shankerram3/setfit-email-v4

SetFit with nomic-ai/modernbert-embed-base

This is a SetFit model that can be used for Text Classification. This SetFit model uses nomic-ai/modernbert-embed-base as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

1. Fine-tuning a Sentence Transformer with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

• Model Type: SetFit
• Sentence Transformer body: nomic-ai/modernbert-embed-base
• Classification head: a LogisticRegression instance
• Maximum Sequence Length: 8192 tokens
• Number of Classes: 14 classes

Model Sources

• Repository: SetFit on GitHub
• Paper: Efficient Few-Shot Learning Without Prompts
• Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
2	'Subject: Software Engineer II at Chewy and 10 more jobs in Bellevue, WA for you. Apply Now.\n\nBody: @font-face { font-family: 'Glassdoor Sans'; font-style: normal; font-weight: 300; mso-font-alt: 'sans-serif'; src: url( format('woff2'); } * { font-family: 'Glassdoor Sans', sans-serif; } @font-face { font-family: 'Glassdoor Sans'; font-style: normal; font-weight: 400; mso-font-alt: 'sans-serif'; src: url( format('woff2'); } * { font-family: 'Glassdoor Sans', sans-serif; } @font-face { font-family: 'Glassdoor Sans'; font-style: normal; font-weight: 600; mso-font-alt: 'sans-serif'; src: url( format('woff2'); } * { font-family: 'Glassdoor Sans', sans-serif; } .postcard-container { padding-left : 28px; padding-right : 28px; } @media only screen and (max-width : 748px) { .banner-text { font-size : 19px !important; line-height: 19px !important; width: auto !important; } .download-banner-img { width: 162px !important; height: 171px !important; } h1 { font-size : 24px !important; } h2 { font-size : 14px !important; } .post-card-box { padding: 0 4px !important; } .salary-range { font-size : 36px !important; } .header-image { display: none !important; } .header-image-container { display: none; } .job-card-container { padding: 12px 4px !important; } } table.gd-c50a3659bb{max-width:37.5em;margin-bottom:16px;} table.gd-dbe9ce2b4a{max-width:37.5em;border-radius:8px;border:1px solid #DADEE2;overflow:hidden;} table.gd-454fb62d56{max-width:37.5em;min-width:290px;} a.gd-31e5f3bf4e{color:inherit;font-family:"Glassdoor Sans", system-ui, "Segoe UI", Roboto, sans-serif;text-decoration:none;display:block;} td.gd-186dec1ba4{vertical-align:top;width:32px;} td.gd-c4b6273595{vertical-align:middle;padding-left:8px;} td.gd-e8b30124a1{vertical-align:middle;} p.gd-56cb695911{font-size:12px;line-height:1.33;margin:0;font-weight:400;white-space:normal;} p.gd-6c2846d4dc{font-size:14px;line-height:1.4;margin:0;font-weight:600;} p.gd-28d35bae2f{font-size:12px;line-height:1.33;margin:0;margin-top:4px;} p.gd-764e661c5b{font-size:12px;line-height:16px;margin:0;font-family:"Glassdoor Sans", system-ui, "Segoe UI", Roboto, sans-serif;color:#647380;font-weight:400;text-align:right;white-space:nowrap;} img.gd-925aa098a0{display:block; border-radius:50%; border:1px solid #DADEE2; object-fit:cover;;} p.gd-ec0e931ecc{font-size:12px;line-height:1.33;margin:0;padding-left:8px;font-weight:400;white-space:nowrap;} td.gd-3d293e2f4e{text-align:right;vertical-align:middle;} img.gd-9b0994d422{display:block;outline:none;border:0;text-decoration:none;height:1px;width:1px;max-height:1px;max-width:1px;opacity:0;visibility:hidden;line-height:0;} a.gd-976e826135{color:#067df7;text-decoration:none;display:flex;width:fit-content;position:relative;border:none;background:transparent;padding:0;cursor:pointer;outline-offset:4px;transition:filter 250ms;white-space:nowrap;} span.gd-8aa32730bf{text-align:center;border-radius:4px;font-family:"Glassdoor Sans", system-ui, "Segoe UI", Roboto, sans-serif;font-size:14px;font-style:normal;font-weight:600;line-height:20px;padding:4px 16px;z-index:1;background:#ffffff;color:#000c02;border:1px solid #000c02;transition:background-color .2s ease-out,border-color .2s ease-out,color .2s ease-out,outline-color .2s ease-out;} p.gd-785d4caf5b{font-size:14px;line-height:24px;margin:0;text-align:center;} a.gd-8201993797{color:#008050;text-decoration:none;font-size:14px;font-style:normal;font-weight:400;line-height:22px;}Opendoor is hiring \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff Job alert: Machine Learning Engineer Job alert: Machine Learning EngineerYour job listings for January 28, 2026Machine Learning EngineerBellevue, WAVilya, Inc.Machine Learning EngineerSeattle, WAEasy Apply1d Chewy3.4 ★Machine Learning Engineer IIIBellevue, WA$149K - $245K (Employer est.)Just posted SpaceX3.7 ★Data Engineer (Direct To Cell)Redmond, WA$123K - $170K (Employer est.)1d Chewy3.4 ★Software Engineer IIBellevue, WA$120K - $192K (Employer est.)1d Bausch + Lomb3.6 ★AI Agent ML EngineerBothell, WA$165K - $190K (Employer est.)1d Accenture3.7 ★Google Agentic AI Delivery SpecialistKirkland, WA$64K - $196K (Employer est.)1d Meta3.7 ★Developer Support Solutions EngineerSeattle, WA$98K - $142K (Employer est.)Just posted Microsoft4.0 ★Applied Scientist IIRedmond, WA$101K - $215K (Employer est.)Best-Led Company20h Zoom Communications3.6 ★AI Infrastructure EngineerSeattle, WA$152K - $332K (Employer est.)4d Capgemini4.0 ★Entry Level - Data Scientist-GenAI Engineer -MLSeattle, WA$60K - $75K (Employer est.)5d Opendoor3.1 ★AI/ML Platform EngineerSeattle, WA$247K - $309K (Employer est.)5d Capgemini4.0 ★Associate Data ScientistSeattle, WA$90K - $110K (Employer est.)1dSee more jobsWant more listings like these?Similar jobs can have different titles.Create job alerts for related roles.research engineerCreatedata mining scientistCreatesoftware engineer natural language processingCreateLooking for something a little different?You can edit your job alert here.Machine Learning EngineerBellevue, WASent DailyEditThis message was sent to Policy
4	'Subject: Your Application to Clever\n\nBody: Hi ram, Thank you for applying to Clever. We appreciate your interest in our Senior Software Engineer, Auth position and your commitment to unlocking new ways of learning for all students. We received many applications for this position, and the hiring process has been a very competitive one. Although we were impressed with your qualifications, we have decided not to move your application forward at this time. However, we would love to stay in touch! We would like to keep your application on file as new positions open that may be a better fit. Feel free to follow us on LinkedIn ( ) to stay up to date on the latest in hiring and all things K-12 related! We greatly appreciate your interest in working with us and wish you the best of luck with your job search. Clever' 'Subject: An update on your application from CONSULTREE CONSULTING SERVICES LLC\n\nBody: body, table, td, a { -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; }table, td { mso-table-lspace: 0pt; mso-table-rspace: 0pt; }img { -ms-interpolation-mode: bicubic; }img { border: 0; height: auto; line-height: 100%; outline: none; text-decoration: none; }table { border-collapse: collapse !important; }body { height: 100% !important; margin: 0 !important; padding: 0 !important; width: 100% !important; }a[x-apple-data-detectors] {color: inherit !important; text-decoration: none !important; font-size: inherit !important; font-family: inherit !important; font-weight: inherit !important; line-height: inherit !important;}h1 { font-size: 28px !important;line-height: 35px !important;-webkit-text-size-adjust: none !important; @media only screen and (max-width:700px) {.performance-table td, .performance-table th {font-size:12px !important;}.inner-padding {padding:20px 10px !important;{.outer-padding {padding:0 10px !important;}.text {font-size:16px !important; line-height:20px !important;}.footer-links, .footer-text {font-size:10px !important;}}96Thank you for applying to the Software Development Engineer in Test (SDET) (locals Only) position at CONSULTREE CONSULTING SERVICES LLC. Unfortunately, CONSULTREE CONSULTING SERVICES LLC has moved to the next step in their hiring process, and your application was not selected at this time. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏  ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏  ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏  ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏An update on your application from CONSULTREE CONSULTING SERVICES LLCThank you for applying to the Software Development Engineer in Test (SDET) (locals Only) position at CONSULTREE CONSULTING SERVICES LLC. Unfortunately, CONSULTREE CONSULTING SERVICES LLC has moved to the next step in their hiring process, and your application was not selected at this time.Replying to this email will not result in sending a message to the employer.© 2026 Indeed, Inc.Austin Indeed Tower, 200 West 6th Street, Floor 36, Austin, TX 78701Indeed.comPrivacy PolicyTermsHelp' "Subject: Important information about your application to OneStudyTeam\n\nBody: Hi Ram, Thank you for your interest in our Software Engineer position at OneStudyTeam, a Reify Health company. After carefully reviewing your experience, we've made the decision to not move forward with your candidacy at this time. To stay up to date on current job openings and ensure you’re included in our search for future great candidates, we encourage you to connect with us on LinkedIn ( ). We appreciate your interest in OneStudyTeam and wish you success in your job search. Best, OneTalentTeam"
3	"Subject: Indeed Application: AI Engineer\n\nBody: Your application has been submitted. Good luck! If you notice an error in your application, please Contact Indeed ------ Indeed - one search. all jobs.
