---
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
metrics:
- accuracy
widget:
- text: hi invoice wheel bearing bernard kavanagh invoice thanks cathy
- text: receive message order id asin product name autoshack radiator replacement
mitsubishi outlander lancer awd fwd message shipment taking long service provide
solely communication buyer please aware amazon never ask provide login information
verify identity service receive message service request seller central login account
information report message ignore request wa email helpful response need report
questionable activity copyright amazon inc affiliate right reserve amazon com
terry avenue north seattle wa information help protect trust safety marketplace
help arbitrate potential dispute retain message buyer seller send amazon com two
year include response message amazon com us filter technology protect buyer seller
possible fraud message fail filter transmit want buy confidence anytime purchase
product amazon com learn safe online shopping safe buying guarantee commmgrtok
- text: amazon com receive message order id asin product name autoshack front drill
slot brake kit rotor silver performance ceramic pad pair driver passenger side
replacement chevrolet hhr fwd message return package week ago thru receive refund
yet issue service provide solely communication buyer please aware amazon never
ask provide login information verify identity service receive message service
request seller central login account information report message ignore request
wa email helpful response need mso
- text: amazon com receive message order id asin product name autoshack catalytic
converter direct fit passenger side replacement infiniti nissan pathfinder armada
titan ar autoshack catalytic converter exhaust pipe direct fit driver side replacement
infiniti nissan pathfinder armada message hello ve contact customer regard order
identify order item reason receive damage defective item detail item ha arrive
wa defective customer want return item please research issue contact customer
respond customer please reply e mail visit seller account following link http
sellercentral amazon com gp communication manager inbox html sincerely customer
service department amazon com http www amazon com service provide solely communication
buyer please aware amazon never ask provide login information verify identity
service receive message service request seller central login account information
report message ignore request wa email helpful response need
- text: create repick order sale order repick order
pipeline_tag: text-classification
inference: true
base_model: sentence-transformers/all-mpnet-base-v2
model-index:
- name: SetFit with sentence-transformers/all-mpnet-base-v2
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.2964972866304884
name: Accuracy
---
# SetFit with sentence-transformers/all-mpnet-base-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-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/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 384 tokens
- **Number of Classes:** 29 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 |
|:------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| __label__25 | - 'new message day late yes ebay new message turquoise star star day late yes reply dear autoshackautopartsusa day late yes previous message hi thank contact u upon check fedex successfully deliver completion order pm tracking number may please confirm already receive rotor thank customer service representative autoshack div style font family verdana sans serif color autoshackautopartsusa subject sent message rear brake rotor pad toyota avalon camry lexus sent date pdt dear hi thank contact u upon check fedex successfully deliver completion order pm tracking number may please confirm already receive rotor thank customer service representative autoshack autoshackautopartsusa rear brake rotor pad toyota avalon camry lexus rear brake rotor pad toyot item id quantity remain'
- 'm waiting get part return order part somewhere else n account wa lock call unlock n autoshack pop asking security code thought wa place order part sell first n charge m thinking autoshack hack account m waiting part autoshack send back thank sent yahoo mail android thu oct update case email casecreation autoshack com write hi n t hear please note case autoshack wa close due day file inactivity wish case re opened please reply email let u know happy assist thank autoshack customer service representative'
- 'right'
|
| __label__27 | - 'receive message order id asin product name autoshack front rear drill slot brake kit rotor black performance ceramic pad set replacement chrysler dodge challenger awd rwd message miss one rotor service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa information help protect trust safety marketplace help arbitrate potential dispute retain message buyer seller send amazon com two year include response message amazon com us filter technology protect buyer seller possible fraud message fail filter transmit want buy confidence anytime purchase product amazon com learn safe online shopping safe buying guarantee commmgrtok'
- 'amazon com receive message order id asin product name autoshack front rear drill slot brake kit rotor black ceramic pad set replacement honda civic acura csx fwd message hello recently order brake kit receive pad yet receive disc rotor curious receive remain item product service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa e mail helpful response need'
