---
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: curso de marketing digital torremolinos,aprender marketing digital,rock content,estudiar
marketing digital torremolinos,platzi curso de marketing digital para negocios
- text: 1 bedroom apartments near me alberta edmonton - 1 bedroom apartments in edmonton,2
bedroom apartments in edmonton,right now in edmonton 2 bedroom apartments for
rent,low-income apartments edmonton,affordable 55 and older apartments for rent
near me edmont
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for beds for disabled adults england,heating grants disabled 2024 england,winter
heatin
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inmigracio
- text: best cloud storage providers,1 tb cloud storage price,online backup server,most
secure cloud storage,cloud backup storage,sites like dropbox
metrics:
- accuracy
pipeline_tag: text-classification
library_name: setfit
inference: true
base_model: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
model-index:
- name: SetFit with sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.765
name: Accuracy
---
# SetFit with sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) 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:** [sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 128 tokens
- **Number of Classes:** 237 classes
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
|:-----------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Caregiver Jobs | - 'caregiver workers australia - overnight care for elderly needed immediately,home care work australia - caregiver jobs near me pt,now hiring night and day private caregivers usa - private home care for seniors in setúbal (see caregiver jobs in almada),car'
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|
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|
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|
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|
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| Car Tires | - 'tire sales in kissimmee,tires packages in kissimmee,tire clearance sale in kissimmee,discount tires in kissimmee,{key5},{key6}'
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|
| Perfumes | - 'liquidación perfumes originales en madrid,perfumes en oferta,perfumes originales en oferta,liquidación perfumes,precio de perfumes para mujer,perfumes de mujer originales y baratos'
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|
| Packing Jobs | - 'trabalhos de empacotador para trabalhar de casa,empresas de embalagem em campinas,vagas disponíveis para empacotadores iniciantes,empregos de empacotador em armazém com benefícios,empregos de empacotador com contratação imediata,empresas de embalagem'
- 'empresas de embalagem em bauru,vagas disponíveis para empacotadores iniciantes,trabalhos de empacotador para trabalhar de casa'
|
| Waste Management Jobs | - 'klinische abfallsammelunternehmen berlin,müllentsorgungsdienst,entsorgungsdienste für medizinische abfälle berlin,abfallentsorgungsdienste für unternehmen,industrieabfallentsorgungsunternehmen berlin,müllentsorgungsdiens'
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| Online Shopping Deals | - 'comprar en pricesmart,caribbean cruise,alaska cruise,apartments,online earning websites,retail'
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| Hepatitis C | - 'hepatitis c,hepatitis c early symptoms,software expediente clínico electrónico - hepatitis c mx,software expediente clínico electrónico - hepatitis c,hepatitis c méxico,software expediente clínico electrónico méxico'
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## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.765 |
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("economy/st_cr_keywords")
# Run inference
preds = model("best cloud storage providers,1 tb cloud storage price,online backup server,most secure cloud storage,cloud backup storage,sites like dropbox")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 1 | 23.424 | 47 |
| Label | Training Sample Count |
|:-----------------------------|:----------------------|
| Caregiver Jobs | 25 |
| Janitorial Jobs | 1 |
| Remote Jobs | 8 |
| Personal Loans | 42 |
| Stress Relief | 1 |
| Fitness Coach | 28 |
| Debt Consolidation | 9 |
| Apartment Rentals | 31 |
| Apartments | 67 |
| Auto Accessories | 1 |
| Apartments | 67 |
| Outdoor Furniture | 3 |
| Apartments | 67 |
| Apartments | 67 |
| Apartments | 67 |
| Circuit Board Assembler | 12 |
| Apartments | 67 |
| Dental Implants | 41 |
| Prostate Cancer Treatment | 6 |
| Erectile Dysfunction | 7 |
| Astrology | 24 |
| Sofas | 5 |
| Car Auctions | 6 |
| Fitness Apps | 15 |
| Home Furniture | 14 |
| Disability Grants | 5 |
| Apartments | 67 |
| Online Courses | 2 |
| Dental Implants | 41 |
| Babysitting Jobs | 1 |
| Wigs | 4 |
| Car Transport Jobs | 9 |
| Flooring Installation | 24 |
| Car Tires | 2 |
| Perfumes | 6 |
| Packing Jobs | 2 |
| Car Transport Jobs | 9 |
| Waste Management Jobs | 2 |
| Online Shopping Deals | 28 |
| Hepatitis C | 4 |
| E-Bikes | 3 |
| Buy Now Pay Later Smartphone | 1 |
| Remote Jobs | 8 |
| Warehouse Jobs | 48 |
| Blood Pressure Treatment | 1 |
| Flooring Installation | 24 |
| Disability Grants | 5 |
| Sleep Apnea | 5 |
| Personal Loans | 42 |
| Flooring Installation | 24 |
| Personal Loans | 42 |
| Car Transport Jobs | 9 |
| Online Jobs | 2 |
| Plumbing Jobs | 4 |
| Remote Jobs | 8 |
| Fitness Coach | 28 |
| Tuxedo Rental | 1 |
| Daycare Jobs | 8 |
| Personal Loans | 42 |
| Fitness Coach | 28 |
| Truck Driving Jobs | 5 |
| Home Remodel | 6 |
| Apartments | 67 |
| Personal Loans | 42 |
| Home Furniture | 14 |
| Personal Loans | 42 |
| Circuit Board Assembler | 12 |
| Pet Insurance | 1 |
| Sleep Apnea | 5 |
| Dental Implants | 41 |
| Apartments | 67 |
| Personal Loans | 42 |
| Personal Loans | 42 |
| Fitness Coach | 28 |
| Online Shopping Deals | 28 |
| Warehouse Jobs | 48 |
| Home Improvement Loans | 3 |
| Car Transport Jobs | 9 |
| Medical Delivery | 3 |
| Fitness Coach | 28 |
| Astrology | 24 |
| Cell Phones | 4 |
| Office Cleaning Jobs | 8 |
| Cosmetics | 1 |
| Weight Loss | 9 |
| Credit Cards | 12 |
| Caregiver Jobs | 25 |
| Tires | 3 |
| Warehouse Jobs | 48 |
| Apartment Rentals | 31 |
| Plumbing Services | 1 |
| Alzheimer's Treatment | 8 |
| Outdoor Furniture | 3 |
| Online Shopping Deals | 28 |
| Used Cars | 4 |
| Apartments | 67 |
| Kidney Cancer | 13 |
| Chronic Kidney Disease | 1 |
| Circuit Board Assembler | 12 |
| Oven | 1 |
| Office Cleaning Jobs | 8 |
| Apartment Rentals | 31 |
| Apartments | 67 |
| Employee Retention Credit | 2 |
| Personal Loans | 42 |
| FHA Loans | 9 |
| Bedding | 1 |
| Mental Health | 1 |
| Senior Apartments | 7 |
| Backyard Fence | 1 |
| Construction Jobs | 4 |
| Caregiver Jobs | 25 |
| Prostate Cancer Treatment | 6 |
| Fitness Coach | 28 |
| Apartment Rentals | 31 |
| Medication Delivery Jobs | 8 |
| Fitness Coach | 28 |
| Auto Insurance | 13 |
| Sofas | 5 |
| Apartment Rentals | 31 |
| Life Insurance | 5 |
| Astrology | 24 |
| Forklift Jobs | 4 |
| Home Care Jobs | 5 |
| Disability Grants | 5 |
| Flooring Installation | 24 |
| Prostate Cancer Treatment | 6 |
| Clinical Trials | 7 |
| Astrology | 24 |
| Credit Cards | 12 |
| Astrology | 24 |
| Apartment Rentals | 31 |
| Used Cars | 4 |
| Erectile Dysfunction | 7 |
| Doors | 6 |
| Dental Implants | 41 |
| Apartment Rentals | 31 |
| Warehouse Jobs | 48 |
| Personal Loans | 42 |
| Circuit Board Assembler | 12 |
| Flooring Installation | 24 |
| Cars For Sale | 2 |
| Dental Implants | 41 |
| Apartment Rentals | 31 |
| Dental Implants | 41 |