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1	"Subject: Reminder: Complete Your Interview for Interview Screening - Technical at Calyptus\n\nBody: Hey Ram 👋, Friendly ping to complete your interview for the Interview Screening - Technical position at Calyptus. Your application is important to us, and we encourage you to complete your interview at your earliest convenience. You can continue your interview by clicking below: Continue Interview If you have any questions or need assistance, please don't hesitate to reply to this email. Best regards,Recruitment @ Calyptus 24 Jan 2026 13:25:40 +0000" "Subject: [Action Required] Complete your Turing Interview\n\nBody: . Hi Ram, This is a final reminder to complete your interview for the Senior Software Engineer – LLM Evaluation (US/Canada/WEU based) position. To move your application forward, please complete the interview within the next 24 hours. Access your interview If you encounter any technical issues or need assistance, please don't hesitate to email us at We look forward to reviewing your interview. Best regards, Turing Talent TeamPrivacy PolicyTerms of Service© 2026 Turing Enterprises, Inc1900 Embarcadero Road, Palo Alto, CA 94303 Please use this link to unsubscribe from all our emails." 'Subject: Speechify Invites You to our First Round of Technical Assessment\n\nBody: Hi ram harikrishnan, Thank you so much for applying to Speechify. We're excited to invite you to the first round of our technical assessment for Senior Software Engineer, AI Model Serving - Boise, USA: Here's the link to get started (Python Test): This link is specially generated for you, so please don't share it with anyone else. Please schedule your assessment as soon as possible. Once it's scheduled, simply return to the same link at your test time and you'll be automatically redirected to the test page. If you run into any issues or would prefer to receive the test link manually, feel free to reach out before your scheduled time and we'll be happy to assist. Before you begin, here are a few important reminders: * Ensure you're using a Chromium-based browser (preferably Chrome). * GitHub Access: * Sign in to GitHub using the same account you used to schedule the assessment. Ensure you can complete any necessary verification steps, including accessing the email associated with your GitHub account. * Set up GitHub SSH ( ) for cloning the repository or follow our guide here ( ) To help you prepare, please review the following guide. It will walk you through how to get ready for the technical assessment round. Manual Assessment (90 Minutes) * Working at a startup comes with the need for solving ambiguous problems. This assignment will evaluate your ability to work through such situations. * You will be given a GitHub repository that you will clone and work locally on your own IDE. * Please start by taking 5 minutes to read the instructions thoroughly. They are very clear on what is and what is not allowed here. * Please ensure that you turn off copilot and other similar features. * This assignment will be in Python * Read through the instructions very carefully when you start this assignment. * Feel free to use the internet if you get stuck. Just make sure to follow the instructions below: * You MUST write your own code (no copy-paste or Copilots) * You may use official online API documentation to lookup or clarify existing APIs in your programming language ("js Array.splice call signature"), and you may NOT use any online resources to help with general problem-solving ("how to reverse binary tree", "how to dedupe a list"). The interviewer reviewing your recording will have discretion over whether your usage of online resources is above or below the line, so bias AWAY from using online materials unless you are completely blocked. * You MUST read the instructions in the source files for each task, as these will give more specific direction about resources you can or cannot use for the task. * To prepare: * Review Data Structures in Python * Recommended resource: Data structures and algorithms from zero to hero ( ) During the test, we require both camera and full screen sharing to ensure transparency and authenticity. As the test is conducted online without an interviewer, these measures are essential to prevent misrepresentation. Please note that the test output, including the video recording, will be shared with our internal review team, especially in cases where additional context or clarification is needed. Rest assured, all recordings are kept strictly confidential and are used solely for evaluation purposes by the review team. When you're done, we'll review your results. If you pass, you'll have a technical interview with an engineer on our team, with whom you can also ask any technical questions that you might have. After that, our final round interview is with our CEO, Cliff. If all goes well, you'll receive an offer 1-2 weeks after you take your first-round technical assessment. Congratulations again, and we look forward to reviewing your first-round interview submission. PS: Please watch this video ( ) to learn more about Cliff and Speechify. Best Regards, Speechify Recruiting Team'
13	"Subject: Update: Volunteer sign-up: Food bank\n\nBody: Hello, We need volunteers for this Saturday's food bank distribution event from 9am to 1pm. Tasks include sorting donations, packing boxes, and distributing to families. Sign up at the link below." "Subject: Parking permit renewal\n\nBody: Your residential parking permit expires March 31. Renew online by March 15 to avoid late fees. Fee: $75 for annual permit. You'll need your vehicle registration and proof of address." 'Subject: Re: Appointment confirmation - Dr. Patel\n\nBody: Hi there, Your appointment with Dr. Patel has been confirmed for Thursday, March 18 at 10:00 AM. Please arrive 15 minutes early and bring your insurance card.'
14	'Subject: Sign-in link for your application at DataServ Integrations, LLC\n\nBody: @import url(" .f-fallback { font-family: Arial, sans-serif; } APPLICATION You requested a sign-in link for your application at DataServ Integrations, LLC. Use the button below to sign in. View/Edit Application If the button does not work, copy and paste this link into your browser: Links expire in 15 minutes. You can set an optional password as well with this link. Your user name is your email address. POWERED BY CLEARCOMPANY You received this email because you applied for a job at DataServ Integrations, LLC' 'Subject: Confirm your identity\n\nBody: Hello Ram,We need you to confirm your identity for your job application for using this code: 741935. This code expires in 10 minutes. If you received this message in error, please delete this email. Sincerely,The Ford Talent Acquisition Team' 'Subject: Security code for your application to Veracyte\n\nBody: Hi Ram, Copy and paste this code into the security code field on your application: UX2lpW0i After you enter the code, resubmit your application. © 2026 Greenhouse 18 West 18th Street, 11th Floor, New York, NY 10011, USA'
9	'Subject: The tools needed for a successful life\n\nBody: Best-in-class benefits. All for you.Hi  Ram !Since 1986, our inspiration has been the idea that education and care can change the world. That’s a pretty awesome thing. Even more awesome? Being part of a team that offers world-class support — child care, elder care, guidance for careers and education, and more — for parents and children who really need it. We partner with the world’s best companies to provide best-in-class education and care. That’s Bright Horizons.    Learn More Explore Opportunities with Us! \u200b\u200b\u200b\u200b\u200b\u200b\u200bClick the button to learn about our career opportunities! Visit Website Virtually yours, ScoutFollow Us On Social ©️ 2026,  Bright Horizons Family Solutions LLC.To ensure delivery to your inbox, please add to your address bookYou can unsubscribe here and stop receiving these job alert emailsKnow someone who is looking for a new career? Forward them this email. Already a Bright Horizons Employee? Refer someone through our Employee Referral Program.' "Subject: Just in at Experis: This week's employee reviews and more\n\nBody: @font-face { font-family: 'Glassdoor Sans'; font-style: normal; font-weight: 300; mso-font-alt: 'sans-serif'; src: url( format('woff2'); } * { font-family: 'Glassdoor Sans', sans-serif; } @font-face { font-family: 'Glassdoor Sans'; font-style: normal; font-weight: 400; mso-font-alt: 'sans-serif'; src: url( format('woff2'); } * { font-family: 'Glassdoor Sans', sans-serif; } @font-face { font-family: 'Glassdoor Sans'; font-style: normal; font-weight: 600; mso-font-alt: 'sans-serif'; src: url( format('woff2'); } * { font-family: 'Glassdoor Sans', sans-serif; } .postcard-container { padding-left : 28px; padding-right : 28px; } @media only screen and (max-width : 748px) { .banner-text { font-size : 19px !important; line-height: 19px !important; width: auto !important; } .download-banner-img { width: 162px !important; height: 171px !important; } h1 { font-size : 24px !important; } h2 { font-size : 14px !important; } .post-card-box { padding: 0 4px !important; } .salary-range { font-size : 36px !important; } .header-image { display: none !important; } .header-image-container { display: none; } .job-card-container { padding: 12px 4px !important; } } @media only screen and (max-width: 600px) { .cf-fit-cta-btn-row { text-align: left !important; padding-top: 12px !important; } .cf-fit-cta-btn-table { margin-left: 0 !important; } } Check out recent updates from Experis and stay on top of your work game. \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeff \u200c\u200b\u200d\u200e\u200f\ufeffSince you followExperisCheck out recent updates from Experis and stay on top of your work game.ReviewsYour window into company culture over the last 7 days.4.0Recommend ExperisCurrent Employee - Project Director in Dallas-Fort WorthWorked here for 1 yearDallas-Fort WorthPositive OutlookNo Opinion of CEORecommendsProsOverall compensation (Pay & Benefits) Transparency Proactive communicationConsI can't really think of any3.0Good Environment Bad PayFormer Employee - Test Associate III in Tigard, ORWorked here for 1 yearTigard, ORProsGood environment good people and cultureConsBad pay Layoffs happen oftenSee more reviewsConversationsHere's the latest buzz on Experis from communities on Glassdoor. Career Advice for Studentsattends Florida State UniversityCan anyone refer for Robert Half or Experis? I’m looking at their entry QA/SDET positions since I’ve built applications before with the languages they...read more4 2 comments Salaries In Salesan Account Manager Enterprise SalesAnyone have any insight into Manpower/Experis? A recruiter reached out about a BDM role.12 4 comments See more postsLooking for something a little different?Manage the companies you followThis message was sent to Policy
6	'Subject: “Software Engineer”: State Farm - Full Stack Software Engineer and more\n\nBody: Your job alert for Software Engineer in Tempe 30+ new jobs match your preferences. Full Stack Software Engineer State Farm Tempe, AZ This company is actively hiring View job: --------------------------------------------------------- Software Engineer Entry Level General Dynamics Mission Systems Scottsdale, AZ This company is actively hiring View job: --------------------------------------------------------- Java Software Engineer Divit Technologies, Inc. Phoenix, AZ Apply with resume & profile View job: --------------------------------------------------------- Application Engineer CornerStone Technology Talent Services Phoenix, AZ Apply with resume & profile View job: --------------------------------------------------------- Entry Level Software Developer SkillStorm Phoenix, AZ This company is actively hiring View job: --------------------------------------------------------- Senior Software Engineer I American Express Phoenix, AZ 1 connection View job: --------------------------------------------------------- See all jobs on LinkedIn: ---------------------------------------- This email was intended for Ram Sankar Harikrishnan (Applied AI Software Engineer @ Arizona State University
0	'Subject: An Update on Your Application\n\nBody: Hi ram, Thank you again for your interest in joining Pantomath. We’ve had an incredibly strong and exciting response to the role, and our team is still in the process of carefully reviewing resumes. I wanted to reach out to let you know that your application is still under consideration, and we’ll be back in touch shortly with next steps. We truly appreciate your patience as we work through the volume thoughtfully. Thanks again for your interest - more soon. Best, -- Jen Reiber Pantomath' 'Subject: WinCo Foods - Incomplete Application\n\nBody: Ram,According to our records, you started an application for a job at WinCo Foods.  However, your application for the following position is incomplete:  Software Developer   Please follow this link to finish your job application: you. WinCo Foods © Winco Foods; 650 N.Armsrong Place; Boise, ID 83704; USA' "Subject: EEO survey for Backend Engineer, at Blink - The Employee App\n\nBody: Blink - The Employee App invites you to fill in an Equal Employment Opportunity form regarding your recent Backend Engineer application. ------------------------------------------------------------------------------- If you didn't get the chance to complete the EEO survey when you submitted your job application for Backend Engineer job, you can do it now. Fill in EEO form ** What is EEO? ** The U.S. Equal Employment Opportunity Commission (EEOC) enforces Federal laws to protect employees and job applicants against employment discrimination because of race, color, religion, sex, national origin, age, disability or genetic information. %{account_name} is an Equal opportunity employer. ------------------------------------------------------------------------------- Powered by Workable"
12	'Subject: Thank you for creating your account!\n\nBody: Thank you for creating an account on our career site.  Please take some time to set up Job Alerts to see what roles might be of interest to you or apply to any positions we currently have available.      ' 'Subject: Welcome to Travelers Talent Community!\n\nBody: Travelers .tds-button--primary{ color:#fff; font-weight:600; background-color:#e01719; padding:15px 30px; text-decoration:none; font-family:Arial, sans-serif; } .tds-button--primary:hover{ background-color:#af1214; color:#fff !important; }   Welcome to the Travelers Talent Community. Thank you for applying and your interest in Travelers! We added you to our Talent Community where you will be kept up to date on our latest news, events, and developments in your areas of interest and exciting job opportunities. Sign in now to complete or update your profile and set up customized job alerts. SIGN IN TO YOUR ACCOUNT Once you have signed in and completed your profile, we encourage you to keep your talent profile updated so we can send you the most relevant jobs. Visit our career site to learn more about life at Travelers. By activating your account, you have agreed to the privacy policy. Sincerely, The Travelers Talent Acquisition Team         Travelers provides equal employment opportunity to all employees and applicants. To view our full statement, visit  2024 The Travelers Indemnity Company. All rights reserved. Travelers and the Travelers Umbrella logo are registered trademarks of The Travelers Indemnity Company in the U.S. and other countries. The Travelers Indemnity Company and its property casualty affiliates. One Tower Square, Hartford, CT 06183.   If you’d like to stop receiving these emails, click unsubscribe.' 'Subject: A New Year and a new chapter with HPE\n\nBody: Hi Ram,Welcome to the first edition of the HPE Talent Community newsletter — a space created for people ready to redefine what’s next. As the new year starts, it’s the perfect moment to reflect on where you are and reimagine where your expertise can take you.At HPE, careers are built on purpose and progress. Each month, we’ll share recruiter insights to sharpen your strategy, stories that showcase how innovation drives real-world impact, and opportunities where your experience can make a meaningful impact.Because at HPE, your expertise has the power to change more than your career, it can help change the world.Empathy & innovationMeet Praveena- her journey to HPE is defined by curiosity and a drive to make a difference. Discover how she’s leading with empathy and innovation.Read her story  >Future-proofing network securityHPE Juniper Networking is redefining connection and security. See how we’re shaping the future of networking.Read more >Recruiter tip"Always highlight your technical skills. If you've worked with Java, Python, C++, hardware, software, or code in cloud environments, make sure to emphasize it." AI sustainability – why green data centers aren’t enough"The resource intensity of AI is a shared concern across private and public sectors alike."Read the blog  >Regards,HPE Talent Acquisition TeamQuestions?If you have any questions regarding our recruiting process, we are happy to assist you! Please reach out to our Recruitment Help Desk at or call our toll-free line 1-888-530-0264Connect with us onCopyrights 2026, Hewlett Packard EnterpriseTo ensure delivery to your inbox, please to your address book.You can unsubscribe here and stop receiving these job alert emails.'