- 'dear autoshack briana musollari want connect order customer order number purchase order reason contact ask question item name number autoshack front drill slot brake rotor black ceramic pad kit driver passenger side replacement acura ilx honda cr z fit element accord customer message get brake pad receive rotor pay sure wa brake pad please let know happen need reply message contact customer within hour per guideline outline marketplace seller customer care requirement ha reply communication within hour walmart may proactively refund customer thank walmart customer care team csr close'
|
| __label__16 | - 'bobby faizy oct pm autoshack com customerservice autoshack com write hi babak sorry hear part receive order investigate request provide u much information possible information provide sooner resolution make vin vehicle year make model trim engine sku box wa deliver photo part comparison old part maybe send short video rotor additional detail feel would help u investigate better receive information let know require additional detail look forward response provide best resolution appreciate understanding thank customer service representative autoshack'
- 'new message sent two shock left right new message gengda pedtbtulmu sent two shock left right reply dear autoshackautopartsusa sent two shock left right gengda pedtbtulmu front complete strut coil spring pair hyundai veracruz order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada'
- 'wed aug pm autoshack com write hi fred sorry hear part receive n t fit vehicle order investigate request provide u much information possible information provide sooner resolution make vin vehicle year make model trim engine sku box wa deliver photo part comparison old part additional detail feel would help u investigate better receive information let know require additional detail look forward response provide best resolution appreciate understanding thank customer service representative autoshack csr close'
|
| __label__17 | - 'create repick order sale order repick order'
- 'order new one warranty send refund home work till taking brake apart send picture jun autoshack com customerservice autoshack com write hi good day thank contact u back re sorry hear happen part assist provide u detail description issue re part may send u photo part showing issue visible receive information able provide appropriate resolution matter thank understanding apologize inconvenience thank customer service representative autoshack'
- 'create repick order sale order repick order'
|
| __label__30 | - 'receive message order id asin product name autoshack rear brake caliper assembly bracket driver side replacement hyundai tucson kia sportage awd fwd message part receive box mounting bracket bolt hole small hole axle housing vin vehicle year make model trim driveline engine vin hyundai tucson sku box wa deliver yousent galaxy tab e original message autoshack amazon marketplace e mail address remove date pm e mail address remove subject follow up return amazon order receive message amazon seller autoshack view message amazon order id count product name asin autoshack rear brake caliper assembly bracket driver side replacement hyundai tucson kia sportage awd fwd asin hi rudy thank shopping u amazon seller autoshack would like follow recent return message seller autoshack hello rudy receive return request state incompatible useful better understand situation provide much information possible information provide sooner resolution make vin vehicle year make model trim driveline engine sku box wa deliver additional detail feel would help u quickly process request receive information vin ha decode let know require additional information look forward response provide best solution regard customer service representative autoshack send message seller autoshack reply email review amazon s return policy click dissatisfy return experience please contact u contact inappropriately seller please report message hope see soon view message amazon'
- 'new message want front rear new message want front rear could send return label send back reply dear autoshackautopartsusa want front rear could send return label send back rear drill slot brake rotor silver pair chevy malibu pontiac order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada'
- 'hello buy wrong product s brand new please provide return label deduct cost payment thank much pch viomall com noreply autoshack date pch subject autoshack com shipping confirmation email wa sent notification only address accept incoming email please reply message shipping confirmation order number hello stanley albrecht order ha ship please click tracking number track package please allow time status package update please note order ship saturday sunday active tracking monday reach carrier sorting facility order ha ship via following address shipping address w highway k u information shipping please go shipping delivery information return please go return contact u need help visit faq page email wa sent pch viomall com receive register autoshack respect privacy'
|
| __label__18 | - 'amazon com receive message order id asin product name autoshack front wheel bearing hub assembly pair brake rotor ceramic pad replacement jeep grand cherokee commander awd rwd message address reynaldo bone delaware st apt syracuse ny service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity'
- 'amazon com receive message order id asin product name autoshack front brake kit rotor performance ceramic pad pair driver passenger side replacement chevrolet silverado tahoe suburban gmc sierra yukon message rotor come today n t break pad maybe pad ship together rotor see come monday service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need'
