economy/st_cr_keywords

SetFit with sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 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: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
• Classification head: a LogisticRegression instance
• Maximum Sequence Length: 128 tokens
• Number of Classes: 237 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
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' 'private home care for seniors in my area,caregiver needed immediately,childcare nearby,overnight care for elderly near me,disability support worker,caregiver services nearby' 'live in caregiver jobs,home caregivers,caregiver services near me nsw,night caregiver hiring springvale,daycare caregivers wanted near springvale,caregiver'
Janitorial Jobs	'reinigungsfirmen in der nähe,hausmeisterreinigung krefeld,hausmeister-reinigungsdienste,medizinische reinigung krefeld,gebäudereinigungsdienste krefeld,reinigungsarbeiten in der nähe krefeld'
Remote Jobs	'part time job online,part time job positions,online working from home,remote work applications,work from home no experience no fee,job part time online' 'part time job online,jobs home working,no experience work from home jobs,job part time online,remote jobs philippines,work from home no experience no fee' 'ganar dinero trabajando desde casa,ganar dinero trabajando desde casa santo domingo,ganar dinero trabajando desde casa 2024'
Personal Loans	'solicitar préstamo personal,quiero un prestamo para pagar mis deudas apatzingán - préstamo personal michoacán de ocampo,quiero un prestamo para pagar mis deudas apatzingán michoacán de ocampo,préstamos personales con mal crédito - préstamo person' 'no down payment first time home buyer,online home equity loan application in powder springs,homebuyer programs in powder springs,zero down payment homebuyer programs powder springs,homebuyer loan programs in powder springs,powder springshomebuye' 'préstamo personal en línea,prestamos en linea,prestamo personal,prestamos rapidos,prestamos al instante,préstamo personal'
Stress Relief	'stress relievers in cheboygan,treatment for stress in cheboygan,how to manage major depressive disorder in cheboygan,abogados para accidentes de carros in cheboygan,abogados para accidentes in cheboygan,stress toys in cheboygan,massage in cheb'
Fitness Coach	"cours d'entraînement près de moi vauvert,cours d'entraînement près de moi,cours d'entraînement près de moi vauvert fr,cours d'entraînement près de moi - cours d'entraînement près de moi france,personal trainer in vauvert,cours d'entraînement pr" 'at home fitness training,fitness app,lose weight fast,women fitness,free workout plan,fitness training' 'workout classes near me,workout classes near me leominster - workout classes near me,training classes near me,training classes near me leominster - training classes near me,workout classes near me united states,free gym workout plan'
Debt Consolidation	'debt help,grants for debt relief,debt relief loans,debt consolidation programs,unsecured personal loans,can you get cash from a heloc' 'debt consolidation loans bad credit,debt consolidation programs,the best debt relief companies,personal loan,need a loan to pay all my debts,the best debt relief companies' 'free money to start a small business in united states,small business loan approved regardless of credit,emergency loan personal,same day business loan no credit check,small business immediate funding no credit check,grants loans for small business'
Apartment Rentals	'apartmens in now 400$/month now! - 2 bedroom apartments in west orange new jersey,apartmens in new jersey now 400$/month now! - 2 bedroom apartments in west orange,apartmens in west orange now 400$/month now! - 2 bedroom apartments in new jersey,1 bedroo' '2 bedroom apartments in ludhiana,apartments for seniors near me - 1 bedroom apartments near me punjab ludhiana,1-3 bedroom apartments ludhiana - 2 bedroom apartments in ludhiana,1 bedroom apartments near me 2024,1 bedroom apartments near me punjab ludhian' 'low-cost 2 bedroom apartments amritsar punjab,2 bedroom apartment rental amritsar,1 bed rooms for rent,pet-friendly apartments in amritsar,apartmens in amritsar now 400$/month now! - 1 bedroom apartments for rent near me 2024,apartmens in amritsar now 400'
