Dear Jessica Brown, Congratulations! CreativeStudio is excited to call you our new Graphic Designer. We'll focus on wrapping up a few more formalities, including the successful completion of your portfolio review and background check, and aim to get you settled into your new role by May 20th, 2024. Keep reading to learn more about this opportunity and—hopefully—answer any lingering questions you may have. CreativeStudio will start you out at $58,000 per year. You can expect to receive payment biweekly, starting on June 3rd, 2024. As the Graphic Designer, you'll report to Amanda Foster, Creative Director at our design studio from 9:00 AM to 5:00 PM, Monday through Friday. Your daily responsibilities will include brand design, marketing materials creation, and client project collaboration. You'll be a regular employee of CreativeStudio and will be able to participate in benefits such as health insurance, 401(k), paid time off, and creative software licenses. You'll also have access to some awesome perks, including our design library, flexible creative hours, and team art events! Please keep in mind, this employment offer is in no way a legally binding contract. As an at-will employee, both you and CreativeStudio are able to terminate employment for any reason at any time. CreativeStudio looks forward to bringing you on board! If you have any questions, please feel free to reach out at any time and we'll be more than happy to help you. Best, Amanda Foster Creative Director"</li></ul> |
|
| 111 |
+
| next-phase | <ul><li>"Oluwatomiwa,\n\nCongratulations! You have made it to the next stage of the recruitment process for the Front End Developer at Coalition Technologies!\n\nThe next step in the application process is to complete a skills test.\n\nThe skills test will include a review of your experience and technical abilities. We suggest you use a desktop or laptop computer to complete your test. Some tests include a short 3-5 minute introduction video at the end; please make sure to have a webcam or smartphone with a video camera available to record one.\n\nWe thoroughly check for any AI-generated or plagiarized responses - these are strictly prohibited. Non-compliance will result in immediate disqualification. We value integrity and expect you to answer each question in your own words.\n\nWhen you are set up at a computer with the necessary tools and ready to start your test, please click on the link below.\n\nhttps://app.testedrecruits.com/test/take/1658/new/303d3d62b677909024aa62f11638c7f8312c16fb\n\nIf we believe you're a strong fit for our team, one of our recruiters will reach out to schedule a final interview, which will be conducted via a Zoom video call.\n\nQuestions? Click here to read our FAQ.\n\nClick here to check on the status of your application.\n\nShould you run into any problems, please email [email protected].\n\nWarm Regards,\n\nCoalition Technologies Careers,"</li><li>"Hi Nicole, Thank you for your application to the Account Executive position at GrowthCorp. We're impressed with your sales background and would like you to proceed to our skills assessment phase. This assessment will help us understand your sales methodology, client relationship skills, and strategic thinking abilities. What's included: • Sales scenario simulations • Customer objection handling exercises • Territory planning case study • Communication style evaluation Time requirement: Approximately 90 minutes Deadline: Please complete by March 26th, 2024 Access the assessment portal here: https://sales-assessment.growthcorp.com/nicole-davis Your performance on this assessment, combined with your application materials, will determine if we move forward with in-person interviews. We're looking forward to seeing your sales expertise in action! Should you have any questions, please don't hesitate to contact our talent acquisition team. Best wishes, Jennifer Walsh - VP of Sales"</li><li>"Hi Amanda, Thank you again for your interest in the UX Designer position at CreativeHub. 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: Design portfolio review and user experience problem-solving scenarios • Estimated time: 60 minutes • Deadline: Please complete the assessment by March 22nd, 2024. To begin the assessment, simply follow this link: https://design-test.creativehub.com/amanda-foster. The results will help us determine if the UX Designer 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! Jessica Martinez - Design Director"</li></ul> |
|
| 112 |
+
| not-job-status-update | <ul><li>'CyberSeek job market report: Cybersecurity roles are growing 15% this quarter. Recommended for your background: Security Engineer at DefenseCorp ($120K), SOC Analyst at CyberShield ($85K), Penetration Tester at SecureFirst ($110K). Include security certifications in your profile for better visibility. The cybersecurity talent shortage works in your favor!'</li><li>'View jobs in Georgia Your job alert for summer intern 8 new jobs in Georgia match your preferences. 2026 Summer Intern - Data Analyst Lensa · Alpharetta, GA (On-site) HR Summer Intern WestRock Company · Atlanta, GA (On-site) Actively recruiting Business Partner Intern - Summer 2026 Veeam Software · Alpharetta, GA (Hybrid) $18-$22 / hour 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><li>'FlexJobs remote opportunities update: 15 new remote Software Engineer jobs posted in the last 24 hours. Highlights include: Senior Backend Engineer at RemoteFirst ($120K-$150K), DevOps Engineer at CloudNative ($100K-$135K), Mobile Developer at AppStudio ($90K-$125K). All verified remote-friendly companies. Upgrade to Premium for priority access!'</li></ul> |