- 'new message say would ship ebay new message urbexzack blue star star say would ship alexandria bay ny wa starting address ottawa canada reply dear autoshackautopartsusa say would ship alexandria bay ny wa starting address ottawa canada urbexzack front rear brake rotor pad scion tc front rear brake rotor pad f order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact'
|
| __label__29 | - 'amazon com receive message order id asin product name autoshack pair wheel bearing hub front driver passenger side wheel hub bearing assembly lug ab replacement message wheel bearing instal toyota one already failing warranty replacement regard bobby lamontagne service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa e mail helpful response need report suspicious activity mso'
- 'amazon com receive message order id asin product name autoshack epa compliant exhaust manifold catalytic converter gasket replacement kia sorento hyundai santa fe message need product warrant converter failing starting restrict exhaust flow trigger code twice wa email helpful response need report questionable activity'
- 'amazon com receive message order id asin product name autoshack pair front driver passenger side complete strut coil spring assembly replacement ford explorer message purchase item found defective service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity'
|
| __label__19 | - 'new message need asap new message need asap reply dear autoshackautopartsusa need asap front drill slot brake rotor silver pad toyota highlander sienna order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada csr close'
- 'amazon com receive message order id asin product name autoshack front wheel hub bearing pair driver passenger side replacement chevrolet equinox impala malibu limited gmc terrain buick lacrosse regal cadillac xt ct awd fwd message package n t arrive service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity'
- 'receive message order id asin product name autoshack front steering knuckle wheel bearing hub assembly lug ab driver side replacement nissan versa versa note fwd message package never arrive say would house never arrive would like get money back gon na buy store never buying form amazon due b waiting week package get car fix never arrive thank u taking time read service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa information help protect trust safety marketplace help arbitrate potential dispute retain message buyer seller send amazon com two year include response message amazon com us filter technology protect buyer seller possible fraud message fail filter transmit want buy confidence anytime purchase product amazon com learn safe online shopping'
|
| __label__26 | - 'amazon com receive message order id asin product name autoshack front brake caliper assembly bracket pair driver passenger side replacement ford edge mazda lincoln mkx awd fwd message somewhat unfortunate select item one purchase amazon list item arrive wed jul prior order place well email confirmation wa date cement choice item purchase knowing wa clear deadline item would need recognize vendor ship directly may well timeframe shipping etc still important make clear amazon expectation understand everybody page indication delivery date wa going accurate would go different source example place order item right jul page indicate package would deliver tuesday aug know possible amazon display range date sound like item would ideal solution clear le worry return shipping cost unfortunate misrepresentation delivery time wa exasperate fact shipping label wa create well wa movement package making appear wa lost alex bay far tx kris service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful'
- 'hi put wrong item sent would let submit new case without sending picture take picture box receive place order order rotor break pad wheel receive pad bar code order show package ship fed ex last time buy rotor break pad receive package total open rotor box break pad box receive today set break pad box could please send set break pad complete order e mail frederickl orvis com thank elizabeth frederick'
- 'resale value item cost shipping cost net value decision return rdm capture customer pay shipping false carrier claim false refund shipping false refund shipping true line item return true parentid quantity warranty false'
|
| __label__24 | - 'new message receive ebay new message receive package suppose come white box rotor inside red box see one miss white box inside red box reply dear autoshackautopartsusa receive package suppose come white box rotor inside red box see one miss white box inside red box previous message hi francesco thank reaching u sorry hear receive part incomplete behalf carrier would like apologize happen order u provide best resolution would like request picture showing packaging well part would help u come resolution fast also tell u condition box receive package wa damage tamper receive detail let know need additional information look forward response provide best resolution appreciate understanding regard customer service representative autoshack members ebay com sent pm csr amazon email dummy email autoshack com subject return sent message front rear drill slot brake rotor pad bmw xdrive new message hello order full rotor ebay http www ebay ca ulk start shop ch osgood http ch osgood new message http ch osgood http ch osgood hello order full rotor kit ceramic pad include front back receive front rear order say wa deliver wasnt one box come rear rotor hsould return get back wait guy send another rear vent rotor bmw reply http www ebay ca ulk messages reply self autoshackautopartsusa'