Apartments	'rent apartment near me,houses to rent nearby,two bedroom apartment in bonita springs,cheap apartments nearby,houses for rent bonita springs,{key6}' 'senior apts nearby,current apartment offers near me (must see),income based luxury apartments near me,house rentals,new senior apt for rent near me,affordable modern apartments near me' 'two bedroom apartment cherry hill,55 and older communities in cherry hill,2 bedroom for rent utilities included,one bed apt for rent,apartments to rent,{key6}'
Auto Accessories	'best car accessories,car accessories store,car accessories store northampton'
Outdoor Furniture	'unsold outdoor furniture deals in lafayette,discount outdoor patio furniture,lafayette outdoor furniture clearance,outdoor patio furniture sale,cheap outdoor patio furniture,tienda de muebles baratos' 'offerta salotti da giardino economici a castiglione del lago,set tavolo e sedie da giardino,offerta salotti da giardino economici a milazzo,mobili da esterno,arredo giardino scontatissimo,mobili da giardino outlet' 'muebles de terraza baratos,liquidación de muebles de exterior,ofertas de muebles de exterior sin vender en barcelona,muebles para jardin y terraza,muebles de exterior baratos,sofás de jardín'
Circuit Board Assembler	'smt pcb assembly,prototype pcb assembly,circuit board manufacturing,wafer fabrication companies,pcb assembly services,semiconductor fabrication services' 'quick turn pcb manufacturer,prototype pcb assembly,prototype pcb assembly mooresville,heavy copper pcb manufacturers,prototype circuit board assembly mooresville,quick turn pcb fabrication' 'pcb fab and assembly jackson,circuit board manufacturing jackson,circuit board assembly companies near me jackson,circuit board manufacturing company jackson,circuit board manufacturing companies jackson,circuit board assembly companies jackson'
Dental Implants	'join $2000 dental implant study near you - how to qualify for an dental implants clinical trial near me,join $2000 dental implant study near you,join $2000 dental implant study near you magnolia,best paid dental implant clinical trials near me 2024,$2000' 'dental implants cost near me,full mouth dental implants cost,dental implant seniors,affordable dental implants near you,full mouth dental implants san antonio,dental implants san antonio' 'implantes dentales puente alto maiquetía,implantes dentales puente alto,implantes dentales económicos en maiquetía,implantes dentales venezuela,implantes dentales asequibles cerca de mí,implantes dentales para personas mayores'
Prostate Cancer Treatment	'first symptoms of prostate cancer and treatment bw,first symptoms of prostate cancer and treatment 2024,symptoms of prostate cancer,what are first hints of prostate cancer and best treatment - prostate cancer early detection,prostate cancer first signs,wh' 'first symptoms of prostate cancer and treatment ls,first symptoms of prostate cancer and treatment 2024,first symptoms of prostate cancer and treatment(orgovyx nubega),early signs of prostate cancer,prostate cancer symptoms,latest treatment for prostate c' 'first symptoms of prostate cancer and treatment,first symptoms of prostate cancer and treatment ,checking prostate cancer yourself,prostate cancer signs in males over 50,how to check for prostate cancer at home,prostate cancer treatment age 70,prostate ca'
Erectile Dysfunction	'erectile dysfunction cure video,instant hard on pills over the counter - paid erectile dysfunction treatment clinical trials,erectile dysfunction cure video delevan,erectile dysfunction cure video new york,erectile dysfunction treatment at home' 'instant hard on pills over the counter - paid erectile dysfunction treatment clinical trials,erectile dysfunction cure video - erectile dysfunction treatment near me in atlanta georgia,instant hard on pills over the counter - paid erectile dysfunction tre' 'sertleşmeme sorunu nasıl tedavi edilir,paid erectile dysfunction clinical trials istanbul türkiye,treatment for erectile dysfunction - best treatment for erectile dysfunction,instant hard on pills over the counter - paid erectile dysfunction treatment'
Astrology	'see my future online,predict my future free,free astrology,my future,get my future,बलेनो 2024' 'get my future,predict my future husband,my future,free astrology,see my future online,sign a pdf for free' 'see my future online,download the free kindle app,custom design,my future,get my future,बलेनो 2024'