|
| 113 |
+
| interview | <ul><li>"Hi Marcus, My name is David and I'm the Infrastructure Manager at CloudOps. I came across your profile on LinkedIn and was very impressed with your Docker and Kubernetes expertise, as well as your contributions to DevOps automation tools. Based on your experience with CI/CD pipelines and cloud infrastructure management, I think you could be a great fit for this role! I'd love to invite you for a phone chat to learn more about you and share some details about our open DevOps Engineer position. This chat will be a time for us to discuss your experience, technical skills and approach to infrastructure automation, as well as answer any questions you may have about the position and our DevOps culture. If you'd like to learn a bit more about us, here's our infrastructure blog: https://cloudops.com/devops-blog Please let me know which of the following dates and times work best for you and the amount of time you have available to speak: • Wednesday, March 20th at 1:00 PM EST • Thursday, March 21st at 3:30 PM EST • Friday, March 22nd at 10:00 AM EST If you can't make any of these, feel free to reply to this email to suggest other times that would work for you. If you need any accommodations during our discussion, please let me know so we can ensure you have a comfortable and positive experience. Looking forward to your response! Best, David Park - Infrastructure Manager"</li><li>"Hi Diana, Thank you for your interest in CloudSecure and the Cybersecurity Specialist position. We're impressed by your security certifications and incident response experience! The next step is a security assessment with our security operations team. Please schedule here: https://calendly.com/cloudsecure-security/assessment Our security team has limited availability due to ongoing projects: 🔒 This will be a 75-minute video session via Microsoft Teams, including security scenario discussions and threat analysis exercises. Please ensure you have a secure, private environment for the call. If you experience any difficulties with the booking system, please reach out immediately and we'll arrange an alternative. Ready to test your security expertise! CloudSecure Security Operations Team"</li><li>"Hey there, Thank you for applying to our program. I'd like to chat about your game development experience and portfolio in a quick video call for our summer internship at GameForge Studios. Please book a time here: https://calendly.com/gameforge-interns/portfolio-review - weekdays between 10am and 4pm PST work best - we can also accommodate evening calls if needed Internship Track: • Weeks 1-4: Game Design & Unity Fundamentals • Weeks 5-8: 3D Modeling & Animation Pipeline • Weeks 9-12: Team Project & Game Launch Can't wait to see your creative work! Best, Alex -- Alex Kim GameForge Studios Game Director"</li></ul> |
|
| 114 |
+
| not-job-related | <ul><li>'Lunch breaks have existed, in one form or another, since the industrial‚This Week In Leadership Insights on the trends and news that help leaders stay ahead of the game. Why No One Takes Lunch Anymore Korn Ferry Read this article on LinkedIn to join the conversation Read on LinkedIn Lunch breaks have existed, in one form or another, since the industrial revolution. The business lunch, where tradesmen met over a meal to make a deal, dates back even further. But these days, the idea of taking time off for lunch is increasingly foreign. Indeed, 62% of workers say they don‚Äôt take a break from their desk to eat a midday meal. Korn Ferry‚Äôs experts highlight why this trend can have surprising implications on both office productivity and the career prospects of the non-lunchers. Then we look at the hefty raises AI skills command, even for people with little actual work experience. Plus, how to ‚Äúreset‚Äù in September and push through the rest of the year. 1) The End of Lunch Corporate perks like in-office pool tables and food-truck Fridays disappeared with the end of the pandemic. But five years on, the perk that seems to be the biggest casualty is unexpected: It‚Äôs lunch itself. Data suggests that the noontime meal, as a norm, is over: 62% of workers don‚Äôt take a break from their desks at all. At least once a week, nearly half skip lunch altogether, according to the 2024 Lunch Report by ezCater. Meanwhile, restaurant traffic has declined for eight consecutive quarters, with Q1 2025 seeing a 7% year-over-year drop (business dining typically makes up roughly 10% of all restaurant spending). ‚ÄúLunch breaks of the past are exactly that‚Äîin the past,‚Äù says Iktimal Daneshvar, vice president for recruitment process outsourcing at Korn Ferry. Read the full article here. 2) AI Pay: How High Can It Go? ... Keep reading on LinkedIn This email was intended for Oluwatomiwa Jinadu (Software Developer | Java, React & Next.js | UWG ‚Äò25.) Learn why we included this. You are r'</li><li>"SHEIN Shop 'til you drop with ALL items under $5! Shop 'til you drop with ALL items under $5! Unsubscribe | View in Browser New WOMEN CURVE Home MEN Kids --> --> Find us on App You received this message because you've registered or accepted our invitation to receive emails from SHEIN, or you've made a purchase from SHEIN.com. Please Note: To stop receiving emails, click UNSUBSCRIBE . Do not directly reply to this email, as it was generated automatically and thus your unsubscription request will not be processed. Please contact customer service if you have any questions. 