- 'resolve case bolt cost u either refund u approval return full refund return shipping else file fraud complaint'
- 'amazon com receive message order id asin product name autoshack set front rear shock absorber strut replacement ram ram ram rwd message one going open box take part send another shock get part service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need mso'
|
| __label__31 | - 'receive message message hello return label acceptable usps please send new label thank service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa information help protect trust safety marketplace help arbitrate potential dispute retain message buyer seller send amazon com two year include response message amazon com us filter technology protect buyer seller possible fraud message fail filter transmit want buy confidence anytime purchase product amazon com learn safe online shopping safe buying guarantee commmgrtok'
- 'return authorization request order dear autoshack customer ha request authorization return item list review request manage return tool seller account using manage return tool quick link please take one following action within next business authorize customer s request return close contact customer additional information manage return buyer seller communication tool order id item autoshack front drill slot brake rotor black pair driver passenger side replacement lexus toyota camry solara sienna avalonquantity reason better price available customer comment autoshack price request receive please note a to z guarantee claim file item authorize close return request may grant claim debit amount account you use following link take action return request authorize return request http sellercentral amazon ca gp returns authorize return request http sellercentral amazon ca gp returns close contact customer return request http sellercentral amazon ca messaging contact returns custtype buyer sincerely amazon servicesplease note e mail message wa sent notification only address accept incoming e mail please reply message report issue email question visit seller central change email preference visit notification preference copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa csr close'
- 'resale value item cost shipping cost net value decision return rdm capture customer pay shipping true carrier claim false refund shipping false refund shipping false line item return true parentid quantity warranty false'
|
| __label__0 | - 'amazon com receive message order id asin product name autoshack front brake kit rotor ceramic pad pair driver passenger side replacement ford escape mercury mariner mazda tribute message rotor already starting rust month service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity'
- 'amazon com receive message order id asin product name autoshack rear drill slot brake rotor silver ceramic pad kit set driver passenger side replacement ford awd rwd autoshack front drill slot brake kit rotor silver performance ceramic pad pair driver passenger side replacement ford expedition lincoln navigator message salut son pr sentement sur le camion il ne vois pa que le mat riel qui contienne soi d fectueux bien en freinent que l on vois que sa fonctionne pa bien le rotor son ok ce belle et bien le pade qui son pa de caliter service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa e mail helpful response need'
- 'create repick order sale order repick order'
|
| __label__22 | - 'amazon com receive message order id asin product name autoshack front brake caliper assembly bracket passenger side replacement ford awd rwd message need call tag sent please talk driver tell s need say could come pick get refund box also damage see well never open wa email helpful response need report questionable activity'
- 'amazon com receive message order id asin product name autoshack rear drill slot brake kit rotor silver performance ceramic pad pair driver passenger side replacement dodge durango chrysler aspen ram message doe allways come problem ansewer problem service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa e mail helpful response need report suspicious activity'
- 'amazon com receive message order id asin product name autoshack front brake rotor pair driver passenger side replacement acura cl mdx tsx tl honda odyssey pilot accord fwd message first never start return request want let stop playing stupid game second know work cause stupid place order immediately saw rotor sell want cancel order purchase get msg amazon state order wa prepare ship guarantee cancel update item wa ship wrong address want people wa ship rear rotor would pay difference apparently request end left field consider discuss request state return status say great customer service want wa give business read entire message answer bet could get full refund shipping due message sure amazon like third party b let know want business wa email helpful response need'
|
| __label__23 | - 's sent galaxy original message autoshack com customerservice autoshack com date pm hotmail com subject case create error prompt inquiry thank contact autoshack com customer support request assistance ha receive case error prompt inquiry ha create member customer care team respond case soon possible autoshack com power netsuite one system limit'
- 'amazon com receive message order id asin product name autoshack front rear brake rotor set replacement ford edge lincoln mkx awd fwd message thank keep looking service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity'
- 'item line item description qty restock true'
|