| Kidney Cancer | 13 |
| Cell Phones | 4 |
| Truck Driving Jobs | 5 |
| Fitness Coach | 28 |
| Paid Sperm Donation | 2 |
| Senior Living | 2 |
| Doors | 6 |
| Pro Bono Attorneys | 4 |
| Weight Loss | 9 |
| Cyber Security Jobs | 6 |
| Dental Fillings | 1 |
| Caregiver Jobs | 25 |
| Waste Management Jobs | 2 |
| Dog Food | 1 |
| Car Auctions | 6 |
| Fitness Coach | 28 |
| Retirement Planning | 1 |
| Urgent Care | 1 |
| Credit Cards | 12 |
| Caregiver Jobs | 25 |
| Fitness Apps | 15 |
| Prostate Cancer | 2 |
| Wigs | 4 |
| Apartment Rentals | 31 |
| Medical | 6 |
| Life Insurance | 5 |
| Personal Loans | 42 |
| Macular Degeneration | 2 |
| Apartment Rentals | 31 |
| Certificate of Deposit | 2 |
| Perfumes | 6 |
| Debt Consolidation | 9 |
| Senior Cruises | 2 |
| Warehouse Jobs | 48 |
| Caregiver Services | 7 |
| Skin Care | 3 |
| Dental Implants | 41 |
| Breast Cancer | 9 |
| Online Shopping Deals | 28 |
| Electrician Jobs | 5 |
| Apartments | 67 |
| Personal Loans | 42 |
| Migraine Treatment | 14 |
| Digital Marketing Jobs | 1 |
| Weight Loss | 9 |
| Dental Implants | 41 |
| Auto Insurance | 13 |
| Services | 2 |
| Online Shopping Deals | 28 |
| Fitness Coach | 28 |
| Belly Fat Removal | 6 |
| Medical | 6 |
| Wigs | 4 |
| Circuit Board Assembler | 12 |
| Sleep Apnea | 5 |
| Caregiver Jobs | 25 |
| Security Jobs | 3 |
| Sofas | 5 |
| Flooring Installation | 24 |
| Malpractice Attorneys | 1 |
| Apartments | 67 |
| Ultherapy | 2 |
| Personal Loans | 42 |
| Migraine Treatment | 14 |
| Plumbing Jobs | 4 |
| Online Shopping Deals | 28 |
| Dental Implants | 41 |
| Caregiver Jobs | 25 |
| Apartments | 67 |
| Personal Loans | 42 |
| FHA Loans | 9 |
| E-Bikes | 3 |
| Warehouse Jobs | 48 |
| Caregiver Jobs | 25 |
| Wrinkle Treatment | 1 |
| Apartment Rentals | 31 |
| Used Cars | 4 |
| Caregiver Jobs | 25 |
| Apartments | 67 |
| Dental Implants | 41 |
| Apartments | 67 |
| Lawn Mowers | 1 |
| Depression Treatment | 3 |
| Electrician Jobs | 5 |
| Warehouse Jobs | 48 |
| Food Packing Jobs | 11 |
| Home Improvement Loans | 3 |
| Addiction Counseling | 1 |
| Weight Loss | 9 |
| Alzheimer's Treatment | 8 |
| Auto Insurance | 13 |
| Home Decor | 2 |
| Daycare Jobs | 8 |
| Fitness Apps | 15 |
| Leadership | 2 |
| HVAC Services | 3 |
| Bipolar Treatment | 3 |
| Mental Health Test | 1 |
| Belly Fat Removal | 6 |
| Dental Implant Grants | 2 |
| Phone Service | 2 |
| Remote Jobs | 8 |
| Pest Control | 3 |
| Caregiver Services | 7 |
| Apartments | 67 |
| Meal Delivery Services | 1 |
| Fitness Apps | 15 |
| Online Shopping Deals | 28 |
| Cyber Security Jobs | 6 |
| Cleaning Jobs | 2 |
| Warehouse Jobs | 48 |
| Online Shopping Deals | 28 |
| Apartments | 67 |
| Online Shopping Deals | 28 |
| Online Shopping Deals | 28 |
| Dental Implant Grants | 2 |
| Bipolar Treatment | 3 |
| Medical Alert Systems | 4 |
| Coats | 1 |
| Eyelid Surgery | 1 |
| Hotels | 1 |
| Online Shopping Deals | 28 |
| Weight Loss | 9 |
| Warehouse Jobs | 48 |
| Warehouse Jobs | 48 |
| Truck Driving Jobs | 5 |
| Paid Clinical Trial | 1 |
| Caregiver Services | 7 |
| Kidney Cancer | 13 |
| Massage Services | 11 |
| Credit Cards | 12 |
| Veterans Assistance | 1 |
| Kidney Cancer | 13 |
| Apartments | 67 |
| Apartments | 67 |
| Dental Implants | 41 |
| Cloud Storage | 2 |
| Medical | 6 |
| Window Replacement | 6 |
| Apartments | 67 |
| Auto Insurance | 13 |
| Electric Cars | 3 |
| Life Insurance | 5 |
| Apartment Rentals | 31 |
| Astrology | 24 |
| Dental Implants | 41 |
| Dental Implants | 41 |
| Belly Fat Removal | 6 |
| Apartments | 67 |
| Personal Loans | 42 |
| Massage Services | 11 |
| Leadership | 2 |
| Personal Loans | 42 |
| Wart Treatment | 1 |
| Astrology | 24 |
| Food Packing Jobs | 11 |
| Fitness Coach | 28 |
| Food Packing Jobs | 11 |
| Packing Jobs | 2 |
| Warehouse Jobs | 48 |
| Caregiver Jobs | 25 |
| Home Remodel | 6 |
| Energy Drinks | 2 |
| Fitness Coach | 28 |
| Flooring Installation | 24 |
| Astrology | 24 |
| Life Insurance | 5 |
| Car Auctions | 6 |
| Dental Implants | 41 |
| Massage Services | 11 |
| Apartments | 67 |
| Personal Loans | 42 |
| Dental Implants | 41 |
| DIY Christmas Gifts | 1 |
| Apartment Rentals | 31 |
| Flooring Installation | 24 |
| Massage Services | 11 |
| Car Auctions | 6 |
| Dental Implants | 41 |
| Warehouse Jobs | 48 |
| Apartments | 67 |
| Auto Insurance | 13 |
| Welding Jobs | 6 |
| Caregiver Services | 7 |
| Welding Jobs | 6 |
| Online Jobs | 2 |
| Home Furniture | 14 |
| Eye Bag Surgery | 1 |
| Kidney Cancer | 13 |
| Kidney Cancer | 13 |
| UTI Treatment | 1 |
| Flooring Installation | 24 |
| Fitness Apps | 15 |
| Caregiver Jobs | 25 |
| Warehouse Jobs | 48 |
| Caregiver Jobs | 25 |
| Teeth Straightening | 1 |
| Circuit Board Assembler | 12 |
| Bipolar Disorder | 6 |
| Prostate Cancer Treatment | 6 |
| Erectile Dysfunction | 7 |
| Astrology | 24 |
| Apartments | 67 |
| Apartments | 67 |
| Hair Transplant | 3 |
| Migraine Treatment | 14 |
| Food Packing Jobs | 11 |
| Senior Apartments | 7 |
| Apartment Rentals | 31 |
| Daycare Jobs | 8 |
| Auto Insurance | 13 |
| Hair Transplant | 3 |
| Painting Jobs | 1 |
| Erectile Dysfunction | 7 |
| Paid Sperm Donation | 2 |
| Fitness Coach | 28 |
| Fitness Apps | 15 |
| Weight Loss | 9 |
| Warehouse Jobs | 48 |
| Prostate Cancer Treatment | 6 |
| Car Carpets | 2 |
| Car Transport Jobs | 9 |
| Botox | 3 |
| Online Shopping Deals | 28 |
| Medical Delivery | 3 |
| Car Transport Jobs | 9 |
| Medical | 6 |
| Weight Loss | 9 |
| Window Replacement | 6 |
| Apartments | 67 |
| Dental Implants | 41 |
| Home Remodel | 6 |
| Perfumes | 6 |
| Astrology | 24 |
| Senior Cruises | 2 |
| Home Furniture | 14 |
| Apartments | 67 |
| Skin Rejuvenation | 1 |
| Apartment Rentals | 31 |
| Debt Relief | 2 |
| Personal Loans | 42 |
| Fitness Apps | 15 |
| Breast Cancer | 9 |
| Auto Insurance | 13 |
| Psoriasis Treatment | 1 |
| Cooktops | 5 |
| Warehouse Jobs | 48 |
| Circuit Board Assembler | 12 |
| Fitness Apps | 15 |
| Mobility Scooters | 1 |
| Metal Roofs | 1 |
| Warehouse Jobs | 48 |
| Home Furniture | 14 |
| Office Cleaning Jobs | 8 |
| Botox | 3 |
| Contractors | 1 |
| Forklift Jobs | 4 |
| Home Loans | 2 |
| Construction Jobs | 4 |
| Tires | 3 |
| Cleaning Jobs | 2 |
| Apartments | 67 |
| Migraine Treatment | 14 |
| Auto Insurance | 13 |
| Apartments | 67 |
| Hearing Test | 1 |
| FHA Loans | 9 |
| Delivery Jobs | 1 |
| Daycare Jobs | 8 |
| Online Shopping Deals | 28 |
| Window Blinds | 1 |
| Auto Insurance | 13 |
| Dental Implants | 41 |
| Apartments | 67 |
| Home Furniture | 14 |
| Dentists | 1 |
| Depression Test | 2 |
| Medication Delivery Jobs | 8 |
| Flooring Installation | 24 |
| Construction Jobs | 4 |
| Warehouse Jobs | 48 |
| Medical Delivery | 3 |
| Apartment Rentals | 31 |
| Warehouse Jobs | 48 |
| Sleep Apnea | 5 |
| Bank Owned Cars | 1 |
| Medical Alert Systems | 4 |
| Online Shopping Deals | 28 |
| Apartments | 67 |
| Debt Consolidation | 9 |
| Bipolar Disorder | 6 |
| Kidney Cancer | 13 |
| Botox | 3 |
| Rehab Treatment Center | 1 |
| Depression | 2 |
| FHA Loans | 9 |
| Car Auctions | 6 |
| Mortgage Loans | 2 |
| Military School | 1 |
| Window Replacement | 6 |
| Dental Implants | 41 |
| Personal Loans | 42 |
| Circuit Board Assembler | 12 |
| Auto Insurance | 13 |
| Online Shopping Deals | 28 |
| Fitness Apps | 15 |
| Seizure Medication | 1 |
| Disability Grants | 5 |
| Online Shopping Deals | 28 |
| FHA Loans | 9 |
| Debt Relief | 2 |
| Buy Now Pay Later | 1 |
| Planning Tools | 1 |
| Reverse Mortgage | 2 |
| Home Care | 1 |
| Apartment Rentals | 31 |
| Migraine Treatment | 14 |
| Cell Phones | 4 |
| Detox Diets | 2 |
| Diabetes | 4 |