757 S Alameda St, Los Angeles, California 90021, US Privacy POLICY | Conditions & Terms"</li><li>'Learn in-demand skills from Meta experts and earn certificates recognized by employers Thinking about your next career move? Discover Meta training on Coursera Plus and access top courses to learn in-demand skills for a high-growth career‚Äî all at 30% off ! With a subscription, you can: \uf8ffüöÄ Launch a new career in dynamic fields such as front-end development, social media marketing, data analysis, and more \uf8ffüí° Get professional-level training from Meta \uf8ffüìä Showcase your skills with portfolio-ready projects \uf8ffüåê Earn an employer-recognized certificate from Meta Start your journey with Coursera Plus today and open up a world of possibilities. Save today Top-rated Meta programs included in your subscription Meta Meta Front-End Developer Professional Certificate ¬∑ 9 courses Enroll Now --> Meta Meta Social Media Marketing Professional Certificate ¬∑ 6 courses Enroll Now --> Meta Meta Back-End Developer Professional Certificate ¬∑ 9 courses Enroll Now --> Meta Meta Full-Stack Developer Specialization ¬∑ 10 courses Enroll Now --> Meta Meta Data Analyst Professional Certificate ¬∑ 5 courses Enroll Now --> Meta Meta Database Engineer Professional Certificate ¬∑ 9 courses Enroll Now --> Help Coursera for Business Email Settings Unsubscribe Privacy Notice ¬© 2025 Coursera Inc. All rights reserved. Coursera and the Coursera logo are registered trademarks of Coursera, Inc. All other trademarks are property of their respective owners. Log in to manage all your notification preferences in Email Settings . Coursera | 2440 W El Camino Real 5th floor, Mountain View, CA 94040 USA'</li></ul> |
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| 115 |
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| rejected | <ul><li>'Dear Name,\n\nThank you for your interest in our open position, Electrical Power Systems Engineer - Utility Scale. We have reviewed your application and regret to inform you that it has not been selected for further consideration.\n\nWe wish you success with your job search and thank you for your interest in Pure Power Engineering Inc.\n\nSincerely,\nPure Power Engineering Inc'</li><li>'Dear Name,\n\nThank you for taking the time to apply for the 1518 - Software Developer I role at Sigma Defense. We truly appreciate your interest in joining our team.\n\nAfter careful review of your application, we regret to inform you that we have decided to move forward with other candidates who more closely match the position’s requirements at this time. However, we encourage you to continue exploring opportunities with us. New positions are frequently added to our Careers Page and following us on LinkedIn is a great way to stay updated on future openings.\n\nWe sincerely appreciate your effort in applying and wish you the best of luck in your job search. Thank you again for your interest in Sigma Defense!'</li><li>"Hello Name,\n\nThank you very much for your interest in our Software Engineer - React/Redux opening. We've had a chance to discuss your background and qualifications with the hiring manager and unfortunately, we have decided to pursue other candidates who appear to match our requirements more closely at this time. Should requirements change on our side or if a similar position opens up, we will not hesitate to contact you.\n\nThank you again for your time and interest in an employment opportunity with Alteryx, Inc. We wish you the best of luck in your continued search.\n\n\nSincerely,\nAlteryx Talent Acquisition"</li></ul> |
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| applied | <ul><li>'Your application was sent to BeaconFire Inc. Junior Software Engineer BeaconFire Inc. · New Jersey, United States (On-site) Applied on September 11, 2025 Now, take these next steps for more success View similar jobs you may be interested in Software Engineer, New College Grad - 2026 Visa · Highlands Ranch, CO (Hybrid) 5 school alumni Fullstack Software Engineer Intern PayPal · Chicago, IL 4 school alumni Junior Java Developer BeaconFire Inc. · New Jersey, United States (On-site) Easy Apply This email was intended for Name Jinadu (Software Developer | Java, React & Next.js | UWG ‘25.) Learn why we included this. You are receiving LinkedIn notification emails. Unsubscribe · Help © 2025 LinkedIn Corporation, 1‌000 West Maude Avenue, Sunnyvale, CA 94085. LinkedIn and the LinkedIn logo are registered trademarks of LinkedIn.'</li><li>'Hi Name,\n \nBeep, boop, bop! This is our friendly Zapbot confirming we received your application for the Software Engineer (L3) role at Zapier.\n \nThanks for applying! While we do receive a large number of applications every day, we commit to having a real human review your application and respond within 7 days. If you have any questions while we review it, our Recruiting Chatbot (built with Zapier) is standing by with answers about the role, our hiring process, and life at Zapier.