| __label__33 | - 'resale value item cost shipping cost net value decision return rdm capture customer pay shipping true carrier claim false refund shipping false refund shipping false line item return true parentid quantity warranty false item return true parentid quantity warranty false item return true parentid quantity warranty false'
- 'amazon com receive message order id asin product name autoshack front lower control arm ball joint assembly bushing pair replacement ford edge lincoln mkx awd fwd autoshack front stabilizer sway bar link pair driver passenger side replacement ford edge lincoln mkx awd fwd message al right wait open formal complain amazon see damage piece notice box wa damage deliver big hole side picture show service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa e mail helpful response need'
- 'item line item description qty restock true'
|
| __label__28 | - 'receive message order id asin product name autoshack front brake kit rotor performance ceramic pad pair driver passenger side replacement ford escape mercury mariner mazda tribute message receive order today miss brake pad suppose brake rotor send brake pad miss please service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa e mail helpful response need report suspicious activity copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa information help protect trust safety marketplace help arbitrate potential dispute retain message buyer seller send amazon ca two year include response message amazon ca us filter technology protect buyer seller possible fraud message fail filter transmit want buy confidence anytime purchase product amazon com learn safe online shopping safe buying guarantee commmgrtok'
- 'receive message order id asin product name autoshack rear drill slot brake rotor silver caliper ceramic pad kit set driver passenger side replacement chevrolet equinox gmc terrain awd fwd message hello ve contact customer regard order identify order item reason miss item part accessory detail cl indica que tiene el producto esta incompleto brecas de los frenos pastillas enviar la piezas faltantes lo ante posibles ya que el cliente los desea lo pronto respond customer please reply e mail visit seller account following link http sellercentral amazon com gp communication manager inbox html sincerely customer service department amazon com http www amazon com service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa information help protect trust safety marketplace help arbitrate potential dispute retain message buyer seller send amazon com two year include response message amazon com us filter technology protect buyer seller possible fraud message fail filter transmit want buy confidence anytime purchase product amazon com learn'
- 'amazon com receive message order id asin product name autoshack rear brake kit rotor ceramic pad pair driver passenger side replacement chevrolet silverado hd silverado hd classic gmc sierra hd classic message hello ve contact customer regard order identify order item reason miss item part accessory detail item ha arrive part item miss please research issue contact customer brake pad miss box rough respond customer please reply e mail visit seller account following link http sellercentral amazon com gp communication manager inbox html sincerely customer service department amazon com http www amazon com service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need'
|
| __label__13 | - 'return auth total item order refund total amount'
- 'return auth total item order refund total amount'
- 'item line item description qty restock true'
|
| __label__4 | - 'new message start install today new message start install today found brake pad wa deliver figure everything wa box rotor thank help reply dear autoshackautopartsusa start install today found brake pad wa deliver figure everything wa box rotor thank help front drill slot brake rotor black pad dodge charger chrysler order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada re pick'
- 'receive message order id asin product name autoshack front drill slot brake kit rotor silver ceramic pad pair driver passenger side replacement lexus toyota sequoia land cruiser tundra message tracking number great thank service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa information help protect trust safety marketplace help arbitrate potential dispute retain message buyer seller send amazon com two year include response message amazon com us filter technology protect buyer seller possible fraud message fail filter transmit want buy confidence anytime purchase product amazon com learn safe online shopping safe buying guarantee commmgrtok'
- 'receive message order id asin product name autoshack rear brake kit rotor ceramic pad pair driver passenger side replacement dodge grand caravan chrysler town country voyager awd fwd message would like replacement rear brake rotor need appreciate timely response service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity copyright amazon inc affiliate right reserve amazon com terry avenue north seattle wa information help protect trust safety marketplace help arbitrate potential dispute retain message buyer seller send amazon com two year include response message amazon com us filter technology protect buyer seller possible fraud message fail filter transmit want buy confidence anytime purchase product amazon com learn safe online shopping safe buying guarantee'
|
| __label__7 | - 'create repick order sale order repick order'
- 'sku tracking sku x claim claim type damage role initiator report shipper'
- 'sku tracking sku x claim claim type damage role initiator report shipper'
|