11	"Subject: NRG Remote Marketing Data Analytics Opportunity\n\nBody: Hi Ram, It was great speaking with you today, thank you again for your time. I apologize that I wasn’t able to reach you first regarding the AI Engineering role with NRG/Vivint. However, I wanted to share another opportunity with NRG Energy that I believe aligns well with your background. This role sits with a different group within NRG. Please note that NRG is a Fortune 500 company with more than 10,000 employees and works with multiple staffing partners. Candidates can be submitted to different roles through different vendors, but not to the same role by more than one vendor. If you have not already been submitted to this position, I would be happy to represent you. This is a fully remote, long-term contract opportunity supporting the Marketing Data Analytics team. We have successfully placed several Data Scientists with this hiring manager, and I believe your experience would be of strong interest. The maximum pay rate for this role is $64/hour on a W2 basis. Please take a moment to review the job details below and let me know if you would like to move forward. I look forward to your thoughts. Client: NRG Energy Website: Location: 100% Remote Duration: 6+ months contract * Mon- Fri 8am to 5pm Central Time Job Summary: Welcome, we're driven by the idea of a smarter, cleaner, digitally-enhanced energy ecosystem—and the possibilities that brings to the world and to the seven million customers we serve. Consumer's data scientists use a combination of technical and business skills to help brands achieve their financial and strategic objectives. A Data Scientist learns the job while performing hands-on analytics and modeling. Essential Duties/Responsibilities: * Adhere to our culture of humility, curiosity, and impact * Process data using Python, PySpark, and Databricks * Develop models and dashboards * Learn the job while performing hands-on analytics and modeling * Help business partners make more profitable decisions based on customer and prospect insights Working Conditions: * Fully remote Minimum Requirements: * 0-3 years of experience in data analysis or related field * Master's degree in a quantitative discipline or equivalent practical experience * Experience with statistical software and database languages Preferred Qualifications: * Experience using data science to improve customer experience and business profitability * PhD in quantitative discipline * Proficiency in Python packages such as PySpark, NumPy, pandas, scikit-learn, XGBoost, Matplotlib, and lifelines * Theoretical and practical knowledge of methods such as frequentist statistics, Bayesian statistics, forecasting, optimization, causal inference, machine learning, and natural language processing * Proficiency with version control * Experience with reading and writing data in the cloud * Ability to collaborate effectively with teammates across functions with strong skills in persuasive and informative speaking Our benefits package includes: * Comprehensive medical benefits * Competitive pay, 401(k) * Retirement plan * ...and much more! About INSPYR Solutions Technology is our focus and quality is our commitment. As a national expert in delivering flexible technology and talent solutions, we strategically align industry and technical expertise with our clients' business objectives and cultural needs. Our solutions are tailored to each client and include a wide variety of professional services, project, and talent solutions. By always striving for excellence and focusing on the human aspect of our business, we work seamlessly with our talent and clients to match the right solutions to the right opportunities. Learn more about us at inspyrsolutions.com. INSPYR Solutions provides Equal Employment Opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, sex, national origin, age, disability, or genetics. In addition to federal law requirements, INSPYR Solutions complies with applicable state and local laws governing nondiscrimination in employment in every location in which the company has facilities. Best Regards, [LinkedIn] [Instagram] [Facebook] [Twitter] \u200b\u200b\u200b\u200b Confidentiality Notice Michael Sabo Lead Delivery Manager Office: (713) 547-4497 Web: inspyrsolutions.com LinkedIn: Connect with me View our Partnerships" 'Subject: New Message from Gerald Bush - Full Stack Developer\n\nBody: @import url(' @import url(' /* iOS BLUE LINKS / a[x-apple-data-detectors] { color: inherit !important; font-size: inherit !important; font-family: inherit !important; font-weight: inherit !important; line-height: inherit !important; } / Samsung blue Links / #MessageViewBody a { color: inherit; text-decoration: none; font-size: inherit; font-family: inherit; font-weight: inherit; line-height: inherit; } / Samsung center email */ #MessageViewBody { Margin: 0 auto !important; } a, body, table, td, th { -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; box-sizing: border-box !important; } table, td { mso-table-lspace: 0; mso-table-rspace: 0; } img { -ms-interpolation-mode: bicubic; border: 0; height: auto; line-height: 100%; outline: 0; text-decoration: none; } body { height: 100%!important; margin: 0!important; padding: 0!important; width: 100%!important; } sup { *vertical-align: baseline; position: relative; bottom: .75em; font-size: 0.65em; line-height: 0; } p { margin-top: 8px; margin-bottom: 16px; / This helps with paragraph spacing in Yahoo! / } .primary-button:hover { background-color: #003a9b !important; } .primary-button:focus, .primary-button:active{ border: 2px solid #ffffff !important; } .secondary-button:hover { background-color: #f7f6f5 !important; } .tertiary-button:hover { background-color: #f7f6f5 !important; } .destructive-button:hover { background-color: #f7f6f5 !important; } .standard-text-link:hover { color: #003a9b !important; } .neutral-text-link:hover { color: #424242 !important; } .inverse-text-link:hover { color: #f3f2f1 !important; } .strong-text-link:hover { color: #424242 !important; } @media only print and (max-width: 600px) { body { max-width: 320px; 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background-position: bottom !important } .no-border{ border:none !important; border-radius: 0 !important; } .h24 {height: 24px !important;} .h16 {height: 16px !important;} .jobCardLabels {margin: 0 0 4px !important; width: 100% !important; display: block !important;} .radius8 { border-radius: 8px !important;} .eml_BasicTable_HideOnMobile { display: none!important;} / Custom CSS After this line / } @media only screen and (min-width: 600px) { .eml_BasicTable_MobileShow { display: none !important; } } [style='Noto Sans'] { font-family: 'Indeed Sans', 'Noto Sans', Helvetica, Arial, sans-serif !important; } table { border-collapse: collapse; border-spacing: 0; } 96 li { text-indent: -1em; / Normalise space between bullets and text / } Log in to view and respond to the message ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­ ͏­     Suspect spam or fraud? 