\n \nWhile you wait, dive into these quick guides to get hands-on with Zapier and AI models. Familiarity with automation and AI will set you up for success during interviews and on the job!\nZapier Quick Start Guide – build your first Zap in minutes and see our platform in action.\nZapier AI Orchestration Guide – shows how to plug powerful AI tools into thousands of apps and build smart, time-saving workflows in minutes.\nAnthropic AI Fluency Guide – a beginner-friendly course on when to let AI help, how to ask it clearly, spot mistakes, and use it responsibly.\n \nTalk soon!\n \nThe Zapier Team'</li><li>"Hi Name, I’m here with some good news: your application for the Software Engineer (Senior Developer/Business Analyst) at EdvenSoft Solutions LLC has been received. As soon as the hiring manager takes a look at it, you can be sure I’ll update you again. In the meantime, check out these similar jobs I found for you—and if you see a role that looks great—throw your hat in the ring! See? We got this. No sweat. Software Engineer Associate PNC Financial Services Group in Dallas, TX Programmer DataAnnotation in Coppell, TX AI & Process Automation Specialist Yogurtland in Farmers Branch, TX $75K - $82K / yr 1-Click Apply Associate Full Stack Engineer Capio Partners LLC in Sherman, TX $65K - $80K / yr 1-Click Apply Lead Software Engineer Jobot in Lewisville, TX $185K - $200K / yr 1-Click Apply See More Suggested Jobs Keep up the good work, 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. © 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.Hi Name, I’m here with some good news: your application for the Software Engineer (Senior Developer/Business Analyst) at EdvenSoft Solutions LLC has been received. As soon as the hiring manager takes a look at it, you can be sure I’ll update you again. In the meantime, check out these similar jobs I found for you—and if you see a role that looks great—throw your hat in the ring! See? We g"</li></ul> |
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|
| 118 |
## Uses
|
| 119 |
|
|
|
|
| 133 |
# Download from the 🤗 Hub
|
| 134 |
model = SetFitModel.from_pretrained("setfit_model_id")
|
| 135 |
# Run inference
|
| 136 |
+
preds = model("Hello, thank you for applying to the Data Analyst role, REF: DA-567. We regret to inform you that the position is no longer available as we have concluded our hiring process for this role. We will keep your resume on file for future opportunities. Kind regards, DataCorp HR Team.")
|
|
|
|
| 137 |
```
|
| 138 |
|
| 139 |
<!--
|
|
|
|
| 163 |
## Training Details
|
| 164 |
|
| 165 |
### Training Set Metrics
|
| 166 |
+
| Training set | Min | Median | Max |
|
| 167 |
+
|:-------------|:----|:---------|:----|
|
| 168 |
+
| Word count | 12 | 146.6277 | 421 |
|
| 169 |
|
| 170 |
| Label | Training Sample Count |
|
| 171 |
|:----------------------|:----------------------|
|
| 172 |
| applied | 40 |
|
| 173 |
+
| interview | 49 |
|
| 174 |
| next-phase | 35 |
|
| 175 |
| not-job-related | 55 |
|
| 176 |
+
| not-job-status-update | 57 |
|
| 177 |
+
| offer | 40 |
|
| 178 |
+
| rejected | 49 |
|
| 179 |
|
| 180 |
### Training Hyperparameters
|
| 181 |
+
- batch_size: (16, 16)
|
| 182 |
+
- num_epochs: (1, 1)
|
| 183 |
- max_steps: -1
|
| 184 |
- sampling_strategy: oversampling
|
| 185 |
- body_learning_rate: (2e-05, 1e-05)
|
|
|
|
| 192 |
- warmup_proportion: 0.1
|
| 193 |
- l2_weight: 0.01
|
| 194 |
- seed: 42
|
| 195 |
+
- evaluation_strategy: epoch
|
| 196 |
- eval_max_steps: -1
|
| 197 |
- load_best_model_at_end: False
|
| 198 |
|
| 199 |
### Training Results
|
| 200 |
| Epoch | Step | Training Loss | Validation Loss |
|
| 201 |
|:------:|:----:|:-------------:|:---------------:|
|
| 202 |
+
| 0.0002 | 1 | 0.3169 | - |
|
| 203 |
+
| 0.0018 | 10 | 0.234 | - |
|
| 204 |
+
| 0.0036 | 20 | 0.2498 | - |
|
| 205 |
+
| 0.0053 | 30 | 0.2422 | - |
|
| 206 |
+
| 0.0071 | 40 | 0.2366 | - |
|
| 207 |
+
| 0.0089 | 50 | 0.2152 | - |
|
| 208 |
+
| 0.0107 | 60 | 0.2049 | - |
|
| 209 |
+
| 0.0124 | 70 | 0.2143 | - |
|
| 210 |
+
| 0.0142 | 80 | 0.2113 | - |
|
| 211 |
+
| 0.0160 | 90 | 0.1959 | - |
|
| 212 |
+
| 0.0178 | 100 | 0.2057 | - |
|
| 213 |
+
| 0.0195 | 110 | 0.1925 | - |
|
| 214 |
+
| 0.0213 | 120 | 0.191 | - |
|
| 215 |
+
| 0.0231 | 130 | 0.1783 | - |
|
| 216 |
+
| 0.0249 | 140 | 0.1708 | - |
|
| 217 |
+
| 0.0266 | 150 | 0.1867 | - |
|
| 218 |
+
| 0.0284 | 160 | 0.1665 | - |
|
| 219 |
+
| 0.0302 | 170 | 0.1379 | - |
|
| 220 |
+
| 0.0320 | 180 | 0.1311 | - |
|
| 221 |
+
| 0.0337 | 190 | 0.1235 | - |
|
| 222 |
+
| 0.0355 | 200 | 0.146 | - |
|
| 223 |
+
| 0.0373 | 210 | 0.1369 | - |
|
| 224 |
+
| 0.0391 | 220 | 0.1166 | - |
|
| 225 |
+
| 0.0408 | 230 | 0.1326 | - |
|
| 226 |
+
| 0.0426 | 240 | 0.1049 | - |
|
| 227 |
+
| 0.0444 | 250 | 0.1112 | - |
|
| 228 |
+
| 0.0462 | 260 | 0.0833 | - |
|
| 229 |
+
| 0.0479 | 270 | 0.0723 | - |
|
| 230 |
+
| 0.0497 | 280 | 0.0796 | - |
|
| 231 |
+
| 0.0515 | 290 | 0.0602 | - |
|
| 232 |
+
| 0.0533 | 300 | 0.0721 | - |
|
| 233 |
+
| 0.0550 | 310 | 0.0714 | - |
|
| 234 |
+
| 0.0568 | 320 | 0.0641 | - |
|
| 235 |
+
| 0.0586 | 330 | 0.0554 | - |
|
| 236 |
+
| 0.0604 | 340 | 0.0663 | - |
|
| 237 |
+
| 0.0621 | 350 | 0.0599 | - |
|
| 238 |
+
| 0.0639 | 360 | 0.0449 | - |
|
| 239 |
+
| 0.0657 | 370 | 0.0577 | - |
|
| 240 |
+