Sofas	'sofás baratos 1000,liquidación sofás,vista hermosa de negrete ofertas de sofás 2022 sin vender,mejores sofa cama mexico,san pedro de los naranjos ofertas de sofás 2022 sin vender,sofás en liquidación' 'sofa chile santiago de chile,sofa metropolitana,sofa santiago de chile - sofa santiago de chile 2024,sofa santiago de chile metropolitana,sofa santiago de chile 2024,sofa santiago de chile chile,sofa santiago de chile cl,sofa cl,sofa - sectional sofas' 'sofás cama baratos,liquidación sofás,tlalpan ofertas de sofás 2022 sin vender,sofás baratos 1000,mexico,sofás en liquidación'
Car Auctions	'impound lot cars for sale near can monthly instalment,impound lot cars for sale near monthly instalment,impound lot cars for sale near gambo monthly instalment,impound lot cars for sale near nl monthly instalment,impound lot cars for sale near nl monthly' 'impound car sales near me buy now pay later,impound car sales near philadelphia buy now pay later,impound car sales near {state } buy now pay later,impound car sales near usa buy now pay late,{key5},{key6}' 'impound car sales near me buy now pay later,impounded vehicle auction,impound lot cars for sale near st catharines monthly instalment,impound lot cars for sale near me monthly instalment,impound car sales near st catharines buy now pay later,{'
Fitness Apps	'lose weight and fat in 30 days,how to lose belly fat fast women,apps to get a flat stomach,lose weight fast,how to lose belly fat in 3 days,how to lose belly fat in 10 days' 'palestre milano,free fitness training course,gym workout,lose weight fast,at home fitness training,gym workout routine' 'lose weight fast,online personal trainer,lose belly fat in a week app,aerobic exercise at home for belly fat'
Home Furniture	'canapé convertible soldé,magasins meubles,debarrassage de meubles,achat meubles pas cher,liquidation canapé,offres de meubles invendus' 'offerte di mobili invenduti,sconto divani,svuota tutto arredamento,mobili in liquidazione,cucine in svendita,offerte di mobili invenduti in civitanova marche' 'onverkochte meubelaanbiedingen,banken bankstellen,hoekbank goedkoop,relax stoelen,tuin meubel,uitverkoop meubelen'
Disability Grants	'winter heating grants for disabled uk england,winter heating grants for disabled uk england barking,check heating grant eligibility 2024,heating grants disabled,grants for beds for disabled adults england,heating grants disabled 2024 england,winter heatin' 'apply now: disabled heating grants uk,claim your disabled heating grant uk,winter heating grants for disabled uk northern ireland londonderry' 'grants for beds for disabled adults england,grants for beds for disabled adults england bilston,grants for beds for disabled adults,government grants for beds for disabled,grants for beds for disabled adults england - grants for beds for disabled adults,g'
Online Courses	'free only data analyst courses online with certification,online computer certificate courses free,free data analyst courses online with certification,education college online,.!.....data analyst government course with 100% job placement,data analyst gover' 'data analyst government course with 100% job placement,free data analyst courses online with certification,data analyst certification course,data analytics courses london,.!.....data analyst government course with 100% job placement,analytics courses'
Babysitting Jobs	'babysitter jobs near me mississauga - babysitting jobs in mississauga,babysitting jobs in mississauga,babysitter jobs near me - babysitting jobs in mississauga canada 2024,babysitter jobs mississauga,babysitter jobs near me mississauga,babysitter jobs nea'
Wigs	'hair wig shop near me,natural looking human hair wigs,wigs for women over 50,wig sale,gorgeous hair wigs,glueless wigs on sale' 'wigs for older women,natural looking human hair wigs,glueless wigs on sale,gorgeous hair wigs,wigs for sale,natural hair wigs sale' 'wigs for women over 50,ali pearl wigs,human hair wigs for older ladies,short wigs for older women,hair wig shop near me,wigs for older women'
Car Transport Jobs	'recrutement,chauffeur livreur permis b - chauffeur livreur permis b france,chauffeur livreur permis b - chauffeur livreur permis b hauts-de-france' 'vacatures voor chauffeurs - single car transport driver jobs in the netherlands heiloo,autovervoer - single car transport driver jobs in the netherlands,vacatures voor chauffeurs - single car transport driver jobs in heiloo 2024,vacatures voor chauffeurs' 'pkw fahrer stellen - 69 € / stunde