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} table, td { mso-table-lspace: 0; mso-table-rspace: 0; } img { -ms-interpolation-mode: bicubic; border: 0; height: auto; line-height: 100%; outline: 0; text-decoration: none; } body { height: 100%!important; margin: 0!important; padding: 0!important; width: 100%!important; } sup { *vertical-align: baseline; position: relative; bottom: .75em; font-size: 0.65em; line-height: 0; } p { margin-top: 8px; margin-bottom: 16px; / This helps with paragraph spacing in Yahoo! / } .primary-button:hover { background-color: #003a9b !important; } .primary-button:focus, .primary-button:active{ border: 2px solid #ffffff !important; } .secondary-button:hover { background-color: #f7f6f5 !important; } .tertiary-button:hover { background-color: #f7f6f5 !important; } .destructive-button:hover { background-color: #f7f6f5 !important; } .standard-text-link:hover { color: #003a9b !important; } .neutral-text-link:hover { color: #424242 !important; } .inverse-text-link:hover { color: #f3f2f1 !important; } .strong-text-link:hover { color: #424242 !important; 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line-height: 43px !important; -webkit-text-size-adjust: none !important } p.body-p-sm { font-size: 14px !important; line-height: 22px !important; -webkit-text-size-adjust: none !important } p.body-p-xs { font-size: 12px !important; line-height: 20px !important; -webkit-text-size-adjust: none !important } .ph-0 { padding-left: 0px !important; padding-right: 0px !important } .p-0 { padding: 0px !important } .pt-0 { padding-top: 0px !important } .pr-0 { padding-right: 0px !important } .pb-0 { padding-bottom: 0px !important } .pl-0 { padding-left: 0px !important } .pb-4 { padding-bottom: 4px !important } .pt-4 { padding-top: 4px !important } .ph-8 { padding-left: 8px !important; padding-right: 8px !important } .pb-8 { padding-bottom: 8px !important } .ptb-8 { padding-top: 8px !important; padding-bottom: 8px !important } .pt-8 { padding-top: 8px !important } .pl-8 { padding-left: 8px !important } .pl-10 { padding-left: 10px !important } .pr-8 { padding-right: 8px !important } .pb-12 { padding-bottom: 12px !important } .ph-15 { padding-left: 15px !important; 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5	'Subject: Ram, start a conversation with your new connection, Reethika Reddy\n\nBody: ---------------------------------------- This email was intended for Ram Sankar Harikrishnan (Applied AI Software Engineer @Arizona State University
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Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("Subject: Re: Trail run this Saturday

Body: Hey runners! Our Saturday morning trail run is confirmed. Meeting at Bear Creek trailhead at 7am. Distance: 8 miles, moderate difficulty. Bring water and sunscreen.")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	11	265.0942	2905

Label	Training Sample Count
0	110
1	129
2	314
3	321
4	327
5	27
6	58
7	10
8	5
9	95
10	0
11	57
12	40
13	84
14	248

Training Hyperparameters

• batch_size: (16, 16)
• num_epochs: (4, 4)
• max_steps: -1
• sampling_strategy: oversampling
• num_iterations: 20
• body_learning_rate: (2e-05, 1e-05)
• head_learning_rate: 0.01
• loss: CosineSimilarityLoss
• distance_metric: cosine_distance
• margin: 0.25
• end_to_end: False
• use_amp: True
• warmup_proportion: 0.1
• l2_weight: 0.01
• seed: 42
• eval_max_steps: -1
• load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0002	1	0.2097	-
0.0022	10	0.2449	-
0.0044	20	0.3029	-
0.0066	30	0.2596	-
0.0088	40	0.269	-
0.0110	50	0.2403	-
0.0131	60	0.2365	-
0.0153	70	0.2389	-
0.0175	80	0.181	-
0.0197	90	0.2	-
0.0219	100	0.2165	-
0.0241	110	0.2071	-
0.0263	120	0.1947	-
0.0285	130	0.1987	-
0.0307	140	0.1906	-
0.0329	150	0.1765	-
0.0351	160	0.1827	-
0.0373	170	0.158	-
0.0394	180	0.1674	-
0.0416	190	0.1674	-
0.0438	200	0.1565	-
0.0460	210	0.1483	-
0.0482	220	0.1394	-
0.0504	230	0.155	-
0.0526	240	0.131	-
0.0548	250	0.119	-
0.0570	260	0.1295	-
0.0592	270	0.1254	-
0.0614	280	0.1046	-
0.0636	290	0.105	-
0.0657	300	0.0958	-
0.0679	310	0.0716	-
0.0701	320	0.0852	-
0.0723	330	0.0866	-
0.0745	340	0.0788	-
0.0767	350	0.0812	-
0.0789	360	0.0677	-
0.0811	370	0.0721	-
0.0833	380	0.0676	-
0.0855	390	0.0527	-
0.0877	400	0.0756	-
0.0899	410	0.0537	-
0.0920	420	0.0472	-
0.0942	430	0.0485	-
0.0964	440	0.0421	-
0.0986	450	0.0506	-
0.1008	460	0.0415	-
0.1030	470	0.0455	-
0.1052	480	0.0378	-
0.1074	490	0.0392	-
0.1096	500	0.0447	-
0.1118	510	0.0366	-
0.1140	520	0.0375	-
0.1162	530	0.0387	-
0.1183	540	0.0373	-
0.1205	550	0.0268	-
0.1227	560	0.0255	-
0.1249	570	0.0252	-
0.1271	580	0.027	-
0.1293	590	0.0304	-
0.1315	600	0.0242	-
0.1337	610	0.027	-
0.1359	620	0.0292	-
0.1381	630	0.0327	-
0.1403	640	0.0286	-
0.1425	650	0.0289	-
0.1446	660	0.031	-
0.1468	670	0.0174	-
0.1490	680	0.0251	-
0.1512	690	0.0138	-
0.1534	700	0.0199	-
0.1556	710	0.0243	-
0.1578	720	0.0252	-
0.1600	730	0.0273	-
0.1622	740	0.0105	-
0.1644	750	0.0298	-
0.1666	760	0.0267	-
0.1687	770	0.0175	-
0.1709	780	0.0358	-
0.1731	790	0.028	-
0.1753	800	0.0316	-
0.1775	810	0.0154	-
0.1797	820	0.0265	-
0.1819	830	0.0331	-
0.1841	840	0.0156	-
0.1863	850	0.0251	-
0.1885	860	0.0309	-
0.1907	870	0.0147	-
0.1929	880	0.0194	-
0.1950	890	0.0197	-
0.1972	900	0.0277	-
0.1994	910	0.0201	-
0.2016	920	0.0098	-
0.2038	930	0.0169	-
0.2060	940	0.0124	-
0.2082	950	0.0294	-
0.2104	960	0.0111	-
0.2126	970	0.0278	-
0.2148	980	0.0239	-
0.2170	990	0.0097	-
0.2192	1000	0.0347	-
0.2213	1010	0.0179	-
0.2235	1020	0.0084	-
0.2257	1030	0.0167	-
0.2279	1040	0.0261	-
0.2301	1050	0.0165	-
0.2323	1060	0.0256	-
0.2345	1070	0.0131	-
0.2367	1080	0.0181	-
0.2389	1090	0.0227	-
0.2411	1100	0.017	-
0.2433	1110	0.0199	-
0.2455	1120	0.0186	-
0.2476	1130	0.0095	-
0.2498	1140	0.0108	-
0.2520	1150	0.0129	-
0.2542	1160	0.0092	-
0.2564	1170	0.0169	-
0.2586	1180	0.0181	-
0.2608	1190	0.0126	-
0.2630	1200	0.0141	-
0.2652	1210	0.0256	-
0.2674	1220	0.0208	-
0.2696	1230	0.0121	-
0.2718	1240	0.0292	-
0.2739	1250	0.0108	-
0.2761	1260	0.0203	-
0.2783	1270	0.0077	-
0.2805	1280	0.0101	-
0.2827	1290	0.0104	-
0.2849	1300	0.0099	-
0.2871	1310	0.0088	-
0.2893	1320	0.0034	-
0.2915	1330	0.0074	-
0.2937	1340	0.0084	-
0.2959	1350	0.0058	-
0.2980	1360	0.0086	-
0.3002	1370	0.0067	-
0.3024	1380	0.0097	-
0.3046	1390	0.0103	-
0.3068	1400	0.0075	-
0.3090	1410	0.0199	-
0.3112	1420	0.0073	-
0.3134	1430	0.0069	-
0.3156	1440	0.003	-
0.3178	1450	0.0027	-
0.3200	1460	0.0023	-
0.3222	1470	0.0129	-
0.3243	1480	0.0153	-
0.3265	1490	0.0093	-
0.3287	1500	0.0144	-
0.3309	1510	0.0044	-
0.3331	1520	0.0039	-
0.3353	1530	0.0196	-
0.3375	1540	0.0115	-
0.3397	1550	0.0123	-
0.3419	1560	0.0076	-
0.3441	1570	0.0067	-
0.3463	1580	0.016	-
0.3485	1590	0.0156	-
0.3506	1600	0.0112	-
0.3528	1610	0.0144	-
0.3550	1620	0.0044	-
0.3572	1630	0.0136	-
0.3594	1640	0.0029	-
0.3616	1650	0.0027	-
0.3638	1660	0.0057	-
0.3660	1670	0.0138	-
0.3682	1680	0.0131	-
0.3704	1690	0.008	-
0.3726	1700	0.0173	-
0.3748	1710	0.0173	-
0.3769	1720	0.0081	-
0.3791	1730	0.0022	-
0.3813	1740	0.0099	-
0.3835	1750	0.0078	-
0.3857	1760	0.0103	-
0.3879	1770	0.0091	-
0.3901	1780	0.002	-
0.3923	1790	0.0056	-
0.3945	1800	0.0022	-
0.3967	1810	0.0032	-
0.3989	1820	0.0066	-
0.4011	1830	0.0156	-
0.4032	1840	0.0034	-
0.4054	1850	0.012	-
0.4076	1860	0.0104	-
0.4098	1870	0.0071	-
0.4120	1880	0.0027	-
0.4142	1890	0.0014	-
0.4164	1900	0.003	-
0.4186	1910	0.0071	-
0.4208	1920	0.0057	-
0.4230	1930	0.0138	-
0.4252	1940	0.0033	-
0.4274	1950	0.0173	-
0.4295	1960	0.0044	-
0.4317	1970	0.0082	-
0.4339	1980	0.0055	-
0.4361	1990	0.0065	-