| Fitness Apps | 15 |
| Bipolar Disorder | 6 |
| Astrology | 24 |
| Home Care Jobs | 5 |
| Dating Apps | 1 |
| Apartments | 67 |
| Warehouse Jobs | 48 |
| Car Tires | 2 |
| Personal Loans | 42 |
| Rhinoplasty | 1 |
| Dental Implants | 41 |
| Skin Care | 3 |
| Car Cleaning Kit | 1 |
| Apartment Rentals | 31 |
| Apartment Rentals | 31 |
| Daycare Jobs | 8 |
| Weight Loss | 9 |
| Migraine Treatment | 14 |
| Online Banking | 2 |
| Breast Cancer | 9 |
| Apartments | 67 |
| Construction Jobs | 4 |
| European Cruises | 1 |
| Fitness Coach | 28 |
| Home Furniture | 14 |
| Hair Transplant | 3 |
| Breast Cancer | 9 |
| Daycare Jobs | 8 |
| Fitness Coach | 28 |
| Warehouse Jobs | 48 |
| Online Shopping Deals | 28 |
| Digital Marketing Courses | 2 |
| Sofas | 5 |
| Weight Loss | 9 |
| Car Transport Jobs | 9 |
| Online Shopping Deals | 28 |
| Perfumes | 6 |
| Dental Implants | 41 |
| Credit Cards | 12 |
| Window Replacement | 6 |
| Food Packing Jobs | 11 |
| Cyber Security Jobs | 6 |
| Flooring Installation | 24 |
| Breast Cancer | 9 |
| Home Improvement Loans | 3 |
| Warehouse Jobs | 48 |
| Caregiver Jobs | 25 |
| Dental Implants | 41 |
| Home Furniture | 14 |
| Online Shopping Deals | 28 |
| Credit Cards | 12 |
| Kidney Cancer | 13 |
| Fitness Coach | 28 |
| Dental Implants | 41 |
| Hepatitis C | 4 |
| Medication Delivery Jobs | 8 |
| Flooring Installation | 24 |
| Circuit Board Assembler | 12 |
| Credit Cards | 12 |
| Gutter Cleaning | 2 |
| Dental Implants | 41 |
| Personal Loans | 42 |
| Bad Credit Credit Cards | 2 |
| Jobs in USA | 2 |
| Roofing Services | 1 |
| Astrology | 24 |
| Warehouse Jobs | 48 |
| Dental Implants | 41 |
| Dental Implants | 41 |
| Senior Apartments | 7 |
| Apartments | 67 |
| Home Care Jobs | 5 |
| Cruise Ship Jobs | 4 |
| Houses For Sale | 1 |
| Doors | 6 |
| Breast Cancer | 9 |
| Solar Battery | 1 |
| Keto Diet | 2 |
| Warehouse Jobs | 48 |
| Flooring Installation | 24 |
| Personal Loans | 42 |
| Clinical Trials | 7 |
| Warehouse Jobs | 48 |
| Land For Sale | 1 |
| Fitness Coach | 28 |
| Hepatitis C | 4 |
| Food Packing Jobs | 11 |
| Cars For Sale | 2 |
| FHA Loans | 9 |
| Office Cleaning Jobs | 8 |
| Apartments | 67 |
| Dental Care | 2 |
| Pest Control | 3 |
| Home Furniture | 14 |
| Tires | 3 |
| Personal Loans | 42 |
| Deck Installation | 1 |
| Alzheimer's Treatment | 8 |
| GMC Sierra | 1 |
| Homecare Jobs | 2 |
| Apartment Rentals | 31 |
| Pro Bono Attorneys | 4 |
| Online Shopping Deals | 28 |
| Medical | 6 |
| Plumbing Jobs | 4 |
| Senior Housing | 2 |
| Home Care Jobs | 5 |
| Kidney Cancer | 13 |
| Warehouse Jobs | 48 |
| HVAC Services | 3 |
| Lead Generation | 1 |
| Debt Consolidation | 9 |
| Call Center Jobs | 1 |
| Doors | 6 |
| Pro Bono Attorneys | 4 |
| Depression Treatment | 3 |
| Debt Consolidation | 9 |
| Fitness Coach | 28 |
| Personal Loans | 42 |
| Online Doctor | 1 |
| Bipolar Disorder | 6 |
| Daycare Jobs | 8 |
| Migraine Treatment | 14 |
| Clinical Trials | 7 |
| Forklift Jobs | 4 |
| Personal Loans | 42 |
| Personal Loans | 42 |
| Online Shopping Deals | 28 |
| Relationship Advice | 1 |
| Personal Loans | 42 |
| Diabetes | 4 |
| Dental Implants | 41 |
| Cloud Storage | 2 |
| Warehouse Jobs | 48 |
| Debt Consolidation | 9 |
| Belly Fat Removal | 6 |
| Debt Consolidation | 9 |
| Apartments | 67 |
| Home Furniture | 14 |
| Apartment Rentals | 31 |
| Welding Jobs | 6 |
| Flooring Installation | 24 |
| Home Furniture | 14 |
| Cleaning Services | 7 |
| Wigs | 4 |
| Erectile Dysfunction | 7 |
| Snow Removal Services | 3 |
| Apartments | 67 |
| Depression Test | 2 |
| Email Marketing Jobs | 2 |
| Flooring Installation | 24 |
| Apartment Rentals | 31 |
| Remote Jobs | 8 |
| Kidney Cancer | 13 |
| Warehouse Jobs | 48 |
| Dental Care | 2 |
| Anime Figurines | 1 |
| Online Banking | 2 |
| Auto Insurance | 13 |
| Truck Driving Jobs | 5 |
| Breast Cancer | 9 |
| Office Cleaning Jobs | 8 |
| Cruise Ship Jobs | 4 |
| Bipolar Disorder | 6 |
| Astrology | 24 |
| Life Insurance | 5 |
| Personal Loans | 42 |
| Online Shopping Deals | 28 |
| Cyber Security Jobs | 6 |
| Caregiver Jobs | 25 |
| Caregiver Jobs | 25 |
| Flooring Installation | 24 |
| Office Cleaning Jobs | 8 |
| Cruise Ship Jobs | 4 |
| Cleaning Services | 7 |
| Belly Fat Removal | 6 |
| Apartments | 67 |
| Senior Apartments | 7 |
| Personal Loans | 42 |
| Laser Hair Removal | 1 |
| Warehouse Jobs | 48 |
| Medicare | 1 |
| Caregiver Jobs | 25 |
| Electric Bikes | 1 |
| Prostate Cancer Treatment | 6 |
| Apartments | 67 |
| Online Shopping Deals | 28 |
| Dental Implants | 41 |
| Senior Apartments | 7 |
| Digital Marketing Courses | 2 |
| Car Auctions | 6 |
| Migraine Treatment | 14 |
| Warehouse Jobs | 48 |
| Apartments | 67 |
| Miscellaneous Jobs | 1 |
| Apartments | 67 |
| Depression Treatment | 3 |
| Homecare Jobs | 2 |
| Forklift Jobs | 4 |
| Waterproofing Services | 1 |
| Data Entry Jobs | 2 |
| Prostate Cancer | 2 |
| Personal Loans | 42 |
| Migraine Treatment | 14 |
| Erectile Dysfunction | 7 |
| Flooring Installation | 24 |
| Personal Loans | 42 |
| Macular Degeneration | 2 |
| Online Shopping Deals | 28 |
| Astrology | 24 |
| Apartments | 67 |
| Depression | 2 |
| Home Furniture | 14 |
| Warehouse Jobs | 48 |
| Envelope Stuffing Jobs | 1 |
| Dental Implants | 41 |
| Home Care Jobs | 5 |
| Luxury Cars | 1 |
| Fertility Clinics | 4 |
| Warehouse Jobs | 48 |
| Migraine Treatment | 14 |
| Kidney Cancer | 13 |
| Ultherapy | 2 |
| Data Analytics Tools | 2 |
| Bipolar Treatment | 3 |
| Energy Drinks | 2 |
| Warehouse Jobs | 48 |
| Snow Removal Services | 3 |
| Personal Loans | 42 |
| Medication Delivery Jobs | 8 |
| Apartment Rentals | 31 |
| Data Analytics Tools | 2 |
| Alzheimer's Treatment | 8 |
| Cyber Security Jobs | 6 |
| Heart Failure | 1 |
| Investment Services | 1 |
| Auto Loans | 2 |
| Pest Control | 3 |
| Gutter Cleaning | 2 |
| Keto Diet | 2 |
| Security Jobs | 3 |
| Home Loans | 2 |
| Email Marketing Jobs | 2 |
| Apartments | 67 |
| Machinery | 3 |
| Medical | 6 |
| Online Courses | 2 |
| Apartments | 67 |
| Dental Implants | 41 |
| Fitness Coach | 28 |
| Services | 2 |
| Apartments | 67 |
| Machinery | 3 |
| FHA Loans | 9 |
| Massage Services | 11 |
| Senior Apartments | 7 |
| Online Shopping Deals | 28 |
| Office Cleaning Jobs | 8 |
| Breast Cancer | 9 |
| Fertility Clinics | 4 |
| Kidney Cancer | 13 |
| Medication Delivery Jobs | 8 |
| Fitness Coach | 28 |
| Apartments | 67 |
| Caregiver Jobs | 25 |
| Fertility Clinics | 4 |
| Online Shopping Deals | 28 |
| Security Guard Jobs | 2 |
| Home Decor | 2 |
| Data Entry Jobs | 2 |
| Credit Cards | 12 |
| Personal Loans | 42 |
| Jobs in USA | 2 |
| Bipolar Disorder | 6 |
| Real Estate | 1 |
| Fitness Coach | 28 |
| Apartments | 67 |
| Outdoor Furniture | 3 |
| Personal Loans | 42 |
| Astrology | 24 |
| Sclerotherapy | 1 |
| Warehouse Jobs | 48 |
| Attorneys | 4 |
| Apartments | 67 |
| Caregiver Jobs | 25 |
| Reverse Mortgage | 2 |
| Warehouse Jobs | 48 |
| Nursing Degrees | 1 |
| Apartment Rentals | 31 |
| Fertility Clinics | 4 |
| Apartments | 67 |
| Roof Repair | 1 |
| Dental Implants | 41 |
| Apartment Rentals | 31 |
| Pro Bono Attorneys | 4 |
| Warehouse Jobs | 48 |
| Bed Bugs | 1 |
| Warehouse Jobs | 48 |
| Apartments | 67 |
| Home Remodel | 6 |
| Doors | 6 |
| Auto Insurance | 13 |
| Warehouse Jobs | 48 |
| Cleaning Services | 7 |
| Cleaning Services | 7 |
| Home Remodel | 6 |
| Electrician Jobs | 5 |
| Credit Cards | 12 |
| Caregiver Jobs | 25 |
| Fitness Apps | 15 |
| Truck Driving Jobs | 5 |
| Food Packing Jobs | 11 |
| Apartment Rentals | 31 |
| Caregiver Services | 7 |
| Personal Loans | 42 |
| Apartments | 67 |