| __label__8 | - 'create repick order sale order repick order'
- 'amazon com receive message order id asin product name autoshack front brake rotor pair driver passenger side replacement toyota prius v scion xb lexus awd fwd message vlos disco de freno delanteros los resivido dicen que lo entregaron el del de noviembre pero eso e real necesito lo env en de nuevo direcci n se st uni miami el service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need'
- 'sku tracking sku claim claim type lost role initiator report shipper'
|
| __label__21 | - 'new message receive package today nee new message receive package today need return one need one reply dear autoshackautopartsusa receive package today need return one need one radiator acura integra order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada'
- 'new message request cancel order new message request cancel order realize shipping address wa wrong could n t edit thought would problem cancel order buy early morning deny request please cancel order n t want need radiator thanks time jami reply dear autoshackautopartsusa request cancel order realize shipping address wa wrong could n t edit thought would problem cancel order buy early morning deny request please cancel order n t want need radiator thanks time jami radiator honda civic acura el order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada'
- 'new message hello order wa double order new message hello order wa double order need one reply dear autoshackautopartsusa hello order wa double order need one front steering knuckle wheel bearing hub assembly driver chevy impala order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada'
|
| __label__3 | - 'return auth total item order refund total amount'
- 'sku tracking sku x claim claim type lost role initiator report shipper'
- 'amazon com receive message order id asin product name autoshack front brake rotor performance ceramic pad set driver passenger side replacement ford mustang rwd message still n t receive rotor taking long need refund service provide solely communication buyer please aware amazon never ask provide login information verify identity service receive message service request seller central login account information report message ignore request wa email helpful response need report questionable activity'
|
| __label__15 | - 'ebay refund process refund id hi kingdom auto part ltd ve receive request refund buyer brent kennedy re processing refund notify s complete see refund detail refund breakdown item pic url front rear drill slot brake rotor silver pad ford refund amount pay total refund order total sell anywhere ebay app download ebay app app store io device get ebay app android facebook icon twitter icon pinterest icon instagram icon update email preference receive email base ebay account preference change email receive ebay go communication preference ebay email reference id ebay commerce inc sent message garrison calagoure autoshackautopartsusa ebay commerce inc hamilton ave san jose ca unite state question contact u help contact please see payment term use seller payment policy learn account protection ebay commit privacy learn privacy notice user agreement n t check mailbox please n t reply message question go help contact copyright ebay inc right reserve designate trademark brand property respective owner ebay ebay logo trademark ebay inc hamilton avenue san jose ca'
- 'ebay refund process refund id hi kingdom auto part ltd ve receive request refund buyer re processing refund notify s complete see refund detail refund breakdown item pic url front brake rotor pad ford super duty super duty refund amount pay total refund order total sell anywhere ebay app download ebay app app store io device get ebay app android facebook icon twitter icon pinterest icon instagram icon update email preference receive email base ebay account preference change email receive ebay go communication preference ebay email reference id ebay commerce inc sent message garrison calagoure autoshackautopartsusa ebay commerce inc hamilton ave san jose ca unite state question contact u help contact please see payment term use seller payment policy learn account protection ebay commit privacy learn privacy notice user agreement n t check mailbox please n t reply message question go help contact copyright ebay inc right reserve designate trademark brand property respective owner ebay ebay logo trademark ebay inc hamilton avenue san jose ca'
- 'ebay refund process refund id hi kingdom auto part ltd ve receive request refund buyer re processing refund notify s complete see refund detail refund breakdown item pic url front brake rotor pad kia forte koup refund amount pay total refund order total sell anywhere ebay app download ebay app app store io device get ebay app android facebook icon twitter icon pinterest icon instagram icon update email preference receive email base ebay account preference change email receive ebay go communication preference ebay email reference id ebay commerce inc sent message garrison calagoure autoshackautopartsusa ebay commerce inc hamilton ave san jose ca unite state question contact u help contact please see payment term use seller payment policy learn account protection ebay commit privacy learn privacy notice user agreement n t check mailbox please n t reply message question go help contact copyright ebay inc right reserve designate trademark brand property respective owner ebay ebay logo trademark ebay inc hamilton avenue san jose ca'
|
| __label__20 | - 'new message new message reply dear autoshackautopartsusa front drill slot brake rotor black pad honda pilot acura mdx zdx order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada csr close'