0.4383	2000	0.0038	-
0.4405	2010	0.0095	-
0.4427	2020	0.016	-
0.4449	2030	0.0016	-
0.4471	2040	0.0087	-
0.4493	2050	0.0137	-
0.4515	2060	0.0048	-
0.4536	2070	0.0033	-
0.4558	2080	0.0054	-
0.4580	2090	0.0052	-
0.4602	2100	0.0071	-
0.4624	2110	0.0042	-
0.4646	2120	0.0119	-
0.4668	2130	0.0007	-
0.4690	2140	0.0028	-
0.4712	2150	0.0017	-
0.4734	2160	0.0007	-
0.4756	2170	0.0019	-
0.4778	2180	0.0091	-
0.4799	2190	0.0104	-
0.4821	2200	0.0038	-
0.4843	2210	0.0074	-
0.4865	2220	0.0054	-
0.4887	2230	0.0016	-
0.4909	2240	0.0068	-
0.4931	2250	0.0029	-
0.4953	2260	0.0086	-
0.4975	2270	0.0012	-
0.4997	2280	0.0007	-
0.5019	2290	0.0014	-
0.5041	2300	0.0005	-
0.5062	2310	0.0063	-
0.5084	2320	0.0004	-
0.5106	2330	0.0069	-
0.5128	2340	0.002	-
0.5150	2350	0.0031	-
0.5172	2360	0.001	-
0.5194	2370	0.0052	-
0.5216	2380	0.0006	-
0.5238	2390	0.0062	-
0.5260	2400	0.008	-
0.5282	2410	0.0053	-
0.5304	2420	0.0019	-
0.5325	2430	0.0058	-
0.5347	2440	0.0077	-
0.5369	2450	0.0012	-
0.5391	2460	0.006	-
0.5413	2470	0.004	-
0.5435	2480	0.0037	-
0.5457	2490	0.0023	-
0.5479	2500	0.0092	-
0.5501	2510	0.0058	-
0.5523	2520	0.0032	-
0.5545	2530	0.0028	-
0.5567	2540	0.0066	-
0.5588	2550	0.0074	-
0.5610	2560	0.0013	-
0.5632	2570	0.0051	-
0.5654	2580	0.0003	-
0.5676	2590	0.005	-
0.5698	2600	0.002	-
0.5720	2610	0.0012	-
0.5742	2620	0.0005	-
0.5764	2630	0.0068	-
0.5786	2640	0.0004	-
0.5808	2650	0.0009	-
0.5829	2660	0.0043	-
0.5851	2670	0.0054	-
0.5873	2680	0.0045	-
0.5895	2690	0.0054	-
0.5917	2700	0.0017	-
0.5939	2710	0.0069	-
0.5961	2720	0.0065	-
0.5983	2730	0.005	-
0.6005	2740	0.0021	-
0.6027	2750	0.0006	-
0.6049	2760	0.0008	-
0.6071	2770	0.002	-
0.6092	2780	0.0006	-
0.6114	2790	0.0044	-
0.6136	2800	0.0022	-
0.6158	2810	0.0007	-
0.6180	2820	0.0036	-
0.6202	2830	0.0015	-
0.6224	2840	0.002	-
0.6246	2850	0.0004	-
0.6268	2860	0.0044	-
0.6290	2870	0.0006	-
0.6312	2880	0.0058	-
0.6334	2890	0.0011	-
0.6355	2900	0.0027	-
0.6377	2910	0.0013	-
0.6399	2920	0.0008	-
0.6421	2930	0.0005	-
0.6443	2940	0.0011	-
0.6465	2950	0.0003	-
0.6487	2960	0.004	-
0.6509	2970	0.0004	-
0.6531	2980	0.0022	-
0.6553	2990	0.007	-
0.6575	3000	0.0005	-
0.6597	3010	0.0004	-
0.6618	3020	0.0004	-
0.6640	3030	0.0004	-
0.6662	3040	0.0002	-
0.6684	3050	0.0004	-
0.6706	3060	0.0004	-
0.6728	3070	0.0002	-
0.6750	3080	0.0059	-
0.6772	3090	0.0003	-
0.6794	3100	0.0004	-
0.6816	3110	0.0002	-
0.6838	3120	0.008	-
0.6860	3130	0.0002	-
0.6881	3140	0.0035	-
0.6903	3150	0.0016	-
0.6925	3160	0.0009	-
0.6947	3170	0.0076	-
0.6969	3180	0.001	-
0.6991	3190	0.003	-
0.7013	3200	0.0003	-
0.7035	3210	0.0006	-
0.7057	3220	0.0004	-
0.7079	3230	0.0007	-
0.7101	3240	0.0002	-
0.7123	3250	0.0003	-
0.7144	3260	0.0003	-
0.7166	3270	0.0011	-
0.7188	3280	0.0003	-
0.7210	3290	0.0057	-
0.7232	3300	0.0005	-
0.7254	3310	0.0007	-
0.7276	3320	0.0047	-
0.7298	3330	0.0021	-
0.7320	3340	0.0004	-
0.7342	3350	0.0059	-
0.7364	3360	0.0004	-
0.7385	3370	0.0001	-
0.7407	3380	0.0046	-
0.7429	3390	0.0003	-
0.7451	3400	0.0003	-
0.7473	3410	0.0002	-
0.7495	3420	0.0064	-
0.7517	3430	0.0003	-
0.7539	3440	0.0002	-
0.7561	3450	0.0002	-
0.7583	3460	0.0003	-
0.7605	3470	0.0002	-
0.7627	3480	0.0002	-
0.7648	3490	0.0003	-
0.7670	3500	0.0001	-
0.7692	3510	0.0002	-
0.7714	3520	0.0002	-
0.7736	3530	0.0003	-
0.7758	3540	0.0006	-
0.7780	3550	0.0006	-
0.7802	3560	0.0002	-
0.7824	3570	0.0001	-
0.7846	3580	0.0002	-
0.7868	3590	0.0002	-
0.7890	3600	0.0029	-
0.7911	3610	0.0001	-
0.7933	3620	0.0043	-
0.7955	3630	0.0003	-
0.7977	3640	0.0002	-
0.7999	3650	0.0002	-
0.8021	3660	0.0028	-
0.8043	3670	0.0003	-
0.8065	3680	0.0006	-
0.8087	3690	0.0002	-
0.8109	3700	0.0001	-
0.8131	3710	0.0004	-
0.8153	3720	0.0001	-
0.8174	3730	0.0002	-
0.8196	3740	0.0001	-
0.8218	3750	0.0064	-
0.8240	3760	0.0023	-
0.8262	3770	0.0003	-
0.8284	3780	0.0002	-
0.8306	3790	0.0002	-
0.8328	3800	0.0002	-
0.8350	3810	0.0007	-
0.8372	3820	0.0003	-
0.8394	3830	0.0032	-
0.8416	3840	0.0002	-
0.8437	3850	0.0005	-
0.8459	3860	0.0003	-
0.8481	3870	0.0002	-
0.8503	3880	0.0042	-
0.8525	3890	0.0003	-
0.8547	3900	0.0002	-
0.8569	3910	0.0003	-
0.8591	3920	0.0043	-
0.8613	3930	0.0002	-
0.8635	3940	0.0033	-
0.8657	3950	0.0023	-
0.8679	3960	0.0002	-
0.8700	3970	0.0021	-
0.8722	3980	0.0004	-
0.8744	3990	0.0011	-
0.8766	4000	0.0053	-
0.8788	4010	0.0007	-
0.8810	4020	0.0008	-
0.8832	4030	0.0002	-
0.8854	4040	0.0029	-
0.8876	4050	0.0002	-
0.8898	4060	0.0066	-
0.8920	4070	0.0002	-
0.8941	4080	0.0004	-
0.8963	4090	0.0061	-
0.8985	4100	0.0001	-
0.9007	4110	0.0013	-
0.9029	4120	0.0013	-
0.9051	4130	0.0036	-
0.9073	4140	0.0004	-
0.9095	4150	0.0008	-
0.9117	4160	0.0002	-
0.9139	4170	0.0005	-
0.9161	4180	0.0044	-
0.9183	4190	0.0006	-
0.9204	4200	0.0002	-
0.9226	4210	0.0002	-
0.9248	4220	0.0003	-
0.9270	4230	0.0002	-
0.9292	4240	0.001	-
0.9314	4250	0.0002	-
0.9336	4260	0.0001	-
0.9358	4270	0.0003	-
0.9380	4280	0.0002	-
0.9402	4290	0.0002	-
0.9424	4300	0.0001	-
0.9446	4310	0.0005	-
0.9467	4320	0.0001	-
0.9489	4330	0.0048	-
0.9511	4340	0.0002	-
0.9533	4350	0.0057	-
0.9555	4360	0.0035	-
0.9577	4370	0.0026	-
0.9599	4380	0.0003	-
0.9621	4390	0.004	-
0.9643	4400	0.0006	-
0.9665	4410	0.0017	-
0.9687	4420	0.0007	-
0.9709	4430	0.0003	-
0.9730	4440	0.0003	-
0.9752	4450	0.0004	-
0.9774	4460	0.0003	-
0.9796	4470	0.0016	-
0.9818	4480	0.0003	-
0.9840	4490	0.0002	-
0.9862	4500	0.0001	-
0.9884	4510	0.0003	-
0.9906	4520	0.0002	-
0.9928	4530	0.0001	-
0.9950	4540	0.0001	-
0.9972	4550	0.0002	-
0.9993	4560	0.0058	-
1.0	4563	-	0.0338
1.0015	4570	0.0003	-
1.0037	4580	0.0001	-
1.0059	4590	0.0002	-
1.0081	4600	0.0013	-
1.0103	4610	0.0002	-
1.0125	4620	0.0001	-
1.0147	4630	0.0001	-
1.0169	4640	0.0003	-
1.0191	4650	0.002	-
1.0213	4660	0.0001	-
1.0234	4670	0.0002	-
1.0256	4680	0.0001	-
1.0278	4690	0.0001	-
1.0300	4700	0.0002	-
1.0322	4710	0.0001	-
1.0344	4720	0.0001	-
1.0366	4730	0.0002	-
1.0388	4740	0.0002	-
1.0410	4750	0.0001	-
1.0432	4760	0.0001	-
1.0454	4770	0.0001	-
1.0476	4780	0.0001	-
1.0497	4790	0.0001	-
1.0519	4800	0.0001	-
1.0541	4810	0.0001	-
1.0563	4820	0.0001	-
1.0585	4830	0.0001	-
1.0607	4840	0.0001	-
1.0629	4850	0.0001	-
1.0651	4860	0.0001	-
1.0673	4870	0.0001	-
1.0695	4880	0.0001	-
1.0717	4890	0.0003	-
1.0739	4900	0.0001	-
1.0760	4910	0.0001	-
1.0782	4920	0.0	-
1.0804	4930	0.0001	-
1.0826	4940	0.0001	-
1.0848	4950	0.0001	-
1.0870	4960	0.0045	-
1.0892	4970	0.0009	-
1.0914	4980	0.0006	-
1.0936	4990	0.0002	-
1.0958	5000	0.0001	-
1.0980	5010	0.0001	-
1.1002	5020	0.0004	-
1.1023	5030	0.0	-
1.1045	5040	0.0001	-
1.1067	5050	0.0001	-
1.1089	5060	0.0001	-
1.1111	5070	0.0001	-
1.1133	5080	0.0001	-
1.1155	5090	0.0	-
1.1177	5100	0.0005	-
1.1199	5110	0.0002	-
1.1221	5120	0.0001	-
1.1243	5130	0.0	-
1.1265	5140	0.0	-
1.1286	5150	0.0	-
1.1308	5160	0.0001	-
1.1330	5170	0.0	-
1.1352	5180	0.0001	-
1.1374	5190	0.0064	-
1.1396	5200	0.0003	-
1.1418	5210	0.0002	-
1.1440	5220	0.0004	-
1.1462	5230	0.0001	-
1.1484	5240	0.0	-
1.1506	5250	0.0001	-
1.1528	5260	0.0001	-
1.1549	5270	0.0	-
1.1571	5280	0.0001	-
1.1593	5290	0.0001	-
1.1615	5300	0.0001	-
1.1637	5310	0.004	-
1.1659	5320	0.0003	-
1.1681	5330	0.0003	-
1.1703	5340	0.0001	-
1.1725	5350	0.0002	-
1.1747	5360	0.0	-
1.1769	5370	0.0001	-
1.1790	5380	0.0	-
1.1812	5390	0.0001	-
1.1834	5400	0.0	-
1.1856	5410	0.0031	-
1.1878	5420	0.0007	-
1.1900	5430	0.0001	-
1.1922	5440	0.0001	-
1.1944	5450	0.0017	-
1.1966	5460	0.0001	-
1.1988	5470	0.0	-