| 0.0675 | 380 | 0.035 | - |
|
| 241 |
+
| 0.0692 | 390 | 0.0468 | - |
|
| 242 |
+
| 0.0710 | 400 | 0.0353 | - |
|
| 243 |
+
| 0.0728 | 410 | 0.024 | - |
|
| 244 |
+
| 0.0746 | 420 | 0.0293 | - |
|
| 245 |
+
| 0.0763 | 430 | 0.0249 | - |
|
| 246 |
+
| 0.0781 | 440 | 0.0181 | - |
|
| 247 |
+
| 0.0799 | 450 | 0.023 | - |
|
| 248 |
+
| 0.0817 | 460 | 0.0173 | - |
|
| 249 |
+
| 0.0834 | 470 | 0.0131 | - |
|
| 250 |
+
| 0.0852 | 480 | 0.0152 | - |
|
| 251 |
+
| 0.0870 | 490 | 0.0092 | - |
|
| 252 |
+
| 0.0888 | 500 | 0.0098 | - |
|
| 253 |
+
| 0.0905 | 510 | 0.0118 | - |
|
| 254 |
+
| 0.0923 | 520 | 0.0086 | - |
|
| 255 |
+
| 0.0941 | 530 | 0.0079 | - |
|
| 256 |
+
| 0.0959 | 540 | 0.0062 | - |
|
| 257 |
+
| 0.0976 | 550 | 0.0089 | - |
|
| 258 |
+
| 0.0994 | 560 | 0.0055 | - |
|
| 259 |
+
| 0.1012 | 570 | 0.0058 | - |
|
| 260 |
+
| 0.1030 | 580 | 0.0049 | - |
|
| 261 |
+
| 0.1047 | 590 | 0.0049 | - |
|
| 262 |
+
| 0.1065 | 600 | 0.0043 | - |
|
| 263 |
+
| 0.1083 | 610 | 0.0034 | - |
|
| 264 |
+
| 0.1101 | 620 | 0.003 | - |
|
| 265 |
+
| 0.1118 | 630 | 0.0038 | - |
|
| 266 |
+
| 0.1136 | 640 | 0.0032 | - |
|
| 267 |
+
| 0.1154 | 650 | 0.0033 | - |
|
| 268 |
+
| 0.1172 | 660 | 0.0031 | - |
|
| 269 |
+
| 0.1189 | 670 | 0.0026 | - |
|
| 270 |
+
| 0.1207 | 680 | 0.0023 | - |
|
| 271 |
+
| 0.1225 | 690 | 0.0025 | - |
|
| 272 |
+
| 0.1243 | 700 | 0.0026 | - |
|
| 273 |
+
| 0.1260 | 710 | 0.0021 | - |
|
| 274 |
+
| 0.1278 | 720 | 0.0028 | - |
|
| 275 |
+
| 0.1296 | 730 | 0.0022 | - |
|
| 276 |
+
| 0.1314 | 740 | 0.0019 | - |
|
| 277 |
+
| 0.1331 | 750 | 0.002 | - |
|
| 278 |
+
| 0.1349 | 760 | 0.0021 | - |
|
| 279 |
+
| 0.1367 | 770 | 0.0017 | - |
|
| 280 |
+
| 0.1385 | 780 | 0.0018 | - |
|
| 281 |
+
| 0.1402 | 790 | 0.0017 | - |
|
| 282 |
+
| 0.1420 | 800 | 0.0022 | - |
|
| 283 |
+
| 0.1438 | 810 | 0.0018 | - |
|
| 284 |
+
| 0.1456 | 820 | 0.0018 | - |
|
| 285 |
+
| 0.1473 | 830 | 0.0016 | - |
|
| 286 |
+
| 0.1491 | 840 | 0.0016 | - |
|
| 287 |
+
| 0.1509 | 850 | 0.0015 | - |
|
| 288 |
+
| 0.1527 | 860 | 0.0012 | - |
|
| 289 |
+
| 0.1544 | 870 | 0.0014 | - |
|
| 290 |
+
| 0.1562 | 880 | 0.0017 | - |
|
| 291 |
+
| 0.1580 | 890 | 0.0012 | - |
|
| 292 |
+
| 0.1598 | 900 | 0.0017 | - |
|
| 293 |
+
| 0.1615 | 910 | 0.0011 | - |
|
| 294 |
+
| 0.1633 | 920 | 0.0012 | - |
|
| 295 |
+
| 0.1651 | 930 | 0.0011 | - |
|
| 296 |
+
| 0.1669 | 940 | 0.0011 | - |
|
| 297 |
+
| 0.1686 | 950 | 0.0013 | - |
|
| 298 |
+
| 0.1704 | 960 | 0.0011 | - |
|
| 299 |
+
| 0.1722 | 970 | 0.0014 | - |
|
| 300 |
+
| 0.1740 | 980 | 0.0014 | - |
|
| 301 |
+
| 0.1758 | 990 | 0.0014 | - |
|
| 302 |
+
| 0.1775 | 1000 | 0.0011 | - |
|
| 303 |
+
| 0.1793 | 1010 | 0.001 | - |
|
| 304 |
+
| 0.1811 | 1020 | 0.0011 | - |
|
| 305 |
+
| 0.1829 | 1030 | 0.001 | - |
|
| 306 |
+
| 0.1846 | 1040 | 0.0009 | - |
|
| 307 |
+
| 0.1864 | 1050 | 0.0009 | - |
|
| 308 |
+
| 0.1882 | 1060 | 0.001 | - |
|
| 309 |
+
| 0.1900 | 1070 | 0.001 | - |
|
| 310 |
+
| 0.1917 | 1080 | 0.0011 | - |
|
| 311 |
+
| 0.1935 | 1090 | 0.0009 | - |
|
| 312 |
+
| 0.1953 | 1100 | 0.0011 | - |
|
| 313 |
+
| 0.1971 | 1110 | 0.001 | - |
|
| 314 |
+
| 0.1988 | 1120 | 0.001 | - |
|
| 315 |
+
| 0.2006 | 1130 | 0.0009 | - |
|
| 316 |
+
| 0.2024 | 1140 | 0.0007 | - |
|
| 317 |
+
| 0.2042 | 1150 | 0.0008 | - |
|
| 318 |
+
| 0.2059 | 1160 | 0.0009 | - |
|
| 319 |
+
| 0.2077 | 1170 | 0.0007 | - |
|
| 320 |
+
| 0.2095 | 1180 | 0.001 | - |
|
| 321 |
+
| 0.2113 | 1190 | 0.0007 | - |
|
| 322 |
+
| 0.2130 | 1200 | 0.001 | - |
|
| 323 |
+
| 0.2148 | 1210 | 0.0007 | - |
|
| 324 |
+
| 0.2166 | 1220 | 0.0008 | - |
|
| 325 |
+
| 0.2184 | 1230 | 0.0007 | - |
|
| 326 |
+
| 0.2201 | 1240 | 0.0007 | - |
|
| 327 |
+
| 0.2219 | 1250 | 0.0007 | - |
|
| 328 |
+
| 0.2237 | 1260 | 0.0008 | - |
|
| 329 |
+
| 0.2255 | 1270 | 0.0006 | - |
|
| 330 |
+
| 0.2272 | 1280 | 0.0007 | - |
|
| 331 |
+
| 0.2290 | 1290 | 0.0006 | - |
|
| 332 |
+
| 0.2308 | 1300 | 0.0007 | - |
|
| 333 |
+
| 0.2326 | 1310 | 0.0006 | - |
|
| 334 |
+
| 0.2343 | 1320 | 0.0007 | - |
|
| 335 |
+
| 0.2361 | 1330 | 0.0005 | - |
|
| 336 |
+
| 0.2379 | 1340 | 0.0007 | - |
|
| 337 |
+
| 0.2397 | 1350 | 0.0005 | - |
|
| 338 |
+
| 0.2414 | 1360 | 0.0008 | - |
|
| 339 |
+
| 0.2432 | 1370 | 0.0007 | - |
|
| 340 |
+
| 0.2450 | 1380 | 0.0007 | - |
|
| 341 |
+
| 0.2468 | 1390 | 0.0006 | - |
|
| 342 |
+
| 0.2485 | 1400 | 0.0005 | - |
|
| 343 |
+
| 0.2503 | 1410 | 0.0005 | - |
|
| 344 |
+
| 0.2521 | 1420 | 0.0006 | - |
|
| 345 |
+
| 0.2539 | 1430 | 0.0007 | - |
|
| 346 |
+
| 0.2556 | 1440 | 0.0006 | - |
|
| 347 |
+
| 0.2574 | 1450 | 0.0006 | - |
|
| 348 |
+
| 0.2592 | 1460 | 0.0004 | - |
|
| 349 |
+
| 0.2610 | 1470 | 0.0005 | - |
|
| 350 |
+
| 0.2627 | 1480 | 0.0006 | - |
|
| 351 |
+
| 0.2645 | 1490 | 0.0006 | - |
|
| 352 |
+
| 0.2663 | 1500 | 0.0004 | - |
|
| 353 |
+
| 0.2681 | 1510 | 0.0006 | - |
|
| 354 |
+
| 0.2698 | 1520 | 0.0005 | - |
|
| 355 |
+
| 0.2716 | 1530 | 0.0005 | - |
|
| 356 |
+
| 0.2734 | 1540 | 0.0005 | - |
|
| 357 |
+
| 0.2752 | 1550 | 0.0005 | - |
|
| 358 |
+
| 0.2769 | 1560 | 0.0006 | - |
|
| 359 |
+
| 0.2787 | 1570 | 0.0005 | - |
|
| 360 |
+
| 0.2805 | 1580 | 0.0005 | - |
|
| 361 |
+
| 0.2823 | 1590 | 0.0006 | - |
|
| 362 |
+
| 0.2840 | 1600 | 0.0005 | - |
|
| 363 |
+
| 0.2858 | 1610 | 0.0006 | - |
|
| 364 |
+
| 0.2876 | 1620 | 0.0005 | - |
|
| 365 |
+
| 0.2894 | 1630 | 0.0005 | - |
|
| 366 |
+
| 0.2911 | 1640 | 0.0005 | - |
|
| 367 |