| Online Shopping Deals | 28 |
| Home Remodel | 6 |
| Caregiver Jobs | 25 |
| Security Jobs | 3 |
| Attorneys | 4 |
| Warehouse Jobs | 48 |
| Cancer Treatment | 1 |
| Fitness Coach | 28 |
| Dental Implants | 41 |
| Massage Services | 11 |
| High School Diploma | 1 |
| Cleaning Services | 7 |
| Breast Lift | 1 |
| Fitness Coach | 28 |
| Dental Implants | 41 |
| Mortgage Loans | 2 |
| Astrology | 24 |
| Window Replacement | 6 |
| Migraine Treatment | 14 |
| Modular Homes | 1 |
| Cooktops | 5 |
| Used Cars | 4 |
| Apartment Rentals | 31 |
| Auto Deals | 1 |
| Apartment Rentals | 31 |
| Electrician Jobs | 5 |
| Flooring Installation | 24 |
| Warehouse Jobs | 48 |
| Car Carpets | 2 |
| Dental Implants | 41 |
| Cooktops | 5 |
| Warehouse Jobs | 48 |
| Allergy Relief | 1 |
| Welding Jobs | 6 |
| Cooktops | 5 |
| Personal Loans | 42 |
| Dental Implants | 41 |
| Astrology | 24 |
| Diabetes | 4 |
| Massage Services | 11 |
| Sleep Apnea | 5 |
| Label Printers | 2 |
| Caregiver Jobs | 25 |
| Dental Implants | 41 |
| Caregiver Services | 7 |
| Personal Loans | 42 |
| Bad Credit Credit Cards | 2 |
| Cyber Security Jobs | 6 |
| Debt Consolidation | 9 |
| Astrology | 24 |
| FHA Loans | 9 |
| Clinical Trials | 7 |
| FHA Loans | 9 |
| Employee Retention Credit | 2 |
| Plumbing Jobs | 4 |
| Sofas | 5 |
| Warehouse Jobs | 48 |
| Clinical Trials | 7 |
| Electric Cars | 3 |
| Fitness Apps | 15 |
| Debt Consolidation | 9 |
| Medication Delivery Jobs | 8 |
| Gaming Chairs | 1 |
| Apartments | 67 |
| Food Packing Jobs | 11 |
| Machinery | 3 |
| Migraine Treatment | 14 |
| Electrician Jobs | 5 |
| Flooring Installation | 24 |
| Food Packing Jobs | 11 |
| Senior Housing | 2 |
| Alzheimer's Treatment | 8 |
| Dental Implants | 41 |
| Cleaning Services | 7 |
| Military Jobs | 1 |
| Senior Living | 2 |
| Caregiver Jobs | 25 |
| Circuit Board Assembler | 12 |
| Astrology | 24 |
| Flooring Installation | 24 |
| Bathroom Vanity | 1 |
| Apartments | 67 |
| Apartments | 67 |
| Fitness Coach | 28 |
| Phone Storage | 2 |
| E-Bikes | 3 |
| Apartment Rentals | 31 |
| Apartments | 67 |
| Lawn Care | 1 |
| Fitness Coach | 28 |
| Warehouse Jobs | 48 |
| Apartments | 67 |
| House Cleaning Jobs | 1 |
| Pet Adoption | 1 |
| Skin Care | 3 |
| Cruise Ship Jobs | 4 |
| Warehouse Jobs | 48 |
| Apartments | 67 |
| Massage Services | 11 |
| Dental Implants | 41 |
| Auto Insurance | 13 |
| Security Guard Jobs | 2 |
| Clinical Trials | 7 |
| Astrology | 24 |
| Apartments | 67 |
| Clinical Trials | 7 |
| Attorneys | 4 |
| Air Conditioning Services | 1 |
| Remote Jobs | 8 |
| Astrology | 24 |
| Senior Apartments | 7 |
| Caregiver Jobs | 25 |
| Water Damage | 1 |
| Plaque Psoriasis | 1 |
| Belly Fat Removal | 6 |
| Hepatitis C | 4 |
| Window Replacement | 6 |
| Caregiver Jobs | 25 |
| Apartments | 67 |
| Senior Care | 1 |
| Waterproofing Jobs | 1 |
| Astrology | 24 |
| Breast Cancer | 9 |
| Warehouse Jobs | 48 |
| Circuit Board Assembler | 12 |
| Fitness Apps | 15 |
| Flooring Installation | 24 |
| Personal Loans | 42 |
| Fitness Coach | 28 |
| Alzheimer's Treatment | 8 |
| Detox Diets | 2 |
| Dental Implants | 41 |
| Medical Alert Systems | 4 |
| Dental Implants | 41 |
| Fitness Coach | 28 |
| Personal Loans | 42 |
| Migraine Treatment | 14 |
| Erectile Dysfunction | 7 |
| Spa Services | 1 |
| Electric Cars | 3 |
| Fitness Apps | 15 |
| Apartment Rentals | 31 |
| Food Packing Jobs | 11 |
| Online Shopping Deals | 28 |
| Doors | 6 |
| Warehouse Jobs | 48 |
| Credit Cards | 12 |
| Disability Grants | 5 |
| Food Packing Jobs | 11 |
| Home Furniture | 14 |
| Remote Jobs | 8 |
| Attorneys | 4 |
| Cyber Security Degrees | 1 |
| Fitness Coach | 28 |
| Cooktops | 5 |
| Massage Services | 11 |
| Astrology | 24 |
| Massage Services | 11 |
| Caregiver Services | 7 |
| Credit Cards | 12 |
| Weight Loss Clinical Trials | 1 |
| Lymphoma | 1 |
| Flooring Installation | 24 |
| Virtual Assistant Jobs | 1 |
| Office Cleaning Jobs | 8 |
| Remote Jobs | 8 |
| Cell Phones | 4 |
| Massage Services | 11 |
| Flooring Installation | 24 |
| Car Transport Jobs | 9 |
| HVAC Services | 3 |
| Apartments | 67 |
| Kidney Cancer | 13 |
| Car Transport Jobs | 9 |
| Astrology | 24 |
| Personal Loans | 42 |
| Daycare Jobs | 8 |
| Phone Storage | 2 |
| Medication Delivery Jobs | 8 |
| Apartments | 67 |
| Dental Implants | 41 |
| Apartments | 67 |
| Label Printers | 2 |
| Credit Cards | 12 |
| Medication Delivery Jobs | 8 |
| Apartments | 67 |
| Snow Removal Services | 3 |
| Apartments | 67 |
| Apartment Rentals | 31 |
| Caregiver Jobs | 25 |
| Alzheimer's Treatment | 8 |
| Medical Alert Systems | 4 |
| Welding Jobs | 6 |
| Online Dating | 1 |
| Personal Loans | 42 |
| Apartments | 67 |
| Personal Loans | 42 |
| Alzheimer's Treatment | 8 |
| Circuit Board Assembler | 12 |
| Perfumes | 6 |
| Phone Service | 2 |
| Warehouse Jobs | 48 |
| Welding Jobs | 6 |
| Apartments | 67 |
| Migraine Treatment | 14 |
| Veterinary Assistant School | 1 |
| Flooring Installation | 24 |
| Cruises | 1 |
| Perfumes | 6 |
| Warehouse Jobs | 48 |
| Car Values | 1 |
| Job Search | 1 |
| Certificate of Deposit | 2 |
| Home Furniture | 14 |
| Cleaning Services | 7 |
| Diabetes | 4 |
| Fitness Apps | 15 |
| Warehouse Jobs | 48 |
| Auto Loans | 2 |
### Training Hyperparameters
- batch_size: (16, 2)
- num_epochs: (1, 16)
- max_steps: -1
- sampling_strategy: oversampling
- 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: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0000 | 1 | 0.149 | - |
| 0.0008 | 50 | 0.051 | - |
| 0.0016 | 100 | 0.0437 | - |
| 0.0024 | 150 | 0.0506 | - |
| 0.0033 | 200 | 0.0392 | - |
| 0.0041 | 250 | 0.0253 | - |
| 0.0049 | 300 | 0.0226 | - |
| 0.0057 | 350 | 0.0184 | - |
| 0.0065 | 400 | 0.0255 | - |
| 0.0073 | 450 | 0.0193 | - |
| 0.0081 | 500 | 0.0195 | - |
| 0.0090 | 550 | 0.0136 | - |
| 0.0098 | 600 | 0.017 | - |
| 0.0106 | 650 | 0.0116 | - |
| 0.0114 | 700 | 0.0153 | - |
| 0.0122 | 750 | 0.0149 | - |
| 0.0130 | 800 | 0.007 | - |
| 0.0139 | 850 | 0.0135 | - |
| 0.0147 | 900 | 0.0112 | - |
| 0.0155 | 950 | 0.0127 | - |
| 0.0163 | 1000 | 0.0147 | - |
| 0.0171 | 1050 | 0.0091 | - |
| 0.0179 | 1100 | 0.0132 | - |
| 0.0187 | 1150 | 0.0149 | - |
| 0.0196 | 1200 | 0.0095 | - |
| 0.0204 | 1250 | 0.0061 | - |
| 0.0212 | 1300 | 0.0081 | - |
| 0.0220 | 1350 | 0.0069 | - |
| 0.0228 | 1400 | 0.007 | - |
| 0.0236 | 1450 | 0.0079 | - |
| 0.0244 | 1500 | 0.0075 | - |
| 0.0253 | 1550 | 0.0095 | - |
| 0.0261 | 1600 | 0.0066 | - |
| 0.0269 | 1650 | 0.0077 | - |
| 0.0277 | 1700 | 0.0074 | - |
| 0.0285 | 1750 | 0.005 | - |
| 0.0293 | 1800 | 0.0072 | - |
| 0.0301 | 1850 | 0.0064 | - |
| 0.0310 | 1900 | 0.0074 | - |
| 0.0318 | 1950 | 0.007 | - |
| 0.0326 | 2000 | 0.0074 | - |
| 0.0334 | 2050 | 0.0039 | - |
| 0.0342 | 2100 | 0.0029 | - |
| 0.0350 | 2150 | 0.0059 | - |
| 0.0359 | 2200 | 0.006 | - |
| 0.0367 | 2250 | 0.0043 | - |
| 0.0375 | 2300 | 0.0045 | - |
| 0.0383 | 2350 | 0.0022 | - |
| 0.0391 | 2400 | 0.0072 | - |
| 0.0399 | 2450 | 0.0032 | - |
| 0.0407 | 2500 | 0.006 | - |
| 0.0416 | 2550 | 0.0066 | - |
| 0.0424 | 2600 | 0.0059 | - |
| 0.0432 | 2650 | 0.0069 | - |
| 0.0440 | 2700 | 0.0076 | - |
| 0.0448 | 2750 | 0.0042 | - |
| 0.0456 | 2800 | 0.0068 | - |
| 0.0464 | 2850 | 0.007 | - |
| 0.0473 | 2900 | 0.0039 | - |
| 0.0481 | 2950 | 0.0057 | - |
| 0.0489 | 3000 | 0.0032 | - |
| 0.0497 | 3050 | 0.0076 | - |
| 0.0505 | 3100 | 0.0049 | - |
| 0.0513 | 3150 | 0.0031 | - |
| 0.0522 | 3200 | 0.0021 | - |
| 0.0530 | 3250 | 0.0029 | - |
| 0.0538 | 3300 | 0.0078 | - |
| 0.0546 | 3350 | 0.0048 | - |
| 0.0554 | 3400 | 0.0062 | - |
| 0.0562 | 3450 | 0.0041 | - |