Flooring Installation	'piso de epóxi uruguaiana,piso de epóxi rio grande do sul uruguaiana,piso de epóxi para garagem perto de mim uruguaiana,piso de epóxi uruguaiana - piso de epóxi,piso de epóxi uruguaiana 2024,piso de epóxi rio grande do sul' 'piso de epóxi indiara,piso de epóxi indiara 2024,piso colocado preço indiara,piso de epóxi indiara br,piso emborrachado antiderrapante,piso de epóxi,fornecedores de piso vinílico de luxo perto de mim,piso de epóxi para garagem perto de mim' 'pisos epoxi - pisos epoxi lomas del mirador buenos aires argentina,pisos epoxi - pisos epoxi lomas del mirador,pisos epoxi - pisos epoxi lomas del mirador buenos aires'
Car Tires	'tire sales in kissimmee,tires packages in kissimmee,tire clearance sale in kissimmee,discount tires in kissimmee,{key5},{key6}' 'tire sales near me,tire sales rochester,best tire deals,best tire deals in rochester,tire prices,cheapest place to buy tires'
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' 'perfumes de mujer originales y baratos,perfumes mujer,perfumes originales en oferta,liquidación perfumes originales en astorga,liquidación perfumes,precio de perfumes para mujer' 'parfums pas chers a prix d usine femme,parfums pas chers a prix d usine homme,parfum femme,eau parfum femme,liquidation de parfums,parfum homme'
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' 'müllunternehmen in der nähe,müllentsorgungsdienst,müllentsorgungsdienste,industrieabfallentsorgungsunternehmen stralsund,abfallentsorgung für labore stralsund,klinische abfallsammelunternehmen stralsund'
Online Shopping Deals	'comprar en pricesmart,caribbean cruise,alaska cruise,apartments,online earning websites,retail' 'товар из китая,sell products on tiktok,compra en linea,compra aqui,vacation packages,vacations packages' 'online shopping deals,deals on amazon today,amazon best online deals shopping today,shop discount deals amazon,become an amazon seller,online shopping deals'
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' 'first warnings of hepatitis c in women and treatment india,first warnings of hepatitis c in women and treatment - what are the first symptoms of hep c,what does a hepatitis c rash look like india,what are the first symptoms of hep c india,what are the fir' 'software expediente clínico electrónico - hepatitis c,software expediente clínico electrónico - hepatitis c navaconcejo,picores por todo el cuerpo,gestion historial clinico 2024,hepatitis c early symptoms,gestion historial clinico navaconcejo,software'
E-Bikes	'find the best migraine treatment,best migraine treatment near me,migraine massage near me,best neurologist for migraines norristown,natural remedies for headaches,best treatment for chronic migraines near me' 'günstig ebike kaufen,lichtgewicht e-bikes,elektrische fietsen shop,voorjaarspromotie e-bikes,e-bike kopen,mei aanbiedingen elektrische fietsen' 'rebike fahrrad,e bike langerringen,e bike auf rechnung bestellen,e bike auf raten kaufen ohne klarna,e bike,e bikes langerringen'
Buy Now Pay Later Smartphone	'buy now pay later iphone 14 pro max,get now pay later phones,iphone 14 pro max buy now pay later,buy phone pay later,get now pay later phones,buy now pay later phones no deposit'
Warehouse Jobs	'warehouse packing,warehousing,warehousing logistics services,warehouse packing usa,employment,warehouses nearby' 'lagerpositionen,nachtschicht-lagerjobs in meiner nähe,lagerkommissionierer und packer,aufträge als kommissionierer und packer,hochbezahlte lagerjobs,lageragentur in der nähe von chur' 'warehouses nearby,food packaging boxes,warehouse picking and packing,warehouses near me hiring,packing company nearby johnson city,packing company nearby'
Blood Pressure Treatment	'control bp food,how can i get my blood pressure down right now,healthy foods,bp control food items,treat high blood pressure naturally,garlic control high blood pressure'