+
| 0.2929 | 1650 | 0.0006 | - |
|
| 368 |
+
| 0.2947 | 1660 | 0.0006 | - |
|
| 369 |
+
| 0.2965 | 1670 | 0.0005 | - |
|
| 370 |
+
| 0.2982 | 1680 | 0.0004 | - |
|
| 371 |
+
| 0.3000 | 1690 | 0.0004 | - |
|
| 372 |
+
| 0.3018 | 1700 | 0.0005 | - |
|
| 373 |
+
| 0.3036 | 1710 | 0.0005 | - |
|
| 374 |
+
| 0.3053 | 1720 | 0.0004 | - |
|
| 375 |
+
| 0.3071 | 1730 | 0.0004 | - |
|
| 376 |
+
| 0.3089 | 1740 | 0.0004 | - |
|
| 377 |
+
| 0.3107 | 1750 | 0.0004 | - |
|
| 378 |
+
| 0.3124 | 1760 | 0.0004 | - |
|
| 379 |
+
| 0.3142 | 1770 | 0.0004 | - |
|
| 380 |
+
| 0.3160 | 1780 | 0.0004 | - |
|
| 381 |
+
| 0.3178 | 1790 | 0.0004 | - |
|
| 382 |
+
| 0.3195 | 1800 | 0.0003 | - |
|
| 383 |
+
| 0.3213 | 1810 | 0.0004 | - |
|
| 384 |
+
| 0.3231 | 1820 | 0.0004 | - |
|
| 385 |
+
| 0.3249 | 1830 | 0.0004 | - |
|
| 386 |
+
| 0.3266 | 1840 | 0.0005 | - |
|
| 387 |
+
| 0.3284 | 1850 | 0.0005 | - |
|
| 388 |
+
| 0.3302 | 1860 | 0.0005 | - |
|
| 389 |
+
| 0.3320 | 1870 | 0.0005 | - |
|
| 390 |
+
| 0.3337 | 1880 | 0.0004 | - |
|
| 391 |
+
| 0.3355 | 1890 | 0.0004 | - |
|
| 392 |
+
| 0.3373 | 1900 | 0.0004 | - |
|
| 393 |
+
| 0.3391 | 1910 | 0.0004 | - |
|
| 394 |
+
| 0.3408 | 1920 | 0.0004 | - |
|
| 395 |
+
| 0.3426 | 1930 | 0.0004 | - |
|
| 396 |
+
| 0.3444 | 1940 | 0.0004 | - |
|
| 397 |
+
| 0.3462 | 1950 | 0.0004 | - |
|
| 398 |
+
| 0.3479 | 1960 | 0.0004 | - |
|
| 399 |
+
| 0.3497 | 1970 | 0.0003 | - |
|
| 400 |
+
| 0.3515 | 1980 | 0.0003 | - |
|
| 401 |
+
| 0.3533 | 1990 | 0.0003 | - |
|
| 402 |
+
| 0.3551 | 2000 | 0.0005 | - |
|
| 403 |
+
| 0.3568 | 2010 | 0.0004 | - |
|
| 404 |
+
| 0.3586 | 2020 | 0.0004 | - |
|
| 405 |
+
| 0.3604 | 2030 | 0.0004 | - |
|
| 406 |
+
| 0.3622 | 2040 | 0.0004 | - |
|
| 407 |
+
| 0.3639 | 2050 | 0.0003 | - |
|
| 408 |
+
| 0.3657 | 2060 | 0.0004 | - |
|
| 409 |
+
| 0.3675 | 2070 | 0.0004 | - |
|
| 410 |
+
| 0.3693 | 2080 | 0.0003 | - |
|
| 411 |
+
| 0.3710 | 2090 | 0.0004 | - |
|
| 412 |
+
| 0.3728 | 2100 | 0.0004 | - |
|
| 413 |
+
| 0.3746 | 2110 | 0.0004 | - |
|
| 414 |
+
| 0.3764 | 2120 | 0.0003 | - |
|
| 415 |
+
| 0.3781 | 2130 | 0.0003 | - |
|
| 416 |
+
| 0.3799 | 2140 | 0.0004 | - |
|
| 417 |
+
| 0.3817 | 2150 | 0.0003 | - |
|
| 418 |
+
| 0.3835 | 2160 | 0.0003 | - |
|
| 419 |
+
| 0.3852 | 2170 | 0.0003 | - |
|
| 420 |
+
| 0.3870 | 2180 | 0.0003 | - |
|
| 421 |
+
| 0.3888 | 2190 | 0.0003 | - |
|
| 422 |
+
| 0.3906 | 2200 | 0.0002 | - |
|
| 423 |
+
| 0.3923 | 2210 | 0.0003 | - |
|
| 424 |
+
| 0.3941 | 2220 | 0.0003 | - |
|
| 425 |
+
| 0.3959 | 2230 | 0.0003 | - |
|
| 426 |
+
| 0.3977 | 2240 | 0.0003 | - |
|
| 427 |
+
| 0.3994 | 2250 | 0.0004 | - |
|
| 428 |
+
| 0.4012 | 2260 | 0.0003 | - |
|
| 429 |
+
| 0.4030 | 2270 | 0.0003 | - |
|
| 430 |
+
| 0.4048 | 2280 | 0.0003 | - |
|
| 431 |
+
| 0.4065 | 2290 | 0.0003 | - |
|
| 432 |
+
| 0.4083 | 2300 | 0.0003 | - |
|
| 433 |
+
| 0.4101 | 2310 | 0.0003 | - |
|
| 434 |
+
| 0.4119 | 2320 | 0.0003 | - |
|
| 435 |
+
| 0.4136 | 2330 | 0.0003 | - |
|
| 436 |
+
| 0.4154 | 2340 | 0.0003 | - |
|
| 437 |
+
| 0.4172 | 2350 | 0.0003 | - |
|
| 438 |
+
| 0.4190 | 2360 | 0.0003 | - |
|
| 439 |
+
| 0.4207 | 2370 | 0.0003 | - |
|
| 440 |
+
| 0.4225 | 2380 | 0.0003 | - |
|
| 441 |
+
| 0.4243 | 2390 | 0.0002 | - |
|
| 442 |
+
| 0.4261 | 2400 | 0.0003 | - |
|
| 443 |
+
| 0.4278 | 2410 | 0.0003 | - |
|
| 444 |
+
| 0.4296 | 2420 | 0.0003 | - |
|
| 445 |
+
| 0.4314 | 2430 | 0.0002 | - |
|
| 446 |
+
| 0.4332 | 2440 | 0.0003 | - |
|
| 447 |
+
| 0.4349 | 2450 | 0.0002 | - |
|
| 448 |
+
| 0.4367 | 2460 | 0.0002 | - |
|
| 449 |
+
| 0.4385 | 2470 | 0.0003 | - |
|
| 450 |
+
| 0.4403 | 2480 | 0.0003 | - |
|
| 451 |
+
| 0.4420 | 2490 | 0.0003 | - |
|
| 452 |
+
| 0.4438 | 2500 | 0.0002 | - |
|
| 453 |
+
| 0.4456 | 2510 | 0.0003 | - |
|
| 454 |
+
| 0.4474 | 2520 | 0.0002 | - |
|
| 455 |
+
| 0.4491 | 2530 | 0.0002 | - |
|
| 456 |
+
| 0.4509 | 2540 | 0.0003 | - |
|
| 457 |
+
| 0.4527 | 2550 | 0.0002 | - |
|
| 458 |
+
| 0.4545 | 2560 | 0.0003 | - |
|
| 459 |
+
| 0.4562 | 2570 | 0.0002 | - |
|
| 460 |
+
| 0.4580 | 2580 | 0.0004 | - |
|
| 461 |
+
| 0.4598 | 2590 | 0.0002 | - |
|
| 462 |
+
| 0.4616 | 2600 | 0.0003 | - |
|
| 463 |
+
| 0.4633 | 2610 | 0.0002 | - |
|
| 464 |
+
| 0.4651 | 2620 | 0.0003 | - |
|
| 465 |
+
| 0.4669 | 2630 | 0.0002 | - |
|
| 466 |
+
| 0.4687 | 2640 | 0.0003 | - |
|
| 467 |
+
| 0.4704 | 2650 | 0.0002 | - |
|
| 468 |
+
| 0.4722 | 2660 | 0.0003 | - |
|
| 469 |
+
| 0.4740 | 2670 | 0.0003 | - |
|
| 470 |
+
| 0.4758 | 2680 | 0.0002 | - |
|
| 471 |
+
| 0.4775 | 2690 | 0.0003 | - |
|
| 472 |
+
| 0.4793 | 2700 | 0.0002 | - |
|
| 473 |
+
| 0.4811 | 2710 | 0.0003 | - |
|
| 474 |
+
| 0.4829 | 2720 | 0.0002 | - |
|
| 475 |
+
| 0.4846 | 2730 | 0.0002 | - |
|
| 476 |
+
| 0.4864 | 2740 | 0.0003 | - |
|
| 477 |
+
| 0.4882 | 2750 | 0.0002 | - |
|
| 478 |
+
| 0.4900 | 2760 | 0.0002 | - |
|
| 479 |
+
| 0.4917 | 2770 | 0.0002 | - |
|
| 480 |
+
| 0.4935 | 2780 | 0.0002 | - |
|
| 481 |
+
| 0.4953 | 2790 | 0.0002 | - |
|
| 482 |
+
| 0.4971 | 2800 | 0.0002 | - |
|
| 483 |
+
| 0.4988 | 2810 | 0.0002 | - |
|
| 484 |
+
| 0.5006 | 2820 | 0.0002 | - |
|
| 485 |
+
| 0.5024 | 2830 | 0.0002 | - |
|
| 486 |
+
| 0.5042 | 2840 | 0.0002 | - |
|
| 487 |
+
| 0.5059 | 2850 | 0.0002 | - |
|
| 488 |
+
| 0.5077 | 2860 | 0.0002 | - |
|
| 489 |
+
| 0.5095 | 2870 | 0.0002 | - |
|
| 490 |
+
| 0.5113 | 2880 | 0.0002 | - |
|
| 491 |
+
| 0.5130 | 2890 | 0.0002 | - |
|