| 0.0570 | 3500 | 0.0014 | - |
| 0.0579 | 3550 | 0.0022 | - |
| 0.0587 | 3600 | 0.0015 | - |
| 0.0595 | 3650 | 0.0011 | - |
| 0.0603 | 3700 | 0.001 | - |
| 0.0611 | 3750 | 0.0051 | - |
| 0.0619 | 3800 | 0.0022 | - |
| 0.0627 | 3850 | 0.0041 | - |
| 0.0636 | 3900 | 0.0037 | - |
| 0.0644 | 3950 | 0.0018 | - |
| 0.0652 | 4000 | 0.0031 | - |
| 0.0660 | 4050 | 0.0017 | - |
| 0.0668 | 4100 | 0.0028 | - |
| 0.0676 | 4150 | 0.0038 | - |
| 0.0684 | 4200 | 0.0023 | - |
| 0.0693 | 4250 | 0.0025 | - |
| 0.0701 | 4300 | 0.0033 | - |
| 0.0709 | 4350 | 0.0041 | - |
| 0.0717 | 4400 | 0.0022 | - |
| 0.0725 | 4450 | 0.002 | - |
| 0.0733 | 4500 | 0.0048 | - |
| 0.0742 | 4550 | 0.0011 | - |
| 0.0750 | 4600 | 0.0038 | - |
| 0.0758 | 4650 | 0.0048 | - |
| 0.0766 | 4700 | 0.0052 | - |
| 0.0774 | 4750 | 0.0025 | - |
| 0.0782 | 4800 | 0.0011 | - |
| 0.0790 | 4850 | 0.0028 | - |
| 0.0799 | 4900 | 0.0038 | - |
| 0.0807 | 4950 | 0.0012 | - |
| 0.0815 | 5000 | 0.0038 | - |
| 0.0823 | 5050 | 0.0014 | - |
| 0.0831 | 5100 | 0.0011 | - |
| 0.0839 | 5150 | 0.0053 | - |
| 0.0847 | 5200 | 0.0032 | - |
| 0.0856 | 5250 | 0.0025 | - |
| 0.0864 | 5300 | 0.0025 | - |
| 0.0872 | 5350 | 0.0034 | - |
| 0.0880 | 5400 | 0.0053 | - |
| 0.0888 | 5450 | 0.0016 | - |
| 0.0896 | 5500 | 0.0021 | - |
| 0.0904 | 5550 | 0.002 | - |
| 0.0913 | 5600 | 0.0032 | - |
| 0.0921 | 5650 | 0.0014 | - |
| 0.0929 | 5700 | 0.0026 | - |
| 0.0937 | 5750 | 0.0042 | - |
| 0.0945 | 5800 | 0.0033 | - |
| 0.0953 | 5850 | 0.0031 | - |
| 0.0962 | 5900 | 0.0008 | - |
| 0.0970 | 5950 | 0.004 | - |
| 0.0978 | 6000 | 0.001 | - |
| 0.0986 | 6050 | 0.0021 | - |
| 0.0994 | 6100 | 0.0035 | - |
| 0.1002 | 6150 | 0.0033 | - |
| 0.1010 | 6200 | 0.0011 | - |
| 0.1019 | 6250 | 0.0023 | - |
| 0.1027 | 6300 | 0.0017 | - |
| 0.1035 | 6350 | 0.0008 | - |
| 0.1043 | 6400 | 0.0018 | - |
| 0.1051 | 6450 | 0.0033 | - |
| 0.1059 | 6500 | 0.0066 | - |
| 0.1067 | 6550 | 0.0014 | - |
| 0.1076 | 6600 | 0.0009 | - |
| 0.1084 | 6650 | 0.0014 | - |
| 0.1092 | 6700 | 0.002 | - |
| 0.1100 | 6750 | 0.0024 | - |
| 0.1108 | 6800 | 0.0046 | - |
| 0.1116 | 6850 | 0.0019 | - |
| 0.1125 | 6900 | 0.0045 | - |
| 0.1133 | 6950 | 0.0009 | - |
| 0.1141 | 7000 | 0.001 | - |
| 0.1149 | 7050 | 0.0018 | - |
| 0.1157 | 7100 | 0.002 | - |
| 0.1165 | 7150 | 0.0022 | - |
| 0.1173 | 7200 | 0.0037 | - |
| 0.1182 | 7250 | 0.0037 | - |
| 0.1190 | 7300 | 0.0024 | - |
| 0.1198 | 7350 | 0.0025 | - |
| 0.1206 | 7400 | 0.0007 | - |
| 0.1214 | 7450 | 0.0018 | - |
| 0.1222 | 7500 | 0.0043 | - |
| 0.1230 | 7550 | 0.0006 | - |
| 0.1239 | 7600 | 0.0008 | - |
| 0.1247 | 7650 | 0.0021 | - |
| 0.1255 | 7700 | 0.002 | - |
| 0.1263 | 7750 | 0.0033 | - |
| 0.1271 | 7800 | 0.0017 | - |
| 0.1279 | 7850 | 0.0007 | - |
| 0.1287 | 7900 | 0.0027 | - |
| 0.1296 | 7950 | 0.001 | - |
| 0.1304 | 8000 | 0.0005 | - |
| 0.1312 | 8050 | 0.0008 | - |
| 0.1320 | 8100 | 0.0019 | - |
| 0.1328 | 8150 | 0.0018 | - |
| 0.1336 | 8200 | 0.0014 | - |
| 0.1345 | 8250 | 0.0007 | - |
| 0.1353 | 8300 | 0.0005 | - |
| 0.1361 | 8350 | 0.0006 | - |
| 0.1369 | 8400 | 0.0016 | - |
| 0.1377 | 8450 | 0.0029 | - |
| 0.1385 | 8500 | 0.0011 | - |
| 0.1393 | 8550 | 0.0034 | - |
| 0.1402 | 8600 | 0.0014 | - |
| 0.1410 | 8650 | 0.0006 | - |
| 0.1418 | 8700 | 0.0034 | - |
| 0.1426 | 8750 | 0.0031 | - |
| 0.1434 | 8800 | 0.0031 | - |
| 0.1442 | 8850 | 0.0008 | - |
| 0.1450 | 8900 | 0.001 | - |
| 0.1459 | 8950 | 0.0031 | - |
| 0.1467 | 9000 | 0.0024 | - |
| 0.1475 | 9050 | 0.0033 | - |
| 0.1483 | 9100 | 0.0028 | - |
| 0.1491 | 9150 | 0.0013 | - |
| 0.1499 | 9200 | 0.0021 | - |
| 0.1507 | 9250 | 0.0022 | - |
| 0.1516 | 9300 | 0.0018 | - |
| 0.1524 | 9350 | 0.0005 | - |
| 0.1532 | 9400 | 0.0013 | - |
| 0.1540 | 9450 | 0.0005 | - |
| 0.1548 | 9500 | 0.0006 | - |
| 0.1556 | 9550 | 0.0023 | - |
| 0.1565 | 9600 | 0.0006 | - |
| 0.1573 | 9650 | 0.0011 | - |
| 0.1581 | 9700 | 0.0038 | - |
| 0.1589 | 9750 | 0.0018 | - |
| 0.1597 | 9800 | 0.0051 | - |
| 0.1605 | 9850 | 0.003 | - |
| 0.1613 | 9900 | 0.003 | - |
| 0.1622 | 9950 | 0.0006 | - |
| 0.1630 | 10000 | 0.0012 | - |
| 0.1638 | 10050 | 0.003 | - |
| 0.1646 | 10100 | 0.0015 | - |
| 0.1654 | 10150 | 0.0023 | - |
| 0.1662 | 10200 | 0.0029 | - |
| 0.1670 | 10250 | 0.002 | - |
| 0.1679 | 10300 | 0.0016 | - |
| 0.1687 | 10350 | 0.0018 | - |
| 0.1695 | 10400 | 0.0011 | - |
| 0.1703 | 10450 | 0.0022 | - |
| 0.1711 | 10500 | 0.0011 | - |
| 0.1719 | 10550 | 0.0006 | - |
| 0.1728 | 10600 | 0.0013 | - |
| 0.1736 | 10650 | 0.0021 | - |
| 0.1744 | 10700 | 0.0027 | - |
| 0.1752 | 10750 | 0.002 | - |
| 0.1760 | 10800 | 0.0009 | - |
| 0.1768 | 10850 | 0.0018 | - |
| 0.1776 | 10900 | 0.0018 | - |
| 0.1785 | 10950 | 0.0032 | - |
| 0.1793 | 11000 | 0.0008 | - |
| 0.1801 | 11050 | 0.0009 | - |
| 0.1809 | 11100 | 0.0006 | - |
| 0.1817 | 11150 | 0.0014 | - |
| 0.1825 | 11200 | 0.0025 | - |
| 0.1833 | 11250 | 0.0013 | - |
| 0.1842 | 11300 | 0.0004 | - |
| 0.1850 | 11350 | 0.0022 | - |
| 0.1858 | 11400 | 0.0048 | - |
| 0.1866 | 11450 | 0.0013 | - |
| 0.1874 | 11500 | 0.0009 | - |
| 0.1882 | 11550 | 0.0006 | - |
| 0.1890 | 11600 | 0.0029 | - |
| 0.1899 | 11650 | 0.0018 | - |
| 0.1907 | 11700 | 0.0017 | - |
| 0.1915 | 11750 | 0.0009 | - |
| 0.1923 | 11800 | 0.0006 | - |
| 0.1931 | 11850 | 0.0022 | - |
| 0.1939 | 11900 | 0.0019 | - |
| 0.1948 | 11950 | 0.0029 | - |
| 0.1956 | 12000 | 0.0005 | - |
| 0.1964 | 12050 | 0.0006 | - |
| 0.1972 | 12100 | 0.0009 | - |
| 0.1980 | 12150 | 0.0005 | - |
| 0.1988 | 12200 | 0.0025 | - |
| 0.1996 | 12250 | 0.0018 | - |
| 0.2005 | 12300 | 0.0012 | - |
| 0.2013 | 12350 | 0.0008 | - |
| 0.2021 | 12400 | 0.0018 | - |
| 0.2029 | 12450 | 0.0019 | - |
| 0.2037 | 12500 | 0.0025 | - |
| 0.2045 | 12550 | 0.0022 | - |
| 0.2053 | 12600 | 0.0019 | - |
| 0.2062 | 12650 | 0.0005 | - |
| 0.2070 | 12700 | 0.0017 | - |
| 0.2078 | 12750 | 0.0022 | - |
| 0.2086 | 12800 | 0.0012 | - |
| 0.2094 | 12850 | 0.003 | - |
| 0.2102 | 12900 | 0.0039 | - |
| 0.2110 | 12950 | 0.002 | - |
| 0.2119 | 13000 | 0.0004 | - |
| 0.2127 | 13050 | 0.0007 | - |
| 0.2135 | 13100 | 0.0006 | - |
| 0.2143 | 13150 | 0.0006 | - |
| 0.2151 | 13200 | 0.0028 | - |
| 0.2159 | 13250 | 0.0009 | - |
| 0.2168 | 13300 | 0.0011 | - |
| 0.2176 | 13350 | 0.0017 | - |
| 0.2184 | 13400 | 0.0009 | - |
| 0.2192 | 13450 | 0.0029 | - |
| 0.2200 | 13500 | 0.0006 | - |
| 0.2208 | 13550 | 0.001 | - |
| 0.2216 | 13600 | 0.0023 | - |
| 0.2225 | 13650 | 0.0006 | - |
| 0.2233 | 13700 | 0.0005 | - |
| 0.2241 | 13750 | 0.0026 | - |
| 0.2249 | 13800 | 0.0012 | - |
| 0.2257 | 13850 | 0.0021 | - |
| 0.2265 | 13900 | 0.0017 | - |
| 0.2273 | 13950 | 0.0008 | - |
| 0.2282 | 14000 | 0.0022 | - |
| 0.2290 | 14050 | 0.0031 | - |
| 0.2298 | 14100 | 0.0006 | - |
| 0.2306 | 14150 | 0.0008 | - |
| 0.2314 | 14200 | 0.0019 | - |
| 0.2322 | 14250 | 0.0007 | - |
| 0.2331 | 14300 | 0.0007 | - |
| 0.2339 | 14350 | 0.0006 | - |
| 0.2347 | 14400 | 0.0004 | - |
| 0.2355 | 14450 | 0.0017 | - |
| 0.2363 | 14500 | 0.0004 | - |
| 0.2371 | 14550 | 0.0016 | - |
| 0.2379 | 14600 | 0.0015 | - |
| 0.2388 | 14650 | 0.0018 | - |
| 0.2396 | 14700 | 0.0004 | - |
| 0.2404 | 14750 | 0.0004 | - |
| 0.2412 | 14800 | 0.0004 | - |
| 0.2420 | 14850 | 0.0028 | - |
| 0.2428 | 14900 | 0.0009 | - |
| 0.2436 | 14950 | 0.0028 | - |
| 0.2445 | 15000 | 0.0004 | - |
| 0.2453 | 15050 | 0.0017 | - |
| 0.2461 | 15100 | 0.0003 | - |
| 0.2469 | 15150 | 0.0003 | - |
| 0.2477 | 15200 | 0.0005 | - |
| 0.2485 | 15250 | 0.0015 | - |
| 0.2493 | 15300 | 0.0006 | - |
| 0.2502 | 15350 | 0.0004 | - |
| 0.2510 | 15400 | 0.0006 | - |
| 0.2518 | 15450 | 0.0005 | - |
| 0.2526 | 15500 | 0.0017 | - |
| 0.2534 | 15550 | 0.0026 | - |
| 0.2542 | 15600 | 0.0003 | - |