Sleep Apnea	'sleep apnea treatment near minot,treatments for sleep apnea besides cpap,sleep apnea treatment center near me,sleep apnea treatment centers near me,treatments for obstructive sleep apnea,non surgical sleep apnea treatments' 'sleep apnea treatment cpap alternative,best non prescription sleep aid,treatments for sleep apnea,sleep apnea treatment without cpap,non surgical sleep apnea treatments,sleep apnea treatment' 'transcend 365 cpap,resmed apnealink,philips dreamwear full face mask with headgear,lofta cpap,resmed airmini travel auto cpap machine,cpap airsense 10 elite'
Online Jobs	'online jobs in usa work from home,usa online jobs from home,online jobs in usa in lusaka,online jobs in usa near me,online tutors in the usa - web developers in the usa,online tutors in the usa' 'online jobs remote work,find job canada,apply for online jobs in canada,online marketing jobs,{key5},{key6}'
Plumbing Jobs	'electricians toronto,plumber work training toronto,electricians on,handyman plumber toronto,electrician training on,plumbing work nearby toronto' 'plumbing jobs,plumber work,plumbers near me,plumbing work near me,plumbers nearby,plumbing jobs near me' 'handyman near me plumbing,plumber needed rockland,plumbing work near me rockland,plumbing work nearby,{key5},{key6}'
Tuxedo Rental	'tuxedo rental price'
Daycare Jobs	'escola infantil proximo a mim - creche berçario itaquaquecetuba são paulo,creches - escola infantil proximo a mim itaquaquecetuba 2025,creches itaquaquecetuba - escola infantil proximo a mim,creches - escola infantil proximo a mim itaquaquecetuba,creche' 'je recherche emploi mauritanie nouakchott,je recherche emploi mauritanie 2024,je recherche emploi mauritanie ,je recherche emploi mauritanie mr,je recherche emploi mauritanie - garde personnes agées,garde enfant autour de moi nouakchott,garde personnes a' 'part time daycare near me,part time daycare near me - day care,online childcare courses with certificate california - part time daycare near me,arabic infant daycare riverside - daycare jobs in riverside california,day care riverside california,arabic inf'
Truck Driving Jobs	'work abroad poland driver,truck company inventory management systems and real-time warehouse tracking in canada,trucking companies in harare,delivery truck - delivery truck harare zimbabwe,delivery truck - delivery truck harare,truck jobs in harare,delive' 'local trucking jobs near me,local trucking jobs,truck driving jobs for seniors,truck job for seniors,best trucking companies to work for with no experience,instant truck driving jobs' 'vagas de motorista de caminhão,vagas de motorista de caminhão perto de mim,vagas de motorista categoria b,pequenas empresas de transporte de carga,pequenas empresas de transporte,truck driver job br,truck driver job espírito santo,truck driver job bras'
Home Remodel	'home remodeling contractor woodbridge,bathroom home remodeling woodbridge,home remodeling near me woodbridge' 'home remodeling contractor cherry hill,remodeling home remodeling contractor cherry hill,home remodeling cherry hill,home restoration company cherry hillhome remodeling contractor cherry hill,remodeling home remodeling contractor cherry hill,hom' 'home remodeling baie-comeau,home remodeling contractor baie-comeau,home remodeling near me baie-comeau'
Pet Insurance	'pet insurance for dogs,pet insurance comparison,pet insurance companies,best pet insurance for cats,best pet care insurance,dog medical insurance'
Home Improvement Loans	'home improvement loan quotes,equity home improvement loan,best place for home improvement loan,apply for home improvement loan online,home improvement loan near me,home improvement financing no credit check' 'loans for home improvement,home improvement loan,personal loan for home improvement,best home improvement loans,loan for home improvement,best loan for home improvements' 'loan on my home,apply for home improvement loan,home improvement loan application,loan on my house,quick home improvement loans,quick home improvement loan'
Medical Delivery	'medication delivery,medicine delivery at home,medication delivery san leandro,medicine home delivery,best medication delivery services for seniors in 2023,medicine delivery service near me' "medicine delivery companies - find 2023's top search results,medicine delivery,medicine delivery denham springs,medicine delivery service near me,medication delivery denham springs,medicine home delivery" 'medicine delivery,prescription help for seniors - browse thousands of results,medicine delivery service near me,medicine delivery shelbyville,medication delivery,medicine delivery at home'