- 'new message hello receive brake disc ebay new message turquoise star star hello receive brake disc pad come hope solve problem since ad ebay say come pad make second order hope pad include make complaint ebay false advertising reply dear autoshackautopartsusa hello receive brake disc pad come hope solve problem since ad ebay say come pad make second order hope pad include make complaint ebay false advertising previous message hi david understand would like change address order unfortunately order ha already process unable make change order request try contact carrier see address modify carrier unable change address unable deliver order return u process refund appreciate understanding please let u know question thank customer service representative autoshack members ebay com sent csr amazon email dummy email autoshack com subject sent message front drill slot brake rotor black pad honda pilot acura mdx zdx new message cause soon make order ebay http www ebay ca ulk start shop ch osgood http ch osgood new message http ch osgood turquoise star star http ch osgood cause soon make order guy tell yhe addres wa wrong yiu never check message reply http www ebay ca ulk messages reply self autoshackautopartsusa ch osgood dear autoshackautopartsusa cause soon make order guy tell yhe addres wa wrong yiu never check message previous message hello david want thank purchase autoshack check order order number unfortunately upon check wa already bill ready ship however regard change address edit end since wa already place best thing contact directly carrier could assist deliver tracking information follow via please let u know need assistance end thank customer service representative autoshack members ebay com sent csr amazon email dum'
- 'new message correct get order new message correct get order reply dear autoshackautopartsusa correct get order radiator ford fiesta order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada'
|
| __label__2 | - 'resale value item cost shipping cost net value decision return rdm capture customer pay shipping true carrier claim false refund shipping false refund shipping false line item return true parentid quantity warranty false item return true parentid quantity warranty false'
- 'resale value item cost shipping cost net value decision return rdm capture customer pay shipping true carrier claim false refund shipping false refund shipping false line item return true parentid quantity warranty false'
- 'sku tracking sku x claim claim type lost role initiator report shipper'
|
| __label__35 | - 'new message handle return new message handle returnsmy back disk incorrect reply dear autoshackautopartsusa handle returnsmy back disk incorrect front rear brake rotor set chevy impala malibu buick lacrosse regal order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada'
- 'new message email address yaho new message email address yahoo comthank sent yahoo mail ipad reply dear autoshackautopartsusa email address yahoo comthank sent yahoo mail ipad front wheel hub bearing pair ford edge taurus flex lincoln mkx mks mkt order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice user agreement ebay inc ebay canada limited king street west suite toronto canada await customer return'
- 'new message good afternoon return week new message mafowler good afternoon return week ago still receive refund use one label email find tracking number please advise leave feedback reply dear autoshackautopartsusa good afternoon return week ago still receive refund use one label email find tracking number please advise leave feedback mafowler previous message hi auto sale llc ebay approve return part order accept return return receive pre paid mailing label cover return shipping cost request print attach file affix label package drop near location please write return authorization number ra outside package help speed process return please take photo product shipping case damage transit once receive package warehouse refund process ha inspect approve deduction would make refund part instal damaged we appreciate understanding please let u know ve questions thank customer service representative autoshack autoshackautopartsusato mafowlersubject autoshackautopartsusa sent message front wheel bearing repair kit pair ford escape mercury mariner tribute date edt dear mafowler hi auto sale llc ebay approve return part order accept return return receive pre paid mailing label cover return shipping cost request print attach file affix label package drop near location please write return authorization number ra outside package help speed process return please take photo product shipping case damage transit once receive package warehouse refund process ha inspect approve deduction would make refund part instal damaged we appreciate understanding please let u know ve questions thank customer service representative autoshack autoshackautopartsusa front wheel bearing repair kit pair ford escape mercury mariner tribute order status pay item id transaction id order number view order detail scan message enforce policy purchase ebay cover ebay purchase protection program asking trading partner complete transaction outside ebay allow email reference id n t check mailbox please n t reply message question go help contact ebay sent message garrison calagoure autoshackautopartsusa learn account protection ebay commit privacy learn privacy notice'
|
| __label__5 | - 'tracking sku carrier claim usa amount pay claimid check number payment record create'
- 'tracking sku carrier claim usa amount pay claimid check number payment record create'