| 0.2551 | 15650 | 0.0018 | - |
| 0.2559 | 15700 | 0.0015 | - |
| 0.2567 | 15750 | 0.0013 | - |
| 0.2575 | 15800 | 0.0006 | - |
| 0.2583 | 15850 | 0.0014 | - |
| 0.2591 | 15900 | 0.0004 | - |
| 0.2599 | 15950 | 0.0027 | - |
| 0.2608 | 16000 | 0.0006 | - |
| 0.2616 | 16050 | 0.004 | - |
| 0.2624 | 16100 | 0.0005 | - |
| 0.2632 | 16150 | 0.0004 | - |
| 0.2640 | 16200 | 0.0005 | - |
| 0.2648 | 16250 | 0.0028 | - |
| 0.2656 | 16300 | 0.0026 | - |
| 0.2665 | 16350 | 0.001 | - |
| 0.2673 | 16400 | 0.0029 | - |
| 0.2681 | 16450 | 0.003 | - |
| 0.2689 | 16500 | 0.0015 | - |
| 0.2697 | 16550 | 0.0024 | - |
| 0.2705 | 16600 | 0.0022 | - |
| 0.2713 | 16650 | 0.0017 | - |
| 0.2722 | 16700 | 0.0018 | - |
| 0.2730 | 16750 | 0.0011 | - |
| 0.2738 | 16800 | 0.0006 | - |
| 0.2746 | 16850 | 0.0016 | - |
| 0.2754 | 16900 | 0.0036 | - |
| 0.2762 | 16950 | 0.0022 | - |
| 0.2771 | 17000 | 0.001 | - |
| 0.2779 | 17050 | 0.0008 | - |
| 0.2787 | 17100 | 0.0017 | - |
| 0.2795 | 17150 | 0.0006 | - |
| 0.2803 | 17200 | 0.0007 | - |
| 0.2811 | 17250 | 0.003 | - |
| 0.2819 | 17300 | 0.0019 | - |
| 0.2828 | 17350 | 0.0006 | - |
| 0.2836 | 17400 | 0.0005 | - |
| 0.2844 | 17450 | 0.0004 | - |
| 0.2852 | 17500 | 0.0006 | - |
| 0.2860 | 17550 | 0.0015 | - |
| 0.2868 | 17600 | 0.0003 | - |
| 0.2876 | 17650 | 0.0012 | - |
| 0.2885 | 17700 | 0.0018 | - |
| 0.2893 | 17750 | 0.0017 | - |
| 0.2901 | 17800 | 0.0021 | - |
| 0.2909 | 17850 | 0.0027 | - |
| 0.2917 | 17900 | 0.0017 | - |
| 0.2925 | 17950 | 0.0005 | - |
| 0.2934 | 18000 | 0.0015 | - |
| 0.2942 | 18050 | 0.0005 | - |
| 0.2950 | 18100 | 0.0015 | - |
| 0.2958 | 18150 | 0.0008 | - |
| 0.2966 | 18200 | 0.0007 | - |
| 0.2974 | 18250 | 0.002 | - |
| 0.2982 | 18300 | 0.0007 | - |
| 0.2991 | 18350 | 0.0025 | - |
| 0.2999 | 18400 | 0.0008 | - |
| 0.3007 | 18450 | 0.0008 | - |
| 0.3015 | 18500 | 0.0015 | - |
| 0.3023 | 18550 | 0.0006 | - |
| 0.3031 | 18600 | 0.0005 | - |
| 0.3039 | 18650 | 0.0025 | - |
| 0.3048 | 18700 | 0.0005 | - |
| 0.3056 | 18750 | 0.0005 | - |
| 0.3064 | 18800 | 0.0004 | - |
| 0.3072 | 18850 | 0.0015 | - |
| 0.3080 | 18900 | 0.0003 | - |
| 0.3088 | 18950 | 0.0005 | - |
| 0.3096 | 19000 | 0.0019 | - |
| 0.3105 | 19050 | 0.0016 | - |
| 0.3113 | 19100 | 0.0009 | - |
| 0.3121 | 19150 | 0.0003 | - |
| 0.3129 | 19200 | 0.0019 | - |
| 0.3137 | 19250 | 0.0003 | - |
| 0.3145 | 19300 | 0.0004 | - |
| 0.3154 | 19350 | 0.004 | - |
| 0.3162 | 19400 | 0.003 | - |
| 0.3170 | 19450 | 0.0015 | - |
| 0.3178 | 19500 | 0.0005 | - |
| 0.3186 | 19550 | 0.001 | - |
| 0.3194 | 19600 | 0.0009 | - |
| 0.3202 | 19650 | 0.003 | - |
| 0.3211 | 19700 | 0.001 | - |
| 0.3219 | 19750 | 0.0023 | - |
| 0.3227 | 19800 | 0.0017 | - |
| 0.3235 | 19850 | 0.0003 | - |
| 0.3243 | 19900 | 0.0006 | - |
| 0.3251 | 19950 | 0.0003 | - |
| 0.3259 | 20000 | 0.0005 | - |
| 0.3268 | 20050 | 0.0015 | - |
| 0.3276 | 20100 | 0.0014 | - |
| 0.3284 | 20150 | 0.0016 | - |
| 0.3292 | 20200 | 0.0009 | - |
| 0.3300 | 20250 | 0.0026 | - |
| 0.3308 | 20300 | 0.0004 | - |
| 0.3316 | 20350 | 0.0004 | - |
| 0.3325 | 20400 | 0.0016 | - |
| 0.3333 | 20450 | 0.0004 | - |
| 0.3341 | 20500 | 0.0008 | - |
| 0.3349 | 20550 | 0.0005 | - |
| 0.3357 | 20600 | 0.0005 | - |
| 0.3365 | 20650 | 0.0003 | - |
| 0.3374 | 20700 | 0.0003 | - |
| 0.3382 | 20750 | 0.0017 | - |
| 0.3390 | 20800 | 0.0017 | - |
| 0.3398 | 20850 | 0.0016 | - |
| 0.3406 | 20900 | 0.0003 | - |
| 0.3414 | 20950 | 0.0021 | - |
| 0.3422 | 21000 | 0.0004 | - |
| 0.3431 | 21050 | 0.0007 | - |
| 0.3439 | 21100 | 0.0003 | - |
| 0.3447 | 21150 | 0.0005 | - |
| 0.3455 | 21200 | 0.0003 | - |
| 0.3463 | 21250 | 0.0003 | - |
| 0.3471 | 21300 | 0.002 | - |
| 0.3479 | 21350 | 0.0015 | - |
| 0.3488 | 21400 | 0.002 | - |
| 0.3496 | 21450 | 0.0005 | - |
| 0.3504 | 21500 | 0.0002 | - |
| 0.3512 | 21550 | 0.0013 | - |
| 0.3520 | 21600 | 0.0003 | - |
| 0.3528 | 21650 | 0.0003 | - |
| 0.3537 | 21700 | 0.0009 | - |
| 0.3545 | 21750 | 0.0003 | - |
| 0.3553 | 21800 | 0.0007 | - |
| 0.3561 | 21850 | 0.0004 | - |
| 0.3569 | 21900 | 0.001 | - |
| 0.3577 | 21950 | 0.0003 | - |
| 0.3585 | 22000 | 0.0004 | - |
| 0.3594 | 22050 | 0.0016 | - |
| 0.3602 | 22100 | 0.0008 | - |
| 0.3610 | 22150 | 0.0005 | - |
| 0.3618 | 22200 | 0.001 | - |
| 0.3626 | 22250 | 0.0006 | - |
| 0.3634 | 22300 | 0.0003 | - |
| 0.3642 | 22350 | 0.0004 | - |
| 0.3651 | 22400 | 0.0003 | - |
| 0.3659 | 22450 | 0.0003 | - |
| 0.3667 | 22500 | 0.0003 | - |
| 0.3675 | 22550 | 0.0015 | - |
| 0.3683 | 22600 | 0.0021 | - |
| 0.3691 | 22650 | 0.0005 | - |
| 0.3699 | 22700 | 0.0004 | - |
| 0.3708 | 22750 | 0.0041 | - |
| 0.3716 | 22800 | 0.001 | - |
| 0.3724 | 22850 | 0.0019 | - |
| 0.3732 | 22900 | 0.0003 | - |
| 0.3740 | 22950 | 0.002 | - |
| 0.3748 | 23000 | 0.001 | - |
| 0.3757 | 23050 | 0.0003 | - |
| 0.3765 | 23100 | 0.0013 | - |
| 0.3773 | 23150 | 0.0002 | - |
| 0.3781 | 23200 | 0.0009 | - |
| 0.3789 | 23250 | 0.0003 | - |
| 0.3797 | 23300 | 0.0003 | - |
| 0.3805 | 23350 | 0.0003 | - |
| 0.3814 | 23400 | 0.0018 | - |
| 0.3822 | 23450 | 0.0003 | - |
| 0.3830 | 23500 | 0.0008 | - |
| 0.3838 | 23550 | 0.0007 | - |
| 0.3846 | 23600 | 0.002 | - |
| 0.3854 | 23650 | 0.0005 | - |
| 0.3862 | 23700 | 0.0011 | - |
| 0.3871 | 23750 | 0.0025 | - |
| 0.3879 | 23800 | 0.0022 | - |
| 0.3887 | 23850 | 0.0029 | - |
| 0.3895 | 23900 | 0.0006 | - |
| 0.3903 | 23950 | 0.0015 | - |
| 0.3911 | 24000 | 0.0016 | - |
| 0.3919 | 24050 | 0.0027 | - |
| 0.3928 | 24100 | 0.0016 | - |
| 0.3936 | 24150 | 0.0004 | - |
| 0.3944 | 24200 | 0.0019 | - |
| 0.3952 | 24250 | 0.0016 | - |
| 0.3960 | 24300 | 0.0003 | - |
| 0.3968 | 24350 | 0.0005 | - |
| 0.3977 | 24400 | 0.0003 | - |
| 0.3985 | 24450 | 0.0004 | - |
| 0.3993 | 24500 | 0.0004 | - |
| 0.4001 | 24550 | 0.0015 | - |
| 0.4009 | 24600 | 0.0014 | - |
| 0.4017 | 24650 | 0.0003 | - |
| 0.4025 | 24700 | 0.0003 | - |
| 0.4034 | 24750 | 0.0016 | - |
| 0.4042 | 24800 | 0.0003 | - |
| 0.4050 | 24850 | 0.0012 | - |
| 0.4058 | 24900 | 0.0003 | - |
| 0.4066 | 24950 | 0.0004 | - |
| 0.4074 | 25000 | 0.001 | - |
| 0.4082 | 25050 | 0.0005 | - |
| 0.4091 | 25100 | 0.0013 | - |
| 0.4099 | 25150 | 0.0003 | - |
| 0.4107 | 25200 | 0.0003 | - |
| 0.4115 | 25250 | 0.0012 | - |
| 0.4123 | 25300 | 0.0002 | - |
| 0.4131 | 25350 | 0.0005 | - |
| 0.4140 | 25400 | 0.0016 | - |
| 0.4148 | 25450 | 0.0004 | - |
| 0.4156 | 25500 | 0.0003 | - |
| 0.4164 | 25550 | 0.0015 | - |
| 0.4172 | 25600 | 0.0002 | - |
| 0.4180 | 25650 | 0.0012 | - |
| 0.4188 | 25700 | 0.0006 | - |
| 0.4197 | 25750 | 0.0004 | - |
| 0.4205 | 25800 | 0.0002 | - |
| 0.4213 | 25850 | 0.0016 | - |
| 0.4221 | 25900 | 0.0014 | - |
| 0.4229 | 25950 | 0.0008 | - |
| 0.4237 | 26000 | 0.0003 | - |
| 0.4245 | 26050 | 0.0005 | - |
| 0.4254 | 26100 | 0.0002 | - |
| 0.4262 | 26150 | 0.0018 | - |
| 0.4270 | 26200 | 0.0002 | - |
| 0.4278 | 26250 | 0.0003 | - |
| 0.4286 | 26300 | 0.0003 | - |
| 0.4294 | 26350 | 0.0003 | - |
| 0.4302 | 26400 | 0.0006 | - |
| 0.4311 | 26450 | 0.0027 | - |
| 0.4319 | 26500 | 0.0004 | - |
| 0.4327 | 26550 | 0.0003 | - |
| 0.4335 | 26600 | 0.0003 | - |
| 0.4343 | 26650 | 0.0003 | - |
| 0.4351 | 26700 | 0.0016 | - |
| 0.4360 | 26750 | 0.001 | - |
| 0.4368 | 26800 | 0.0016 | - |
| 0.4376 | 26850 | 0.0003 | - |
| 0.4384 | 26900 | 0.0016 | - |
| 0.4392 | 26950 | 0.0014 | - |
| 0.4400 | 27000 | 0.0002 | - |
| 0.4408 | 27050 | 0.0004 | - |
| 0.4417 | 27100 | 0.0002 | - |
| 0.4425 | 27150 | 0.0016 | - |
| 0.4433 | 27200 | 0.0015 | - |
| 0.4441 | 27250 | 0.0003 | - |
| 0.4449 | 27300 | 0.0003 | - |
| 0.4457 | 27350 | 0.0003 | - |
| 0.4465 | 27400 | 0.0007 | - |
| 0.4474 | 27450 | 0.0004 | - |
| 0.4482 | 27500 | 0.0015 | - |