1.2010	5480	0.0001	-
1.2032	5490	0.0001	-
1.2053	5500	0.0001	-
1.2075	5510	0.0001	-
1.2097	5520	0.0001	-
1.2119	5530	0.0003	-
1.2141	5540	0.0	-
1.2163	5550	0.0002	-
1.2185	5560	0.0	-
1.2207	5570	0.0003	-
1.2229	5580	0.0	-
1.2251	5590	0.0001	-
1.2273	5600	0.0003	-
1.2295	5610	0.0003	-
1.2316	5620	0.0001	-
1.2338	5630	0.0001	-
1.2360	5640	0.0	-
1.2382	5650	0.0001	-
1.2404	5660	0.0001	-
1.2426	5670	0.0014	-
1.2448	5680	0.0001	-
1.2470	5690	0.0001	-
1.2492	5700	0.0	-
1.2514	5710	0.0001	-
1.2536	5720	0.0	-
1.2558	5730	0.0001	-
1.2579	5740	0.0001	-
1.2601	5750	0.0001	-
1.2623	5760	0.0001	-
1.2645	5770	0.0001	-
1.2667	5780	0.0	-
1.2689	5790	0.0001	-
1.2711	5800	0.0007	-
1.2733	5810	0.0	-
1.2755	5820	0.0	-
1.2777	5830	0.0	-
1.2799	5840	0.0057	-
1.2821	5850	0.0038	-
1.2842	5860	0.0002	-
1.2864	5870	0.0	-
1.2886	5880	0.0001	-
1.2908	5890	0.0024	-
1.2930	5900	0.0045	-
1.2952	5910	0.0027	-
1.2974	5920	0.0003	-
1.2996	5930	0.0012	-
1.3018	5940	0.0013	-
1.3040	5950	0.0002	-
1.3062	5960	0.0006	-
1.3083	5970	0.0021	-
1.3105	5980	0.0043	-
1.3127	5990	0.0005	-
1.3149	6000	0.0003	-
1.3171	6010	0.0038	-
1.3193	6020	0.0027	-
1.3215	6030	0.0002	-
1.3237	6040	0.0021	-
1.3259	6050	0.0002	-
1.3281	6060	0.0008	-
1.3303	6070	0.0004	-
1.3325	6080	0.0003	-
1.3346	6090	0.0002	-
1.3368	6100	0.0056	-
1.3390	6110	0.0032	-
1.3412	6120	0.0045	-
1.3434	6130	0.0007	-
1.3456	6140	0.0002	-
1.3478	6150	0.0011	-
1.3500	6160	0.0001	-
1.3522	6170	0.0068	-
1.3544	6180	0.0001	-
1.3566	6190	0.0023	-
1.3588	6200	0.0001	-
1.3609	6210	0.0009	-
1.3631	6220	0.0003	-
1.3653	6230	0.0004	-
1.3675	6240	0.0002	-
1.3697	6250	0.0053	-
1.3719	6260	0.0044	-
1.3741	6270	0.0005	-
1.3763	6280	0.0005	-
1.3785	6290	0.0013	-
1.3807	6300	0.0004	-
1.3829	6310	0.0009	-
1.3851	6320	0.0001	-
1.3872	6330	0.0001	-
1.3894	6340	0.0004	-
1.3916	6350	0.0004	-
1.3938	6360	0.0004	-
1.3960	6370	0.0001	-
1.3982	6380	0.0004	-
1.4004	6390	0.0053	-
1.4026	6400	0.0056	-
1.4048	6410	0.0053	-
1.4070	6420	0.0031	-
1.4092	6430	0.0005	-
1.4114	6440	0.0068	-
1.4135	6450	0.0034	-
1.4157	6460	0.0002	-
1.4179	6470	0.0015	-
1.4201	6480	0.0002	-
1.4223	6490	0.0003	-
1.4245	6500	0.0045	-
1.4267	6510	0.0002	-
1.4289	6520	0.0028	-
1.4311	6530	0.0007	-
1.4333	6540	0.0005	-
1.4355	6550	0.0065	-
1.4377	6560	0.0002	-
1.4398	6570	0.0005	-
1.4420	6580	0.0004	-
1.4442	6590	0.0007	-
1.4464	6600	0.0002	-
1.4486	6610	0.0001	-
1.4508	6620	0.0002	-
1.4530	6630	0.0002	-
1.4552	6640	0.0001	-
1.4574	6650	0.001	-
1.4596	6660	0.0108	-
1.4618	6670	0.0001	-
1.4639	6680	0.0005	-
1.4661	6690	0.0001	-
1.4683	6700	0.0002	-
1.4705	6710	0.0004	-
1.4727	6720	0.0006	-
1.4749	6730	0.001	-
1.4771	6740	0.0002	-
1.4793	6750	0.0001	-
1.4815	6760	0.0001	-
1.4837	6770	0.0001	-
1.4859	6780	0.0015	-
1.4881	6790	0.0013	-
1.4902	6800	0.0002	-
1.4924	6810	0.0021	-
1.4946	6820	0.0002	-
1.4968	6830	0.0001	-
1.4990	6840	0.0002	-
1.5012	6850	0.0001	-
1.5034	6860	0.0001	-
1.5056	6870	0.0036	-
1.5078	6880	0.0058	-
1.5100	6890	0.0022	-
1.5122	6900	0.0001	-
1.5144	6910	0.0003	-
1.5165	6920	0.0003	-
1.5187	6930	0.0019	-
1.5209	6940	0.0001	-
1.5231	6950	0.0002	-
1.5253	6960	0.0002	-
1.5275	6970	0.0029	-
1.5297	6980	0.0011	-
1.5319	6990	0.0001	-
1.5341	7000	0.0001	-
1.5363	7010	0.0003	-
1.5385	7020	0.0001	-
1.5407	7030	0.0003	-
1.5428	7040	0.0056	-
1.5450	7050	0.0001	-
1.5472	7060	0.0005	-
1.5494	7070	0.0004	-
1.5516	7080	0.0001	-
1.5538	7090	0.0001	-
1.5560	7100	0.0001	-
1.5582	7110	0.0001	-
1.5604	7120	0.0001	-
1.5626	7130	0.0001	-
1.5648	7140	0.0001	-
1.5670	7150	0.0007	-
1.5691	7160	0.0001	-
1.5713	7170	0.0001	-
1.5735	7180	0.0091	-
1.5757	7190	0.0049	-
1.5779	7200	0.0001	-
1.5801	7210	0.0002	-
1.5823	7220	0.0001	-
1.5845	7230	0.0045	-
1.5867	7240	0.0013	-
1.5889	7250	0.0067	-
1.5911	7260	0.0005	-
1.5933	7270	0.0001	-
1.5954	7280	0.0002	-
1.5976	7290	0.0001	-
1.5998	7300	0.0001	-
1.6020	7310	0.0001	-
1.6042	7320	0.0001	-
1.6064	7330	0.0001	-
1.6086	7340	0.0001	-
1.6108	7350	0.0001	-
1.6130	7360	0.0001	-
1.6152	7370	0.0003	-
1.6174	7380	0.0001	-
1.6195	7390	0.0001	-
1.6217	7400	0.0001	-
1.6239	7410	0.0002	-
1.6261	7420	0.0	-
1.6283	7430	0.0001	-
1.6305	7440	0.0001	-
1.6327	7450	0.0	-
1.6349	7460	0.0	-
1.6371	7470	0.0001	-
1.6393	7480	0.0001	-
1.6415	7490	0.0001	-
1.6437	7500	0.0	-
1.6458	7510	0.0038	-
1.6480	7520	0.0042	-
1.6502	7530	0.0001	-
1.6524	7540	0.0001	-
1.6546	7550	0.0016	-
1.6568	7560	0.0004	-
1.6590	7570	0.0007	-
1.6612	7580	0.0002	-
1.6634	7590	0.0003	-
1.6656	7600	0.001	-
1.6678	7610	0.0004	-
1.6700	7620	0.0002	-
1.6721	7630	0.0	-
1.6743	7640	0.0	-
1.6765	7650	0.0	-
1.6787	7660	0.0001	-
1.6809	7670	0.0	-
1.6831	7680	0.0	-
1.6853	7690	0.0	-
1.6875	7700	0.0001	-
1.6897	7710	0.0028	-
1.6919	7720	0.0009	-
1.6941	7730	0.0001	-
1.6963	7740	0.0003	-
1.6984	7750	0.0001	-
1.7006	7760	0.0001	-
1.7028	7770	0.006	-
1.7050	7780	0.0001	-
1.7072	7790	0.0001	-
1.7094	7800	0.0001	-
1.7116	7810	0.0001	-
1.7138	7820	0.003	-
1.7160	7830	0.0	-
1.7182	7840	0.0	-
1.7204	7850	0.0004	-
1.7226	7860	0.0001	-
1.7247	7870	0.0022	-
1.7269	7880	0.0001	-
1.7291	7890	0.0001	-
1.7313	7900	0.0001	-
1.7335	7910	0.0001	-
1.7357	7920	0.0001	-
1.7379	7930	0.0001	-
1.7401	7940	0.0	-
1.7423	7950	0.0	-
1.7445	7960	0.0	-
1.7467	7970	0.0	-
1.7488	7980	0.0	-
1.7510	7990	0.0	-
1.7532	8000	0.0	-
1.7554	8010	0.0	-
1.7576	8020	0.0002	-
1.7598	8030	0.0	-
1.7620	8040	0.0001	-
1.7642	8050	0.0	-
1.7664	8060	0.0	-
1.7686	8070	0.0	-
1.7708	8080	0.0	-
1.7730	8090	0.0	-
1.7751	8100	0.0	-
1.7773	8110	0.0008	-
1.7795	8120	0.0001	-
1.7817	8130	0.0	-
1.7839	8140	0.0	-
1.7861	8150	0.0001	-
1.7883	8160	0.0	-
1.7905	8170	0.0001	-
1.7927	8180	0.0003	-
1.7949	8190	0.0	-
1.7971	8200	0.0	-
1.7993	8210	0.0	-
1.8014	8220	0.0	-
1.8036	8230	0.0	-
1.8058	8240	0.0	-
1.8080	8250	0.0	-
1.8102	8260	0.0	-
1.8124	8270	0.0	-
1.8146	8280	0.0	-
1.8168	8290	0.0	-
1.8190	8300	0.0	-
1.8212	8310	0.0	-
1.8234	8320	0.0	-
1.8256	8330	0.0	-
1.8277	8340	0.0049	-
1.8299	8350	0.0	-
1.8321	8360	0.001	-
1.8343	8370	0.0	-
1.8365	8380	0.0	-
1.8387	8390	0.0	-
1.8409	8400	0.0001	-
1.8431	8410	0.0	-
1.8453	8420	0.0001	-
1.8475	8430	0.0	-
1.8497	8440	0.0	-
1.8519	8450	0.0	-
1.8540	8460	0.0	-
1.8562	8470	0.0	-
1.8584	8480	0.0	-
1.8606	8490	0.0	-
1.8628	8500	0.0	-
1.8650	8510	0.0	-
1.8672	8520	0.0	-
1.8694	8530	0.0	-
1.8716	8540	0.0	-
1.8738	8550	0.0	-
1.8760	8560	0.0	-
1.8782	8570	0.0	-
1.8803	8580	0.0	-
1.8825	8590	0.0	-
1.8847	8600	0.0	-
1.8869	8610	0.0	-
1.8891	8620	0.0	-
1.8913	8630	0.0002	-
1.8935	8640	0.0	-
1.8957	8650	0.0	-
1.8979	8660	0.0062	-
1.9001	8670	0.0003	-
1.9023	8680	0.0	-
1.9044	8690	0.0	-
1.9066	8700	0.0	-
1.9088	8710	0.0007	-
1.9110	8720	0.0	-
1.9132	8730	0.0002	-
1.9154	8740	0.0	-
1.9176	8750	0.0001	-
1.9198	8760	0.0	-
1.9220	8770	0.0	-
1.9242	8780	0.0	-
1.9264	8790	0.0001	-
1.9286	8800	0.0002	-
1.9307	8810	0.0059	-
1.9329	8820	0.0	-
1.9351	8830	0.0	-
1.9373	8840	0.0	-
1.9395	8850	0.0	-
1.9417	8860	0.0	-
1.9439	8870	0.0	-
1.9461	8880	0.0	-
1.9483	8890	0.0	-
1.9505	8900	0.0	-
1.9527	8910	0.0	-
1.9549	8920	0.0	-
1.9570	8930	0.0	-
1.9592	8940	0.006	-
1.9614	8950	0.0	-
1.9636	8960	0.0	-
1.9658	8970	0.0	-
1.9680	8980	0.0	-
1.9702	8990	0.0	-
1.9724	9000	0.0	-
1.9746	9010	0.0	-
1.9768	9020	0.0	-
1.9790	9030	0.0	-
1.9812	9040	0.0	-
1.9833	9050	0.0	-
1.9855	9060	0.0	-
1.9877	9070	0.0	-
1.9899	9080	0.0	-
1.9921	9090	0.0	-
1.9943	9100	0.0	-
1.9965	9110	0.0	-
1.9987	9120	0.0	-