Cell Phones	'最高の電話のお得情報,安い携帯電話,無料電話付きの携帯電話プラン,携帯電話を購入する,iphone pro max 16のお得情報,安い電話のお得情報' 'best phone deals,buy phones,cheap phone deals,cell phone plans with free phone,cheap phone,best cheap phone' 'best phone deals,cell phone plans with free phone,best cheap phone,mobile phones,cheap phone,best cheap phones'
Office Cleaning Jobs	'local commercial cleaning companies,commercial and industrial cleaning,deep office cleaning services,corporate cleaning company,office cleaning sutton,local office cleaning companies' 'office cleaners boscombe,office cleaning services near me,commercial office cleaners,cleaning company uk,office cleaning service,{key6}' 'office cleaners,office cleaning services near me,cleaning company uk,office cleaning,office cleaning service,office cleaners birmingham'
Cosmetics	'cheap luxury makeup,luxury makeup,cheap luxury makeup online,makeup clearance sale online'
Weight Loss	'what to eat on a keto diet,information,how to lose weight,how to lose stomach fat quickly,food for diet,water diet' 'water intake per day,lose weight drinking water,what to eat on a keto diet,lose weight fast,water diet,water daily intake' 'food to lose weight,what to eat on a keto diet,food for diet,drink water,how to lose belly fat in a week,to lose belly fat'
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Plumbing Services	'apply now: plumbing jobs,klempner stellenangebote in essen,sanitär jobs deutschland in essen,freie installateurstellen,shk stellenangebote,rohrleitungsbauer stellenangebote'
Alzheimer's Treatment	"alzheimer primeros sintomas,prueba para alzheimer,alzheimer's test for early detection metropolitana santiago de chile,alzheimer primeros sintomas - prueba para alzheimer chile,alzheimer's test for early detection metropolitana 2024,alzheimer primeros sin" 'test voor alzheimer - beginnende alzheimer herkennen,alzheimer test online,test voor alzheimer,test voor alzheimer - alzheimer test,test voor alzheimer - beginnende alzheimer herkennen 2024,test voor alzheimer - beginnende alzheimer herkennen papendrecht' "alzheimer test 12 questions online south australia,alzheimer test 12 questions online - 10 early signs of alzheimer's au australia,treat migraine symptoms,test for alzheimers disease,alzheimer early signs - what are the 7 signs of alzheimer's,tests for de"
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Kidney Cancer	'treatment of diabetic kidney disease,kidney disease treatment guidelines,chronic kidney disease stage 3 treatment,chronic kidney disease treatment medication,stage 5 kidney disease treatment,chronic kidney disease treatment' 'stage 2 kidney disease treatment,treatment for kidney disease,stage 5 kidney disease treatment,kidney disease treatment guidelines,kidney disease symptoms in females treatment,kidney disease treatment' 'stage 3b chronic kidney disease in illinois,stage 3b chronic kidney disease in naperville,stage 3b chronic kidney disease naperville,stage 3b chronic kidney disease illinois,new drug for kidney disease,{key6}'
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Employee Retention Credit	'how to apply for employee retention credit,employee retention credit deadline 2023,tax incentives,retention policies,employee benefit,employee retention credit' 'employment retention credit,worker comp coverage,1 employee payroll,employee retention credit apply,leadership skills training,employee retention credits'
FHA Loans	'fha loans with no credit scores and bad credit tauranga,no down payment first time home buyer coromandel forest park,no down payment first time home buyer swanson,fha loans with no credit scores and bad credit wanaka,fha loans with no credit score' 'no down payment first time home buyer,fha loan for a credit score under 580,first-time home loans with zero down payment,instant home loan approval online,zero down payment home loan,first home buyers' 'first home grant,loan to buy house,fha loan application - check your 2023 eligibility,cancel timeshare legally,very bad credit home loans,equirements for fha loan'
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Evaluation

Metrics

Label	Accuracy
all	0.765

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("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	-
0.6609	40550	0.0002	-
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	-
0.6657	40850	0.0013	-