| 492 |
+
| 0.5148 | 2900 | 0.0002 | - |
|
| 493 |
+
| 0.5166 | 2910 | 0.0002 | - |
|
| 494 |
+
| 0.5184 | 2920 | 0.0002 | - |
|
| 495 |
+
| 0.5201 | 2930 | 0.0002 | - |
|
| 496 |
+
| 0.5219 | 2940 | 0.0002 | - |
|
| 497 |
+
| 0.5237 | 2950 | 0.0002 | - |
|
| 498 |
+
| 0.5255 | 2960 | 0.0002 | - |
|
| 499 |
+
| 0.5273 | 2970 | 0.0003 | - |
|
| 500 |
+
| 0.5290 | 2980 | 0.0002 | - |
|
| 501 |
+
| 0.5308 | 2990 | 0.0002 | - |
|
| 502 |
+
| 0.5326 | 3000 | 0.0002 | - |
|
| 503 |
+
| 0.5344 | 3010 | 0.0002 | - |
|
| 504 |
+
| 0.5361 | 3020 | 0.0002 | - |
|
| 505 |
+
| 0.5379 | 3030 | 0.0002 | - |
|
| 506 |
+
| 0.5397 | 3040 | 0.0002 | - |
|
| 507 |
+
| 0.5415 | 3050 | 0.0002 | - |
|
| 508 |
+
| 0.5432 | 3060 | 0.0002 | - |
|
| 509 |
+
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| 610 |
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|
| 611 |
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| 612 |
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|
| 613 |
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|
| 614 |
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| 615 |
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| 616 |
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| 617 |
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| 618 |
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| 619 |
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| 620 |
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|
| 621 |
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| 622 |
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| 623 |
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| 624 |
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| 625 |
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| 626 |
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| 627 |
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| 628 |
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| 629 |
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| 631 |
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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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| 639 |
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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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| 649 |
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| 688 |
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| 689 |
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|
| 691 |
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|
| 692 |
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|
| 693 |
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|
| 694 |
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|
| 695 |
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|
| 696 |
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|
| 697 |
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|
| 698 |
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|
| 699 |
+
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|
| 700 |
+
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|
| 701 |
+
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|
| 702 |
+
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| 703 |
+
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|
| 704 |
+
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|
| 705 |
+
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|
| 706 |
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|
| 707 |
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|
| 708 |
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| 0.8983 | 5060 | 0.0001 | - |
|
| 709 |
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| 710 |
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|
| 711 |
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|
| 712 |
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|
| 713 |
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| 714 |
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|
| 715 |
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|
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|
| 718 |
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|
| 719 |
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|
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|
| 721 |
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|
| 722 |
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|
| 723 |
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|
| 724 |
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|
| 725 |
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|
| 726 |
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| 0.9302 | 5240 | 0.0001 | - |
|
| 727 |
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|
| 728 |
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|
| 729 |
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|
| 730 |
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|
| 731 |
+
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|
| 732 |
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| 0.9409 | 5300 | 0.0001 | - |
|
| 733 |
+
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|
| 734 |
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|
| 735 |