2.0	9126	-	0.0345
2.0009	9130	0.0055	-
2.0031	9140	0.0	-
2.0053	9150	0.0	-
2.0075	9160	0.0	-
2.0096	9170	0.0048	-
2.0118	9180	0.0	-
2.0140	9190	0.0003	-
2.0162	9200	0.0001	-
2.0184	9210	0.0	-
2.0206	9220	0.0001	-
2.0228	9230	0.0	-
2.0250	9240	0.0001	-
2.0272	9250	0.0	-
2.0294	9260	0.0001	-
2.0316	9270	0.0001	-
2.0337	9280	0.0	-
2.0359	9290	0.0	-
2.0381	9300	0.0001	-
2.0403	9310	0.0005	-
2.0425	9320	0.0	-
2.0447	9330	0.0	-
2.0469	9340	0.0	-
2.0491	9350	0.0004	-
2.0513	9360	0.0	-
2.0535	9370	0.0003	-
2.0557	9380	0.0001	-
2.0579	9390	0.0001	-
2.0600	9400	0.0	-
2.0622	9410	0.0	-
2.0644	9420	0.0	-
2.0666	9430	0.0	-
2.0688	9440	0.0	-
2.0710	9450	0.0	-
2.0732	9460	0.0	-
2.0754	9470	0.0001	-
2.0776	9480	0.0	-
2.0798	9490	0.0001	-
2.0820	9500	0.0	-
2.0842	9510	0.0	-
2.0863	9520	0.0	-
2.0885	9530	0.0	-
2.0907	9540	0.0	-
2.0929	9550	0.0	-
2.0951	9560	0.0	-
2.0973	9570	0.0	-
2.0995	9580	0.0	-
2.1017	9590	0.0	-
2.1039	9600	0.0	-
2.1061	9610	0.0	-
2.1083	9620	0.0	-
2.1105	9630	0.0	-
2.1126	9640	0.0	-
2.1148	9650	0.0	-
2.1170	9660	0.0	-
2.1192	9670	0.0	-
2.1214	9680	0.0	-
2.1236	9690	0.0	-
2.1258	9700	0.0	-
2.1280	9710	0.0	-
2.1302	9720	0.0	-
2.1324	9730	0.0	-
2.1346	9740	0.0	-
2.1368	9750	0.0	-
2.1389	9760	0.0	-
2.1411	9770	0.0043	-
2.1433	9780	0.0004	-
2.1455	9790	0.0003	-
2.1477	9800	0.003	-
2.1499	9810	0.0	-
2.1521	9820	0.0	-
2.1543	9830	0.0	-
2.1565	9840	0.0	-
2.1587	9850	0.0	-
2.1609	9860	0.0001	-
2.1631	9870	0.0	-
2.1652	9880	0.0	-
2.1674	9890	0.0003	-
2.1696	9900	0.0	-
2.1718	9910	0.0	-
2.1740	9920	0.0	-
2.1762	9930	0.0001	-
2.1784	9940	0.0	-
2.1806	9950	0.0001	-
2.1828	9960	0.0	-
2.1850	9970	0.0	-
2.1872	9980	0.0	-
2.1893	9990	0.0	-
2.1915	10000	0.0	-
2.1937	10010	0.0	-
2.1959	10020	0.0	-
2.1981	10030	0.0	-
2.2003	10040	0.0	-
2.2025	10050	0.0	-
2.2047	10060	0.0	-
2.2069	10070	0.0	-
2.2091	10080	0.0	-
2.2113	10090	0.0035	-
2.2135	10100	0.0	-
2.2156	10110	0.0004	-
2.2178	10120	0.0	-
2.2200	10130	0.0009	-
2.2222	10140	0.0	-
2.2244	10150	0.0	-
2.2266	10160	0.0016	-
2.2288	10170	0.0001	-
2.2310	10180	0.0002	-
2.2332	10190	0.0001	-
2.2354	10200	0.0001	-
2.2376	10210	0.0001	-
2.2398	10220	0.0	-
2.2419	10230	0.0	-
2.2441	10240	0.0	-
2.2463	10250	0.0001	-
2.2485	10260	0.0	-
2.2507	10270	0.0001	-
2.2529	10280	0.0001	-
2.2551	10290	0.0	-
2.2573	10300	0.0	-
2.2595	10310	0.0	-
2.2617	10320	0.0	-
2.2639	10330	0.0	-
2.2661	10340	0.0	-
2.2682	10350	0.0	-
2.2704	10360	0.0	-
2.2726	10370	0.0	-
2.2748	10380	0.0	-
2.2770	10390	0.0	-
2.2792	10400	0.0	-
2.2814	10410	0.0	-
2.2836	10420	0.0	-
2.2858	10430	0.0	-
2.2880	10440	0.0	-
2.2902	10450	0.0	-
2.2924	10460	0.0	-
2.2945	10470	0.0	-
2.2967	10480	0.0	-
2.2989	10490	0.0	-
2.3011	10500	0.0	-
2.3033	10510	0.0	-
2.3055	10520	0.0	-
2.3077	10530	0.0	-
2.3099	10540	0.0	-
2.3121	10550	0.0	-
2.3143	10560	0.0	-
2.3165	10570	0.0	-
2.3187	10580	0.0	-
2.3208	10590	0.0	-
2.3230	10600	0.0	-
2.3252	10610	0.0	-
2.3274	10620	0.0	-
2.3296	10630	0.0001	-
2.3318	10640	0.0	-
2.3340	10650	0.005	-
2.3362	10660	0.0	-
2.3384	10670	0.0	-
2.3406	10680	0.0	-
2.3428	10690	0.0	-
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2.3493	10720	0.0	-
2.3515	10730	0.0	-
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2.3581	10760	0.0	-
2.3603	10770	0.0	-
2.3625	10780	0.0	-
2.3647	10790	0.0	-
2.3669	10800	0.0022	-
2.3691	10810	0.0001	-
2.3712	10820	0.0	-
2.3734	10830	0.0001	-
2.3756	10840	0.0001	-
2.3778	10850	0.0	-
2.3800	10860	0.0001	-
2.3822	10870	0.0002	-
2.3844	10880	0.0	-
2.3866	10890	0.0001	-
2.3888	10900	0.0004	-
2.3910	10910	0.0004	-
2.3932	10920	0.0001	-
2.3954	10930	0.0063	-
2.3975	10940	0.0003	-
2.3997	10950	0.0058	-
2.4019	10960	0.0001	-
2.4041	10970	0.0014	-
2.4063	10980	0.0053	-
2.4085	10990	0.0001	-
2.4107	11000	0.0001	-
2.4129	11010	0.0046	-
2.4151	11020	0.0001	-
2.4173	11030	0.0003	-
2.4195	11040	0.0003	-
2.4217	11050	0.0002	-
2.4238	11060	0.0001	-
2.4260	11070	0.0034	-
2.4282	11080	0.0007	-
2.4304	11090	0.0	-
2.4326	11100	0.0153	-
2.4348	11110	0.0007	-
2.4370	11120	0.005	-
2.4392	11130	0.0001	-
2.4414	11140	0.0001	-
2.4436	11150	0.0001	-
2.4458	11160	0.0001	-
2.4480	11170	0.0036	-
2.4501	11180	0.0	-
2.4523	11190	0.0011	-
2.4545	11200	0.0	-
2.4567	11210	0.0001	-
2.4589	11220	0.0011	-
2.4611	11230	0.0	-
2.4633	11240	0.0001	-
2.4655	11250	0.0001	-
2.4677	11260	0.0019	-
2.4699	11270	0.0	-
2.4721	11280	0.0042	-
2.4742	11290	0.0004	-
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2.4786	11310	0.0001	-
2.4808	11320	0.0002	-
2.4830	11330	0.0	-
2.4852	11340	0.0	-
2.4874	11350	0.0	-
2.4896	11360	0.0001	-
2.4918	11370	0.0	-
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2.4984	11400	0.0	-
2.5005	11410	0.0	-
2.5027	11420	0.002	-
2.5049	11430	0.0001	-
2.5071	11440	0.0001	-
2.5093	11450	0.0001	-
2.5115	11460	0.0	-
2.5137	11470	0.0	-
2.5159	11480	0.0	-
2.5181	11490	0.0	-
2.5203	11500	0.0	-
2.5225	11510	0.0006	-
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2.5268	11530	0.0	-
2.5290	11540	0.0	-
2.5312	11550	0.0001	-
2.5334	11560	0.0001	-
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2.5400	11590	0.0	-
2.5422	11600	0.0	-
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2.5466	11620	0.0	-
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2.5510	11640	0.0	-
2.5531	11650	0.0	-
2.5553	11660	0.0	-
2.5575	11670	0.0	-
2.5597	11680	0.0003	-
2.5619	11690	0.0	-
2.5641	11700	0.0	-
2.5663	11710	0.0	-
2.5685	11720	0.0	-
2.5707	11730	0.0022	-
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2.5751	11750	0.0002	-
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2.5794	11770	0.0	-
2.5816	11780	0.0002	-
2.5838	11790	0.0001	-
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2.5926	11830	0.0	-
2.5948	11840	0.0	-
2.5970	11850	0.0	-
2.5992	11860	0.0001	-
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2.6036	11880	0.0	-
2.6057	11890	0.0	-
2.6079	11900	0.0	-
2.6101	11910	0.0	-
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2.6167	11940	0.0	-
2.6189	11950	0.0	-
2.6211	11960	0.0005	-
2.6233	11970	0.0	-
2.6255	11980	0.0011	-
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2.6298	12000	0.0	-
2.6320	12010	0.0	-
2.6342	12020	0.0	-
2.6364	12030	0.0	-
2.6386	12040	0.0	-
2.6408	12050	0.0007	-
2.6430	12060	0.0	-
2.6452	12070	0.0	-
2.6474	12080	0.0	-
2.6496	12090	0.0	-
2.6518	12100	0.0	-
2.6540	12110	0.0	-
2.6561	12120	0.0	-
2.6583	12130	0.0004	-
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2.6627	12150	0.0	-
2.6649	12160	0.0	-
2.6671	12170	0.0	-
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2.6715	12190	0.0	-
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2.6781	12220	0.0	-
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2.6824	12240	0.0	-
2.6846	12250	0.0	-
2.6868	12260	0.0	-
2.6890	12270	0.0001	-
2.6912	12280	0.0	-
2.6934	12290	0.0	-
2.6956	12300	0.0	-
2.6978	12310	0.0	-
2.7000	12320	0.0	-
2.7022	12330	0.0	-
2.7044	12340	0.0	-
2.7066	12350	0.0016	-
2.7087	12360	0.0	-
2.7109	12370	0.0	-
2.7131	12380	0.0008	-
2.7153	12390	0.0	-
2.7175	12400	0.0001	-
2.7197	12410	0.0	-
2.7219	12420	0.0	-
2.7241	12430	0.0	-
2.7263	12440	0.0	-
2.7285	12450	0.0036	-
2.7307	12460	0.0028	-
2.7329	12470	0.0	-
2.7350	12480	0.002	-
2.7372	12490	0.0	-
2.7394	12500	0.0	-
2.7416	12510	0.0	-
2.7438	12520	0.0	-
2.7460	12530	0.0	-
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2.7504	12550	0.0	-
2.7526	12560	0.0	-