0.6666	40900	0.0002	-
0.6674	40950	0.0013	-
0.6682	41000	0.0013	-
0.6690	41050	0.0017	-
0.6698	41100	0.0002	-
0.6706	41150	0.0001	-
0.6714	41200	0.0002	-
0.6723	41250	0.0002	-
0.6731	41300	0.0017	-
0.6739	41350	0.0014	-
0.6747	41400	0.0014	-
0.6755	41450	0.0014	-
0.6763	41500	0.001	-
0.6772	41550	0.0002	-
0.6780	41600	0.0038	-
0.6788	41650	0.0005	-
0.6796	41700	0.0014	-
0.6804	41750	0.0014	-
0.6812	41800	0.0008	-
0.6820	41850	0.003	-
0.6829	41900	0.0005	-
0.6837	41950	0.0009	-
0.6845	42000	0.0014	-
0.6853	42050	0.0001	-
0.6861	42100	0.0013	-
0.6869	42150	0.0002	-
0.6877	42200	0.0013	-
0.6886	42250	0.0005	-
0.6894	42300	0.0003	-
0.6902	42350	0.0003	-
0.6910	42400	0.0004	-
0.6918	42450	0.0009	-
0.6926	42500	0.0002	-
0.6934	42550	0.0002	-
0.6943	42600	0.0002	-
0.6951	42650	0.0001	-
0.6959	42700	0.0015	-
0.6967	42750	0.0001	-
0.6975	42800	0.0013	-
0.6983	42850	0.0001	-
0.6992	42900	0.0013	-
0.7000	42950	0.0002	-
0.7008	43000	0.0013	-
0.7016	43050	0.0001	-
0.7024	43100	0.0002	-
0.7032	43150	0.0002	-
0.7040	43200	0.0012	-
0.7049	43250	0.0007	-
0.7057	43300	0.0013	-
0.7065	43350	0.0003	-
0.7073	43400	0.0002	-
0.7081	43450	0.0011	-
0.7089	43500	0.0003	-
0.7097	43550	0.0002	-
0.7106	43600	0.0002	-
0.7114	43650	0.0007	-
0.7122	43700	0.0014	-
0.7130	43750	0.0022	-
0.7138	43800	0.0002	-
0.7146	43850	0.0005	-
0.7154	43900	0.0002	-
0.7163	43950	0.0001	-
0.7171	44000	0.0002	-
0.7179	44050	0.0002	-
0.7187	44100	0.0001	-
0.7195	44150	0.0003	-
0.7203	44200	0.0001	-
0.7212	44250	0.0003	-
0.7220	44300	0.0015	-
0.7228	44350	0.0004	-
0.7236	44400	0.0013	-
0.7244	44450	0.0003	-
0.7252	44500	0.0001	-
0.7260	44550	0.0016	-
0.7269	44600	0.0014	-
0.7277	44650	0.0001	-
0.7285	44700	0.0001	-
0.7293	44750	0.0001	-
0.7301	44800	0.0002	-
0.7309	44850	0.0001	-
0.7317	44900	0.0002	-
0.7326	44950	0.0001	-
0.7334	45000	0.0002	-
0.7342	45050	0.0002	-
0.7350	45100	0.0013	-
0.7358	45150	0.0002	-
0.7366	45200	0.0006	-
0.7375	45250	0.0002	-
0.7383	45300	0.002	-
0.7391	45350	0.0008	-
0.7399	45400	0.0001	-
0.7407	45450	0.0001	-
0.7415	45500	0.0001	-
0.7423	45550	0.0003	-
0.7432	45600	0.0001	-
0.7440	45650	0.0001	-
0.7448	45700	0.0026	-
0.7456	45750	0.0026	-
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	-
0.7537	46250	0.0001	-
0.7546	46300	0.0001	-
0.7554	46350	0.0014	-
0.7562	46400	0.0007	-
0.7570	46450	0.0001	-
0.7578	46500	0.0002	-
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	-
0.7627	46800	0.0001	-
0.7635	46850	0.0013	-
0.7643	46900	0.0002	-
0.7652	46950	0.0001	-
0.7660	47000	0.0001	-
0.7668	47050	0.0014	-
0.7676	47100	0.0002	-
0.7684	47150	0.001	-
0.7692	47200	0.0012	-
0.7700	47250	0.0003	-
0.7709	47300	0.0002	-
0.7717	47350	0.0001	-
0.7725	47400	0.0001	-
0.7733	47450	0.0001	-
0.7741	47500	0.0013	-
0.7749	47550	0.0001	-
0.7757	47600	0.0002	-
0.7766	47650	0.0011	-
0.7774	47700	0.0013	-
0.7782	47750	0.0014	-
0.7790	47800	0.0013	-
0.7798	47850	0.0008	-
0.7806	47900	0.0003	-
0.7815	47950	0.0006	-
0.7823	48000	0.0015	-
0.7831	48050	0.0001	-
0.7839	48100	0.0013	-
0.7847	48150	0.0002	-
0.7855	48200	0.0001	-
0.7863	48250	0.0001	-
0.7872	48300	0.0013	-
0.7880	48350	0.0016	-
0.7888	48400	0.0002	-
0.7896	48450	0.0002	-
0.7904	48500	0.001	-
0.7912	48550	0.0005	-
0.7920	48600	0.0013	-
0.7929	48650	0.0013	-
0.7937	48700	0.0012	-
0.7945	48750	0.0013	-
0.7953	48800	0.0002	-
0.7961	48850	0.0002	-
0.7969	48900	0.0003	-
0.7978	48950	0.0007	-
0.7986	49000	0.0023	-
0.7994	49050	0.0001	-
0.8002	49100	0.0001	-
0.8010	49150	0.0001	-
0.8018	49200	0.0013	-
0.8026	49250	0.0001	-
0.8035	49300	0.0013	-
0.8043	49350	0.0013	-
0.8051	49400	0.0003	-
0.8059	49450	0.0001	-
0.8067	49500	0.0001	-
0.8075	49550	0.0001	-
0.8083	49600	0.0001	-
0.8092	49650	0.0002	-
0.8100	49700	0.0002	-
0.8108	49750	0.001	-
0.8116	49800	0.0013	-
0.8124	49850	0.0001	-
0.8132	49900	0.0006	-
0.8140	49950	0.0014	-
0.8149	50000	0.0011	-
0.8157	50050	0.0003	-
0.8165	50100	0.0002	-
0.8173	50150	0.0001	-
0.8181	50200	0.0001	-
0.8189	50250	0.0001	-
0.8198	50300	0.0002	-
0.8206	50350	0.0001	-
0.8214	50400	0.0001	-
0.8222	50450	0.0005	-
0.8230	50500	0.0001	-
0.8238	50550	0.0001	-
0.8246	50600	0.0002	-
0.8255	50650	0.0001	-
0.8263	50700	0.0014	-
0.8271	50750	0.0027	-
0.8279	50800	0.0001	-
0.8287	50850	0.0001	-
0.8295	50900	0.0001	-
0.8303	50950	0.0003	-
0.8312	51000	0.0003	-
0.8320	51050	0.0013	-
0.8328	51100	0.0013	-
0.8336	51150	0.0001	-
0.8344	51200	0.0001	-