| 0.4490 | 27550 | 0.0002 | - |
| 0.4498 | 27600 | 0.0019 | - |
| 0.4506 | 27650 | 0.0012 | - |
| 0.4514 | 27700 | 0.0002 | - |
| 0.4522 | 27750 | 0.0004 | - |
| 0.4531 | 27800 | 0.0016 | - |
| 0.4539 | 27850 | 0.0003 | - |
| 0.4547 | 27900 | 0.0028 | - |
| 0.4555 | 27950 | 0.0006 | - |
| 0.4563 | 28000 | 0.0004 | - |
| 0.4571 | 28050 | 0.0014 | - |
| 0.4580 | 28100 | 0.0002 | - |
| 0.4588 | 28150 | 0.0004 | - |
| 0.4596 | 28200 | 0.0004 | - |
| 0.4604 | 28250 | 0.0003 | - |
| 0.4612 | 28300 | 0.0003 | - |
| 0.4620 | 28350 | 0.0023 | - |
| 0.4628 | 28400 | 0.0002 | - |
| 0.4637 | 28450 | 0.0003 | - |
| 0.4645 | 28500 | 0.0004 | - |
| 0.4653 | 28550 | 0.0002 | - |
| 0.4661 | 28600 | 0.0003 | - |
| 0.4669 | 28650 | 0.0014 | - |
| 0.4677 | 28700 | 0.0003 | - |
| 0.4685 | 28750 | 0.004 | - |
| 0.4694 | 28800 | 0.0007 | - |
| 0.4702 | 28850 | 0.0002 | - |
| 0.4710 | 28900 | 0.0041 | - |
| 0.4718 | 28950 | 0.0016 | - |
| 0.4726 | 29000 | 0.0003 | - |
| 0.4734 | 29050 | 0.0016 | - |
| 0.4743 | 29100 | 0.0006 | - |
| 0.4751 | 29150 | 0.0015 | - |
| 0.4759 | 29200 | 0.0003 | - |
| 0.4767 | 29250 | 0.0004 | - |
| 0.4775 | 29300 | 0.0017 | - |
| 0.4783 | 29350 | 0.0003 | - |
| 0.4791 | 29400 | 0.0012 | - |
| 0.4800 | 29450 | 0.0013 | - |
| 0.4808 | 29500 | 0.0015 | - |
| 0.4816 | 29550 | 0.0004 | - |
| 0.4824 | 29600 | 0.0006 | - |
| 0.4832 | 29650 | 0.0003 | - |
| 0.4840 | 29700 | 0.0003 | - |
| 0.4848 | 29750 | 0.0013 | - |
| 0.4857 | 29800 | 0.0011 | - |
| 0.4865 | 29850 | 0.0029 | - |
| 0.4873 | 29900 | 0.0004 | - |
| 0.4881 | 29950 | 0.0004 | - |
| 0.4889 | 30000 | 0.0003 | - |
| 0.4897 | 30050 | 0.0002 | - |
| 0.4905 | 30100 | 0.0003 | - |
| 0.4914 | 30150 | 0.0025 | - |
| 0.4922 | 30200 | 0.0002 | - |
| 0.4930 | 30250 | 0.0003 | - |
| 0.4938 | 30300 | 0.0015 | - |
| 0.4946 | 30350 | 0.0002 | - |
| 0.4954 | 30400 | 0.0011 | - |
| 0.4963 | 30450 | 0.0003 | - |
| 0.4971 | 30500 | 0.0002 | - |
| 0.4979 | 30550 | 0.0004 | - |
| 0.4987 | 30600 | 0.0002 | - |
| 0.4995 | 30650 | 0.0003 | - |
| 0.5003 | 30700 | 0.0015 | - |
| 0.5011 | 30750 | 0.0003 | - |
| 0.5020 | 30800 | 0.0005 | - |
| 0.5028 | 30850 | 0.0002 | - |
| 0.5036 | 30900 | 0.0015 | - |
| 0.5044 | 30950 | 0.0003 | - |
| 0.5052 | 31000 | 0.0015 | - |
| 0.5060 | 31050 | 0.0015 | - |
| 0.5068 | 31100 | 0.0003 | - |
| 0.5077 | 31150 | 0.0002 | - |
| 0.5085 | 31200 | 0.0027 | - |
| 0.5093 | 31250 | 0.0013 | - |
| 0.5101 | 31300 | 0.0004 | - |
| 0.5109 | 31350 | 0.0012 | - |
| 0.5117 | 31400 | 0.0002 | - |
| 0.5125 | 31450 | 0.0015 | - |
| 0.5134 | 31500 | 0.0009 | - |
| 0.5142 | 31550 | 0.0008 | - |
| 0.5150 | 31600 | 0.0014 | - |
| 0.5158 | 31650 | 0.0002 | - |
| 0.5166 | 31700 | 0.0004 | - |
| 0.5174 | 31750 | 0.0024 | - |
| 0.5183 | 31800 | 0.0015 | - |
| 0.5191 | 31850 | 0.0015 | - |
| 0.5199 | 31900 | 0.0004 | - |
| 0.5207 | 31950 | 0.0003 | - |
| 0.5215 | 32000 | 0.0014 | - |
| 0.5223 | 32050 | 0.0004 | - |
| 0.5231 | 32100 | 0.0003 | - |
| 0.5240 | 32150 | 0.001 | - |
| 0.5248 | 32200 | 0.0002 | - |
| 0.5256 | 32250 | 0.0004 | - |
| 0.5264 | 32300 | 0.0014 | - |
| 0.5272 | 32350 | 0.0014 | - |
| 0.5280 | 32400 | 0.0002 | - |
| 0.5288 | 32450 | 0.0003 | - |
| 0.5297 | 32500 | 0.0003 | - |
| 0.5305 | 32550 | 0.0015 | - |
| 0.5313 | 32600 | 0.0026 | - |
| 0.5321 | 32650 | 0.0002 | - |
| 0.5329 | 32700 | 0.0013 | - |
| 0.5337 | 32750 | 0.0004 | - |
| 0.5346 | 32800 | 0.0013 | - |
| 0.5354 | 32850 | 0.0003 | - |
| 0.5362 | 32900 | 0.0005 | - |
| 0.5370 | 32950 | 0.0014 | - |
| 0.5378 | 33000 | 0.0004 | - |
| 0.5386 | 33050 | 0.0014 | - |
| 0.5394 | 33100 | 0.0014 | - |
| 0.5403 | 33150 | 0.0002 | - |
| 0.5411 | 33200 | 0.0003 | - |
| 0.5419 | 33250 | 0.001 | - |
| 0.5427 | 33300 | 0.0007 | - |
| 0.5435 | 33350 | 0.0002 | - |
| 0.5443 | 33400 | 0.0003 | - |
| 0.5451 | 33450 | 0.0006 | - |
| 0.5460 | 33500 | 0.0002 | - |
| 0.5468 | 33550 | 0.0014 | - |
| 0.5476 | 33600 | 0.0002 | - |
| 0.5484 | 33650 | 0.0002 | - |
| 0.5492 | 33700 | 0.0042 | - |
| 0.5500 | 33750 | 0.0026 | - |
| 0.5508 | 33800 | 0.0007 | - |
| 0.5517 | 33850 | 0.0004 | - |
| 0.5525 | 33900 | 0.0003 | - |
| 0.5533 | 33950 | 0.0006 | - |
| 0.5541 | 34000 | 0.0003 | - |
| 0.5549 | 34050 | 0.0002 | - |
| 0.5557 | 34100 | 0.0002 | - |
| 0.5566 | 34150 | 0.0025 | - |
| 0.5574 | 34200 | 0.0003 | - |
| 0.5582 | 34250 | 0.0002 | - |
| 0.5590 | 34300 | 0.0002 | - |
| 0.5598 | 34350 | 0.0003 | - |
| 0.5606 | 34400 | 0.0005 | - |
| 0.5614 | 34450 | 0.0008 | - |
| 0.5623 | 34500 | 0.0013 | - |
| 0.5631 | 34550 | 0.0002 | - |
| 0.5639 | 34600 | 0.0026 | - |
| 0.5647 | 34650 | 0.0018 | - |
| 0.5655 | 34700 | 0.0015 | - |
| 0.5663 | 34750 | 0.0017 | - |
| 0.5671 | 34800 | 0.0002 | - |
| 0.5680 | 34850 | 0.0002 | - |
| 0.5688 | 34900 | 0.0003 | - |
| 0.5696 | 34950 | 0.0012 | - |
| 0.5704 | 35000 | 0.0016 | - |
| 0.5712 | 35050 | 0.0003 | - |
| 0.5720 | 35100 | 0.0003 | - |
| 0.5728 | 35150 | 0.0003 | - |
| 0.5737 | 35200 | 0.0002 | - |
| 0.5745 | 35250 | 0.0002 | - |
| 0.5753 | 35300 | 0.0026 | - |
| 0.5761 | 35350 | 0.0002 | - |
| 0.5769 | 35400 | 0.0001 | - |
| 0.5777 | 35450 | 0.0003 | - |
| 0.5786 | 35500 | 0.0014 | - |
| 0.5794 | 35550 | 0.0005 | - |
| 0.5802 | 35600 | 0.0003 | - |
| 0.5810 | 35650 | 0.0001 | - |
| 0.5818 | 35700 | 0.0002 | - |
| 0.5826 | 35750 | 0.0002 | - |
| 0.5834 | 35800 | 0.0002 | - |
| 0.5843 | 35850 | 0.0002 | - |
| 0.5851 | 35900 | 0.0001 | - |
| 0.5859 | 35950 | 0.0001 | - |
| 0.5867 | 36000 | 0.0013 | - |
| 0.5875 | 36050 | 0.0002 | - |
| 0.5883 | 36100 | 0.0003 | - |
| 0.5891 | 36150 | 0.0026 | - |
| 0.5900 | 36200 | 0.0015 | - |
| 0.5908 | 36250 | 0.0012 | - |
| 0.5916 | 36300 | 0.0002 | - |
| 0.5924 | 36350 | 0.0001 | - |
| 0.5932 | 36400 | 0.0015 | - |
| 0.5940 | 36450 | 0.0015 | - |
| 0.5949 | 36500 | 0.0007 | - |
| 0.5957 | 36550 | 0.0002 | - |
| 0.5965 | 36600 | 0.0012 | - |
| 0.5973 | 36650 | 0.0033 | - |
| 0.5981 | 36700 | 0.0002 | - |
| 0.5989 | 36750 | 0.0006 | - |
| 0.5997 | 36800 | 0.0025 | - |
| 0.6006 | 36850 | 0.0017 | - |
| 0.6014 | 36900 | 0.0002 | - |
| 0.6022 | 36950 | 0.0001 | - |
| 0.6030 | 37000 | 0.0014 | - |
| 0.6038 | 37050 | 0.0003 | - |
| 0.6046 | 37100 | 0.0002 | - |
| 0.6054 | 37150 | 0.0013 | - |
| 0.6063 | 37200 | 0.0014 | - |
| 0.6071 | 37250 | 0.0001 | - |
| 0.6079 | 37300 | 0.0002 | - |
| 0.6087 | 37350 | 0.0015 | - |
| 0.6095 | 37400 | 0.0015 | - |
| 0.6103 | 37450 | 0.0012 | - |
| 0.6111 | 37500 | 0.0014 | - |
| 0.6120 | 37550 | 0.0003 | - |
| 0.6128 | 37600 | 0.0004 | - |
| 0.6136 | 37650 | 0.0009 | - |
| 0.6144 | 37700 | 0.0005 | - |
| 0.6152 | 37750 | 0.0018 | - |
| 0.6160 | 37800 | 0.0001 | - |
| 0.6169 | 37850 | 0.0018 | - |
| 0.6177 | 37900 | 0.0006 | - |
| 0.6185 | 37950 | 0.0002 | - |
| 0.6193 | 38000 | 0.0006 | - |
| 0.6201 | 38050 | 0.0014 | - |
| 0.6209 | 38100 | 0.0003 | - |
| 0.6217 | 38150 | 0.0013 | - |
| 0.6226 | 38200 | 0.0001 | - |
| 0.6234 | 38250 | 0.0003 | - |
| 0.6242 | 38300 | 0.0002 | - |
| 0.625 | 38350 | 0.0002 | - |
| 0.6258 | 38400 | 0.0012 | - |
| 0.6266 | 38450 | 0.0002 | - |
| 0.6274 | 38500 | 0.0002 | - |
| 0.6283 | 38550 | 0.0003 | - |
| 0.6291 | 38600 | 0.0002 | - |
| 0.6299 | 38650 | 0.0003 | - |
| 0.6307 | 38700 | 0.0002 | - |
| 0.6315 | 38750 | 0.0002 | - |
| 0.6323 | 38800 | 0.0001 | - |
| 0.6331 | 38850 | 0.0003 | - |
| 0.6340 | 38900 | 0.0003 | - |
| 0.6348 | 38950 | 0.0002 | - |
| 0.6356 | 39000 | 0.0002 | - |
| 0.6364 | 39050 | 0.0004 | - |
| 0.6372 | 39100 | 0.0015 | - |
| 0.6380 | 39150 | 0.0002 | - |
| 0.6389 | 39200 | 0.0015 | - |
| 0.6397 | 39250 | 0.0015 | - |
| 0.6405 | 39300 | 0.0015 | - |
| 0.6413 | 39350 | 0.002 | - |
| 0.6421 | 39400 | 0.0019 | - |