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2.7591	12590	0.0	-
2.7613	12600	0.0	-
2.7635	12610	0.0	-
2.7657	12620	0.0	-
2.7679	12630	0.0	-
2.7701	12640	0.0001	-
2.7723	12650	0.0	-
2.7745	12660	0.0	-
2.7767	12670	0.0	-
2.7789	12680	0.0	-
2.7811	12690	0.0	-
2.7833	12700	0.0	-
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2.7920	12740	0.0	-
2.7942	12750	0.0	-
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2.7986	12770	0.0	-
2.8008	12780	0.0	-
2.8030	12790	0.0	-
2.8052	12800	0.0	-
2.8074	12810	0.0	-
2.8096	12820	0.0009	-
2.8117	12830	0.0	-
2.8139	12840	0.0038	-
2.8161	12850	0.001	-
2.8183	12860	0.0	-
2.8205	12870	0.0	-
2.8227	12880	0.0	-
2.8249	12890	0.0	-
2.8271	12900	0.0	-
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2.8315	12920	0.0	-
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2.8380	12950	0.0	-
2.8402	12960	0.0	-
2.8424	12970	0.0	-
2.8446	12980	0.0	-
2.8468	12990	0.0026	-
2.8490	13000	0.0	-
2.8512	13010	0.0002	-
2.8534	13020	0.0	-
2.8556	13030	0.0001	-
2.8578	13040	0.0	-
2.8600	13050	0.0	-
2.8622	13060	0.0	-
2.8643	13070	0.0001	-
2.8665	13080	0.0002	-
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2.8709	13100	0.0	-
2.8731	13110	0.0002	-
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2.8775	13130	0.0	-
2.8797	13140	0.0	-
2.8819	13150	0.0	-
2.8841	13160	0.0	-
2.8863	13170	0.0	-
2.8885	13180	0.0	-
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2.8928	13200	0.0	-
2.8950	13210	0.0	-
2.8972	13220	0.0	-
2.8994	13230	0.0	-
2.9016	13240	0.0	-
2.9038	13250	0.0	-
2.9060	13260	0.0	-
2.9082	13270	0.0023	-
2.9104	13280	0.0	-
2.9126	13290	0.0	-
2.9147	13300	0.0001	-
2.9169	13310	0.0	-
2.9191	13320	0.0	-
2.9213	13330	0.0	-
2.9235	13340	0.0	-
2.9257	13350	0.0	-
2.9279	13360	0.0	-
2.9301	13370	0.0	-
2.9323	13380	0.0	-
2.9345	13390	0.0001	-
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2.9389	13410	0.0	-
2.9410	13420	0.0	-
2.9432	13430	0.0	-
2.9454	13440	0.0	-
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2.9520	13470	0.0	-
2.9542	13480	0.0	-
2.9564	13490	0.0	-
2.9586	13500	0.0	-
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2.9630	13520	0.0	-
2.9652	13530	0.0	-
2.9673	13540	0.0	-
2.9695	13550	0.0	-
2.9717	13560	0.0	-
2.9739	13570	0.0	-
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2.9783	13590	0.0	-
2.9805	13600	0.0	-
2.9827	13610	0.0	-
2.9849	13620	0.0	-
2.9871	13630	0.0	-
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2.9915	13650	0.0	-
2.9936	13660	0.0	-
2.9958	13670	0.0	-
2.9980	13680	0.001	-
3.0	13689	-	0.0344
3.0002	13690	0.0	-
3.0024	13700	0.0005	-
3.0046	13710	0.0	-
3.0068	13720	0.0003	-
3.0090	13730	0.0	-
3.0112	13740	0.0	-
3.0134	13750	0.0	-
3.0156	13760	0.0	-
3.0178	13770	0.0	-
3.0199	13780	0.0	-
3.0221	13790	0.0	-
3.0243	13800	0.0001	-
3.0265	13810	0.0	-
3.0287	13820	0.0	-
3.0309	13830	0.0	-
3.0331	13840	0.0	-
3.0353	13850	0.0	-
3.0375	13860	0.0	-
3.0397	13870	0.0	-
3.0419	13880	0.0	-
3.0440	13890	0.0	-
3.0462	13900	0.0	-
3.0484	13910	0.0002	-
3.0506	13920	0.0	-
3.0528	13930	0.0	-
3.0550	13940	0.0	-
3.0572	13950	0.0001	-
3.0594	13960	0.0002	-
3.0616	13970	0.0	-
3.0638	13980	0.0001	-
3.0660	13990	0.0	-
3.0682	14000	0.0	-
3.0703	14010	0.0	-
3.0725	14020	0.0001	-
3.0747	14030	0.0	-
3.0769	14040	0.0	-
3.0791	14050	0.0	-
3.0813	14060	0.0	-
3.0835	14070	0.0	-
3.0857	14080	0.0	-
3.0879	14090	0.0	-
3.0901	14100	0.0	-
3.0923	14110	0.0	-
3.0945	14120	0.0	-
3.0966	14130	0.0	-
3.0988	14140	0.0	-
3.1010	14150	0.0	-
3.1032	14160	0.0	-
3.1054	14170	0.0	-
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3.1098	14190	0.0	-
3.1120	14200	0.0	-
3.1142	14210	0.0	-
3.1164	14220	0.0	-
3.1186	14230	0.0	-
3.1208	14240	0.0	-
3.1229	14250	0.0	-
3.1251	14260	0.0	-
3.1273	14270	0.0	-
3.1295	14280	0.0027	-
3.1317	14290	0.0	-
3.1339	14300	0.0	-
3.1361	14310	0.0023	-
3.1383	14320	0.0	-
3.1405	14330	0.0	-
3.1427	14340	0.0001	-
3.1449	14350	0.0	-
3.1471	14360	0.0	-
3.1492	14370	0.001	-
3.1514	14380	0.0	-
3.1536	14390	0.0	-
3.1558	14400	0.0	-
3.1580	14410	0.0	-
3.1602	14420	0.0	-
3.1624	14430	0.0	-
3.1646	14440	0.0	-
3.1668	14450	0.0	-
3.1690	14460	0.0	-
3.1712	14470	0.0	-
3.1734	14480	0.0	-
3.1755	14490	0.0	-
3.1777	14500	0.0	-
3.1799	14510	0.0	-
3.1821	14520	0.0	-
3.1843	14530	0.0	-
3.1865	14540	0.0	-
3.1887	14550	0.0	-
3.1909	14560	0.0	-
3.1931	14570	0.0	-
3.1953	14580	0.0	-
3.1975	14590	0.0	-
3.1996	14600	0.0	-
3.2018	14610	0.0	-
3.2040	14620	0.0	-
3.2062	14630	0.0	-
3.2084	14640	0.0	-
3.2106	14650	0.0	-
3.2128	14660	0.0	-
3.2150	14670	0.0	-
3.2172	14680	0.0028	-
3.2194	14690	0.0	-
3.2216	14700	0.0	-
3.2238	14710	0.0002	-
3.2259	14720	0.0014	-
3.2281	14730	0.0	-
3.2303	14740	0.0	-
3.2325	14750	0.0003	-
3.2347	14760	0.0	-
3.2369	14770	0.0	-
3.2391	14780	0.0	-
3.2413	14790	0.0	-
3.2435	14800	0.0003	-
3.2457	14810	0.0	-
3.2479	14820	0.0004	-
3.2501	14830	0.0	-
3.2522	14840	0.0	-
3.2544	14850	0.0	-
3.2566	14860	0.0	-
3.2588	14870	0.0	-
3.2610	14880	0.0	-
3.2632	14890	0.0	-
3.2654	14900	0.0	-
3.2676	14910	0.0	-
3.2698	14920	0.0	-
3.2720	14930	0.0	-
3.2742	14940	0.0	-
3.2764	14950	0.0	-
3.2785	14960	0.0004	-
3.2807	14970	0.0	-
3.2829	14980	0.0047	-
3.2851	14990	0.0	-
3.2873	15000	0.0	-
3.2895	15010	0.0	-
3.2917	15020	0.0	-
3.2939	15030	0.0	-
3.2961	15040	0.0	-
3.2983	15050	0.0	-
3.3005	15060	0.0	-
3.3027	15070	0.0	-
3.3048	15080	0.0	-
3.3070	15090	0.0	-
3.3092	15100	0.0	-
3.3114	15110	0.0	-
3.3136	15120	0.0	-
3.3158	15130	0.0	-
3.3180	15140	0.0	-
3.3202	15150	0.0	-
3.3224	15160	0.0	-
3.3246	15170	0.0001	-
3.3268	15180	0.0	-
3.3290	15190	0.0	-
3.3311	15200	0.0	-
3.3333	15210	0.0	-
3.3355	15220	0.0	-
3.3377	15230	0.0	-
3.3399	15240	0.0	-
3.3421	15250	0.0	-
3.3443	15260	0.0	-
3.3465	15270	0.0	-
3.3487	15280	0.0	-
3.3509	15290	0.0	-
3.3531	15300	0.0	-
3.3552	15310	0.0	-
3.3574	15320	0.0	-
3.3596	15330	0.0	-
3.3618	15340	0.0	-
3.3640	15350	0.0	-
3.3662	15360	0.0	-
3.3684	15370	0.0	-
3.3706	15380	0.0	-
3.3728	15390	0.0	-
3.3750	15400	0.0	-
3.3772	15410	0.0039	-
3.3794	15420	0.0	-
3.3815	15430	0.0001	-
3.3837	15440	0.0	-
3.3859	15450	0.0	-
3.3881	15460	0.0	-
3.3903	15470	0.0	-
3.3925	15480	0.0	-
3.3947	15490	0.0	-
3.3969	15500	0.0	-
3.3991	15510	0.0	-
3.4013	15520	0.0	-
3.4035	15530	0.0	-
3.4057	15540	0.0	-
3.4078	15550	0.0	-
3.4100	15560	0.0	-
3.4122	15570	0.0	-
3.4144	15580	0.0	-
3.4166	15590	0.0	-
3.4188	15600	0.0	-
3.4210	15610	0.0	-
3.4232	15620	0.0	-
3.4254	15630	0.0	-
3.4276	15640	0.0	-
3.4298	15650	0.0	-
3.4320	15660	0.0	-
3.4341	15670	0.0	-
3.4363	15680	0.0	-
3.4385	15690	0.0	-
3.4407	15700	0.0	-
3.4429	15710	0.0	-
3.4451	15720	0.0	-
3.4473	15730	0.0	-
3.4495	15740	0.0	-
3.4517	15750	0.0	-
3.4539	15760	0.0	-
3.4561	15770	0.0	-
3.4583	15780	0.0	-
3.4604	15790	0.0	-
3.4626	15800	0.0	-
3.4648	15810	0.0007	-
3.4670	15820	0.0	-
3.4692	15830	0.0	-
3.4714	15840	0.0033	-
3.4736	15850	0.0	-
3.4758	15860	0.0	-
3.4780	15870	0.0001	-
3.4802	15880	0.0	-
3.4824	15890	0.0	-
3.4845	15900	0.0	-
3.4867	15910	0.0	-
3.4889	15920	0.0	-
3.4911	15930	0.0	-
3.4933	15940	0.0	-
3.4955	15950	0.0	-
3.4977	15960	0.0	-
3.4999	15970	0.0	-
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4.0	18252	-	0.0341

Framework Versions

• Python: 3.12.3
• SetFit: 1.1.3
• Sentence Transformers: 5.2.2
• Transformers: 4.57.6
• PyTorch: 2.9.1+git8907517
• Datasets: 4.5.0
• Tokenizers: 0.22.2

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}