0.8352	51250	0.0001	-
0.8360	51300	0.0014	-
0.8369	51350	0.0015	-
0.8377	51400	0.0013	-
0.8385	51450	0.0013	-
0.8393	51500	0.0001	-
0.8401	51550	0.0002	-
0.8409	51600	0.0013	-
0.8418	51650	0.0003	-
0.8426	51700	0.0013	-
0.8434	51750	0.0002	-
0.8442	51800	0.0001	-
0.8450	51850	0.0003	-
0.8458	51900	0.0001	-
0.8466	51950	0.0001	-
0.8475	52000	0.0001	-
0.8483	52050	0.0001	-
0.8491	52100	0.0001	-
0.8499	52150	0.0001	-
0.8507	52200	0.001	-
0.8515	52250	0.0004	-
0.8523	52300	0.0001	-
0.8532	52350	0.0001	-
0.8540	52400	0.0001	-
0.8548	52450	0.0013	-
0.8556	52500	0.0007	-
0.8564	52550	0.0001	-
0.8572	52600	0.0013	-
0.8581	52650	0.0004	-
0.8589	52700	0.0001	-
0.8597	52750	0.0001	-
0.8605	52800	0.0001	-
0.8613	52850	0.0002	-
0.8621	52900	0.0001	-
0.8629	52950	0.0012	-
0.8638	53000	0.0009	-
0.8646	53050	0.0013	-
0.8654	53100	0.0013	-
0.8662	53150	0.0001	-
0.8670	53200	0.0002	-
0.8678	53250	0.0001	-
0.8686	53300	0.0002	-
0.8695	53350	0.0001	-
0.8703	53400	0.0013	-
0.8711	53450	0.0001	-
0.8719	53500	0.0001	-
0.8727	53550	0.0001	-
0.8735	53600	0.0008	-
0.8743	53650	0.0023	-
0.8752	53700	0.0002	-
0.8760	53750	0.0016	-
0.8768	53800	0.0001	-
0.8776	53850	0.0001	-
0.8784	53900	0.0001	-
0.8792	53950	0.0016	-
0.8801	54000	0.0001	-
0.8809	54050	0.0012	-
0.8817	54100	0.0001	-
0.8825	54150	0.0001	-
0.8833	54200	0.0001	-
0.8841	54250	0.0001	-
0.8849	54300	0.0014	-
0.8858	54350	0.0001	-
0.8866	54400	0.0001	-
0.8874	54450	0.0001	-
0.8882	54500	0.0013	-
0.8890	54550	0.0004	-
0.8898	54600	0.0013	-
0.8906	54650	0.0002	-
0.8915	54700	0.0008	-
0.8923	54750	0.0001	-
0.8931	54800	0.0022	-
0.8939	54850	0.0002	-
0.8947	54900	0.0001	-
0.8955	54950	0.0001	-
0.8963	55000	0.0001	-
0.8972	55050	0.0001	-
0.8980	55100	0.0001	-
0.8988	55150	0.0012	-
0.8996	55200	0.0001	-
0.9004	55250	0.0002	-
0.9012	55300	0.0001	-
0.9021	55350	0.0001	-
0.9029	55400	0.0001	-
0.9037	55450	0.0001	-
0.9045	55500	0.0013	-
0.9053	55550	0.0002	-
0.9061	55600	0.0001	-
0.9069	55650	0.0001	-
0.9078	55700	0.0001	-
0.9086	55750	0.0001	-
0.9094	55800	0.0001	-
0.9102	55850	0.0001	-
0.9110	55900	0.0001	-
0.9118	55950	0.0001	-
0.9126	56000	0.0003	-
0.9135	56050	0.0001	-
0.9143	56100	0.0002	-
0.9151	56150	0.0001	-
0.9159	56200	0.0013	-
0.9167	56250	0.0001	-
0.9175	56300	0.0013	-
0.9184	56350	0.0001	-
0.9192	56400	0.0001	-
0.9200	56450	0.0001	-
0.9208	56500	0.001	-
0.9216	56550	0.0018	-
0.9224	56600	0.0001	-
0.9232	56650	0.0001	-
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	-
0.9306	57100	0.0001	-
0.9314	57150	0.0003	-
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	-
0.9371	57500	0.0004	-
0.9379	57550	0.0002	-
0.9387	57600	0.0014	-
0.9395	57650	0.0001	-
0.9404	57700	0.0002	-
0.9412	57750	0.0016	-
0.9420	57800	0.0001	-
0.9428	57850	0.0001	-
0.9436	57900	0.0013	-
0.9444	57950	0.0002	-
0.9452	58000	0.0003	-
0.9461	58050	0.0013	-
0.9469	58100	0.0001	-
0.9477	58150	0.0002	-
0.9485	58200	0.0001	-
0.9493	58250	0.0013	-
0.9501	58300	0.0015	-
0.9509	58350	0.0006	-
0.9518	58400	0.0001	-
0.9526	58450	0.0001	-
0.9534	58500	0.0001	-
0.9542	58550	0.0001	-
0.9550	58600	0.0004	-
0.9558	58650	0.0001	-
0.9566	58700	0.0002	-
0.9575	58750	0.0012	-
0.9583	58800	0.0001	-
0.9591	58850	0.0001	-
0.9599	58900	0.0001	-
0.9607	58950	0.0012	-
0.9615	59000	0.0002	-
0.9624	59050	0.0001	-
0.9632	59100	0.0013	-
0.9640	59150	0.0002	-
0.9648	59200	0.0003	-
0.9656	59250	0.0014	-
0.9664	59300	0.0001	-
0.9672	59350	0.0004	-
0.9681	59400	0.0006	-
0.9689	59450	0.0002	-
0.9697	59500	0.0001	-
0.9705	59550	0.0001	-
0.9713	59600	0.0001	-
0.9721	59650	0.0013	-
0.9729	59700	0.001	-
0.9738	59750	0.0001	-
0.9746	59800	0.0013	-
0.9754	59850	0.0001	-
0.9762	59900	0.0025	-
0.9770	59950	0.0001	-
0.9778	60000	0.0035	-
0.9787	60050	0.0003	-
0.9795	60100	0.0001	-
0.9803	60150	0.0013	-
0.9811	60200	0.0012	-
0.9819	60250	0.0001	-
0.9827	60300	0.0001	-
0.9835	60350	0.0001	-
0.9844	60400	0.0008	-
0.9852	60450	0.0001	-
0.9860	60500	0.0001	-
0.9868	60550	0.0002	-
0.9876	60600	0.0001	-
0.9884	60650	0.0001	-
0.9892	60700	0.0001	-
0.9901	60750	0.0001	-
0.9909	60800	0.0014	-
0.9917	60850	0.0001	-
0.9925	60900	0.0016	-
0.9933	60950	0.0013	-
0.9941	61000	0.0024	-
0.9949	61050	0.0001	-
0.9958	61100	0.0014	-
0.9966	61150	0.0014	-
0.9974	61200	0.0013	-
0.9982	61250	0.0013	-
0.9990	61300	0.0025	-
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

@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}
}