| 0.6429 | 39450 | 0.0004 | - |
| 0.6437 | 39500 | 0.0012 | - |
| 0.6446 | 39550 | 0.0013 | - |
| 0.6454 | 39600 | 0.0002 | - |
| 0.6462 | 39650 | 0.0027 | - |
| 0.6470 | 39700 | 0.003 | - |
| 0.6478 | 39750 | 0.0006 | - |
| 0.6486 | 39800 | 0.0002 | - |
| 0.6494 | 39850 | 0.0002 | - |
| 0.6503 | 39900 | 0.0001 | - |
| 0.6511 | 39950 | 0.0009 | - |
| 0.6519 | 40000 | 0.0007 | - |
| 0.6527 | 40050 | 0.0014 | - |
| 0.6535 | 40100 | 0.0002 | - |
| 0.6543 | 40150 | 0.0003 | - |
| 0.6551 | 40200 | 0.0002 | - |
| 0.6560 | 40250 | 0.0011 | - |
| 0.6568 | 40300 | 0.0005 | - |
| 0.6576 | 40350 | 0.0009 | - |
| 0.6584 | 40400 | 0.0002 | - |
| 0.6592 | 40450 | 0.0013 | - |
| 0.6600 | 40500 | 0.0003 | - |
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| 0.6617 | 40600 | 0.0006 | - |
| 0.6625 | 40650 | 0.0001 | - |
| 0.6633 | 40700 | 0.0003 | - |
| 0.6641 | 40750 | 0.0014 | - |
| 0.6649 | 40800 | 0.0001 | - |
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| 0.6666 | 40900 | 0.0002 | - |
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| 0.6682 | 41000 | 0.0013 | - |
| 0.6690 | 41050 | 0.0017 | - |
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| 0.6706 | 41150 | 0.0001 | - |
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| 0.6731 | 41300 | 0.0017 | - |
| 0.6739 | 41350 | 0.0014 | - |
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| 0.6796 | 41700 | 0.0014 | - |
| 0.6804 | 41750 | 0.0014 | - |
| 0.6812 | 41800 | 0.0008 | - |
| 0.6820 | 41850 | 0.003 | - |
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| 0.6845 | 42000 | 0.0014 | - |
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| 0.6886 | 42250 | 0.0005 | - |
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| 0.7040 | 43200 | 0.0012 | - |
| 0.7049 | 43250 | 0.0007 | - |
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| 0.7065 | 43350 | 0.0003 | - |
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| 0.7081 | 43450 | 0.0011 | - |
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| 0.7122 | 43700 | 0.0014 | - |
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| 0.7146 | 43850 | 0.0005 | - |
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| 0.7220 | 44300 | 0.0015 | - |
| 0.7228 | 44350 | 0.0004 | - |
| 0.7236 | 44400 | 0.0013 | - |
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| 0.7252 | 44500 | 0.0001 | - |
| 0.7260 | 44550 | 0.0016 | - |
| 0.7269 | 44600 | 0.0014 | - |
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| 0.7342 | 45050 | 0.0002 | - |
| 0.7350 | 45100 | 0.0013 | - |
| 0.7358 | 45150 | 0.0002 | - |
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| 0.7383 | 45300 | 0.002 | - |
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| 0.7423 | 45550 | 0.0003 | - |
| 0.7432 | 45600 | 0.0001 | - |
| 0.7440 | 45650 | 0.0001 | - |
| 0.7448 | 45700 | 0.0026 | - |
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| 0.7464 | 45800 | 0.0001 | - |
| 0.7472 | 45850 | 0.0002 | - |
| 0.7480 | 45900 | 0.0013 | - |
| 0.7489 | 45950 | 0.0002 | - |
| 0.7497 | 46000 | 0.0025 | - |
| 0.7505 | 46050 | 0.0001 | - |
| 0.7513 | 46100 | 0.0015 | - |
| 0.7521 | 46150 | 0.0001 | - |
| 0.7529 | 46200 | 0.0002 | - |
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| 0.7554 | 46350 | 0.0014 | - |
| 0.7562 | 46400 | 0.0007 | - |
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| 0.7586 | 46550 | 0.0014 | - |
| 0.7595 | 46600 | 0.0013 | - |
| 0.7603 | 46650 | 0.0002 | - |
| 0.7611 | 46700 | 0.0012 | - |
| 0.7619 | 46750 | 0.0001 | - |
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| 0.7652 | 46950 | 0.0001 | - |
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| 0.7668 | 47050 | 0.0014 | - |
| 0.7676 | 47100 | 0.0002 | - |
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| 0.7700 | 47250 | 0.0003 | - |
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| 0.7733 | 47450 | 0.0001 | - |
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| 0.7766 | 47650 | 0.0011 | - |
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| 0.7790 | 47800 | 0.0013 | - |
| 0.7798 | 47850 | 0.0008 | - |
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| 0.7847 | 48150 | 0.0002 | - |
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| 0.7953 | 48800 | 0.0002 | - |
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| 0.7969 | 48900 | 0.0003 | - |
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| 0.8010 | 49150 | 0.0001 | - |
| 0.8018 | 49200 | 0.0013 | - |
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| 0.8116 | 49800 | 0.0013 | - |
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| 0.8140 | 49950 | 0.0014 | - |
| 0.8149 | 50000 | 0.0011 | - |
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| 0.8263 | 50700 | 0.0014 | - |
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| 0.8320 | 51050 | 0.0013 | - |
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| 0.8360 | 51300 | 0.0014 | - |
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| 0.8548 | 52450 | 0.0013 | - |
| 0.8556 | 52500 | 0.0007 | - |
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| 0.8629 | 52950 | 0.0012 | - |
| 0.8638 | 53000 | 0.0009 | - |
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| 0.8662 | 53150 | 0.0001 | - |
| 0.8670 | 53200 | 0.0002 | - |
| 0.8678 | 53250 | 0.0001 | - |
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| 0.8703 | 53400 | 0.0013 | - |
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| 0.8882 | 54500 | 0.0013 | - |
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| 0.9151 | 56150 | 0.0001 | - |
| 0.9159 | 56200 | 0.0013 | - |
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| 0.9184 | 56350 | 0.0001 | - |
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| 0.9200 | 56450 | 0.0001 | - |
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| 0.9216 | 56550 | 0.0018 | - |
| 0.9224 | 56600 | 0.0001 | - |
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| 0.9241 | 56700 | 0.0001 | - |
| 0.9249 | 56750 | 0.0001 | - |
| 0.9257 | 56800 | 0.0013 | - |
| 0.9265 | 56850 | 0.0001 | - |
| 0.9273 | 56900 | 0.0013 | - |
| 0.9281 | 56950 | 0.0006 | - |
| 0.9289 | 57000 | 0.0001 | - |
| 0.9298 | 57050 | 0.0001 | - |
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| 0.9322 | 57200 | 0.0017 | - |
| 0.9330 | 57250 | 0.0001 | - |
| 0.9338 | 57300 | 0.0013 | - |
| 0.9346 | 57350 | 0.0025 | - |
| 0.9355 | 57400 | 0.0002 | - |
| 0.9363 | 57450 | 0.0014 | - |
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| 0.9387 | 57600 | 0.0014 | - |
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| 0.9412 | 57750 | 0.0016 | - |
| 0.9420 | 57800 | 0.0001 | - |
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| 0.9436 | 57900 | 0.0013 | - |
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| 0.9452 | 58000 | 0.0003 | - |
| 0.9461 | 58050 | 0.0013 | - |
| 0.9469 | 58100 | 0.0001 | - |
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| 0.9493 | 58250 | 0.0013 | - |
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| 0.9509 | 58350 | 0.0006 | - |
| 0.9518 | 58400 | 0.0001 | - |
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| 0.9575 | 58750 | 0.0012 | - |
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| 0.9599 | 58900 | 0.0001 | - |
| 0.9607 | 58950 | 0.0012 | - |
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| 0.9998 | 61350 | 0.0002 | - |
### Framework Versions
- Python: 3.10.14
- SetFit: 1.1.1
- Sentence Transformers: 3.4.1
- Transformers: 4.49.0
- PyTorch: 2.2.2
- Datasets: 3.3.2
- Tokenizers: 0.21.0
## Citation
### BibTeX
```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}
}
```