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| 0.9462 | 5330 | 0.0001 | - |
|
| 736 |
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| 0.9480 | 5340 | 0.0001 | - |
|
| 737 |
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|
| 738 |
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| 0.9515 | 5360 | 0.0001 | - |
|
| 739 |
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|
| 740 |
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|
| 741 |
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|
| 742 |
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| 0.9586 | 5400 | 0.0001 | - |
|
| 743 |
+
| 0.9604 | 5410 | 0.0001 | - |
|
| 744 |
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| 0.9622 | 5420 | 0.0001 | - |
|
| 745 |
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| 0.9640 | 5430 | 0.0001 | - |
|
| 746 |
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| 0.9657 | 5440 | 0.0001 | - |
|
| 747 |
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| 0.9675 | 5450 | 0.0001 | - |
|
| 748 |
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| 0.9693 | 5460 | 0.0001 | - |
|
| 749 |
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|
| 750 |
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| 0.9728 | 5480 | 0.0001 | - |
|
| 751 |
+
| 0.9746 | 5490 | 0.0001 | - |
|
| 752 |
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| 0.9764 | 5500 | 0.0001 | - |
|
| 753 |
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| 0.9782 | 5510 | 0.0001 | - |
|
| 754 |
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| 0.9799 | 5520 | 0.0001 | - |
|
| 755 |
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| 0.9817 | 5530 | 0.0001 | - |
|
| 756 |
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| 0.9835 | 5540 | 0.0001 | - |
|
| 757 |
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|
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|
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|
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|
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|
| 764 |
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|
| 765 |
+
| 0.9995 | 5630 | 0.0001 | - |
|
| 766 |
+
| 1.0 | 5633 | - | 0.0180 |
|
| 767 |
|
| 768 |
### Framework Versions
|
| 769 |
- Python: 3.11.13
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 90864192
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8c5ddb12b6e794a25e675f2e874417cf38812f2a65b96e3c20ed68b57d227634
|
| 3 |
size 90864192
|
model_head.pkl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 22991
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|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ff7d83cc2d53b5c8a18931a529e02e8bc68e1a208f2ce90ec68184bd940bca6d
|
| 3 |
size 22991
|
model_info.json
CHANGED
|
@@ -1,18 +1,24 @@
|
|
| 1 |
{
|
| 2 |
-
"model_path": "
|
| 3 |
-
"timestamp": "
|
| 4 |
"base_model": "sentence-transformers/all-MiniLM-L6-v2",
|
| 5 |
-
"training_date": "2025-09-
|
| 6 |
"model_type": "SetFit Email Classifier",
|
| 7 |
-
"
|
| 8 |
-
"
|
| 9 |
-
|
| 10 |
-
"
|
| 11 |
-
"
|
| 12 |
-
"
|
| 13 |
-
"
|
| 14 |
-
"
|
| 15 |
-
"
|
| 16 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 17 |
]
|
| 18 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"model_path": "setfit_email_classifier_20250921_101223",
|
| 3 |
+
"timestamp": "20250921_101223",
|
| 4 |
"base_model": "sentence-transformers/all-MiniLM-L6-v2",
|
| 5 |
+
"training_date": "2025-09-21T10:12:23.897928",
|
| 6 |
"model_type": "SetFit Email Classifier",
|
| 7 |
+
"setfit_version": "1.1.3",
|
| 8 |
+
"files_saved": [
|
| 9 |
+
"model.safetensors",
|
| 10 |
+
"2_Normalize",
|
| 11 |
+
"model_head.pkl",
|
| 12 |
+
"1_Pooling",
|
| 13 |
+
"tokenizer_config.json",
|
| 14 |
+
"special_tokens_map.json",
|
| 15 |
+
"config.json",
|
| 16 |
+
"config_sentence_transformers.json",
|
| 17 |
+
"tokenizer.json",
|
| 18 |
+
"config_setfit.json",
|
| 19 |
+
"README.md",
|
| 20 |
+
"sentence_bert_config.json",
|
| 21 |
+
"vocab.txt",
|
| 22 |
+
"modules.json"
|
| 23 |
]
|
| 24 |
}
|
usage_example.md
ADDED
|
@@ -0,0 +1,33 @@
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|
| 1 |
+
# How to use your trained SetFit model
|
| 2 |
+
|
| 3 |
+
## Load the model
|
| 4 |
+
```python
|
| 5 |
+
from setfit import SetFitModel
|
| 6 |
+
|
| 7 |
+
# Load your trained model
|
| 8 |
+
model = SetFitModel.from_pretrained('setfit_email_classifier_20250921_101223')
|
| 9 |
+
```
|
| 10 |
+
|
| 11 |
+
## Make predictions
|
| 12 |
+
```python
|
| 13 |
+
# Predict single email
|
| 14 |
+
email_text = "Thank you for your application. We will review it shortly."
|
| 15 |
+
prediction = model([email_text])
|
| 16 |
+
print(f"Classification: {prediction[0]}")
|
| 17 |
+
|
| 18 |
+
# Predict multiple emails
|
| 19 |
+
emails = [
|
| 20 |
+
"We would like to schedule an interview with you.",
|
| 21 |
+
"Unfortunately, we cannot move forward with your application.",
|
| 22 |
+
"Please submit the following additional documents."
|
| 23 |
+
]
|
| 24 |
+
predictions = model(emails)
|
| 25 |
+
for email, pred in zip(emails, predictions):
|
| 26 |
+
print(f"Email: {email[:50]}...")
|
| 27 |
+
print(f"Classification: {pred}\n")
|
| 28 |
+
```
|
| 29 |
+
|
| 30 |
+
## Model Info
|
| 31 |
+
- Base Model: sentence-transformers/all-MiniLM-L6-v2
|
| 32 |
+
- Trained: 2025-09-21 10:12:24
|
| 33 |
+
- Type: SetFit Email Classifier
|