- 'sku tracking sku claim claim type damage role initiator report shipper'
|
| __label__34 | - 'dear hope everything go well side allen shandong zhenghui machinery part co ltd china contact s pleasure manufacture auto brake pad year provide oem service auto brake pad market please kindly send u detail information need product interest come back best offer accordingly please feel free contact u question suggestion regard looking forward hearing soon allen allen song sale manager shandong zhenghui machinery part co ltd mobile email sdzhenghui floor building zhigao yuexing international plaza taian shandong china'
- 'dear shipping manager eileen hongocean freight forwarding company china qingdao la lb o f port port xiamen newyork ny o f port port validity time sep pls kindly email thank support eileen oversea sale representative'
- 'hi good day looking email list automotive part accessory store across usa interest let know provide information count pricing detail review quick response greatly appreciate regard britany smith sr marketing executive want unsubscribe please reply abolish subject line'
|
| __label__11 | - 'ebay ve refund buyer hi kingdom auto part ltd ha refund please see refund detail information see refund detail refund breakdown item pic url front rear brake rotor pad chrysler pt cruiser refund amount pay total refund order total sell anywhere ebay app download ebay app app store io device get ebay app android facebook icon twitter icon pinterest icon instagram icon update email preference receive email base ebay account preference change email receive ebay go communication preference ebay email reference id ebay commerce inc sent message garrison calagoure autoshackautopartsusa ebay commerce inc hamilton ave san jose ca unite state question contact u help contact please see payment term use seller payment policy learn account protection ebay commit privacy learn privacy notice user agreement n t check mailbox please n t reply message question go help contact copyright ebay inc right reserve designate trademark brand property respective owner ebay ebay logo trademark ebay inc hamilton avenue san jose ca'
- 'ebay refund process refund id hi kingdom auto part ltd ve receive request refund buyer re processing refund notify s complete see refund detail refund breakdown item pic url front lower control arm w ball joint driver buick lucerne cadillac dts refund amount pay total refund order total sell anywhere ebay app download ebay app app store io device get ebay app android facebook icon twitter icon pinterest icon instagram icon update email preference receive email base ebay account preference change email receive ebay go communication preference ebay email reference id ebay commerce inc sent message garrison calagoure autoshackautopartsusa ebay commerce inc hamilton ave san jose ca unite state question contact u help contact please see payment term use seller payment policy learn account protection ebay commit privacy learn privacy notice user agreement n t check mailbox please n t reply message question go help contact copyright ebay inc right reserve designate trademark brand property respective owner ebay ebay logo trademark ebay inc hamilton avenue san jose ca'
- 'case close ebay case close hi review case decide issue buyer refund u without impact case close require reimburse buyer ebay case count seller performance evaluation view detail case resolution center see detail http front rear drill slot brake rotor black pad subaru impreza order number buyer'
|
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.2965 |
## 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("pankajkmr/setfit-paraphrase-mpnet-base-v2-sst2-model2")
# Run inference
preds = model("create repick order sale order repick order")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:--------|:----|
| Word count | 1 | 90.1931 | 355 |
| Label | Training Sample Count |
|:------------|:----------------------|
| __label__0 | 15 |
| __label__11 | 15 |
| __label__13 | 15 |
| __label__15 | 15 |
| __label__16 | 15 |
| __label__17 | 15 |
| __label__18 | 15 |
| __label__19 | 15 |
| __label__2 | 15 |
| __label__20 | 15 |
| __label__21 | 15 |
| __label__22 | 15 |
| __label__23 | 15 |
| __label__24 | 15 |
| __label__25 | 15 |
| __label__26 | 15 |
| __label__27 | 15 |
| __label__28 | 15 |
| __label__29 | 15 |
| __label__3 | 15 |
| __label__30 | 15 |
| __label__31 | 15 |
| __label__33 | 15 |
| __label__34 | 15 |
| __label__35 | 15 |
| __label__4 | 15 |
| __label__5 | 15 |
| __label__7 | 15 |
| __label__8 | 15 |
### Training Hyperparameters
- batch_size: (8, 8)
- num_epochs: (3, 3)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- body_learning_rate: (2e-05, 2e-05)
- head_learning_rate: 2e-05
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0005 | 1 | 0.1608 | - |
| 0.0230 | 50 | 0.293 | - |
| 0.0460 | 100 | 0.2219 | - |
| 0.0690 | 150 | 0.3463 | - |
| 0.0920 | 200 | 0.3157 | - |
| 0.1149 | 250 | 0.2663 | - |
| 0.1379 | 300 | 0.1209 | - |
| 0.1609 | 350 | 0.1651 | - |
| 0.1839 | 400 | 0.0464 | - |
| 0.2069 | 450 | 0.1462 | - |
| 0.2299 | 500 | 0.2213 | - |
| 0.2529 | 550 | 0.0992 | - |
| 0.2759 | 600 | 0.2794 | - |
| 0.2989 | 650 | 0.0496 | - |
| 0.3218 | 700 | 0.0408 | - |
| 0.3448 | 750 | 0.064 | - |
| 0.3678 | 800 | 0.1193 | - |
| 0.3908 | 850 | 0.1822 | - |
| 0.4138 | 900 | 0.1966 | - |
| 0.4368 | 950 | 0.1215 | - |
| 0.4598 | 1000 | 0.1847 | - |
| 0.4828 | 1050 | 0.1406 | - |
| 0.5057 | 1100 | 0.2141 | - |
| 0.5287 | 1150 | 0.1418 | - |
| 0.5517 | 1200 | 0.0398 | - |
| 0.5747 | 1250 | 0.1079 | - |
| 0.5977 | 1300 | 0.0704 | - |
| 0.6207 | 1350 | 0.0942 | - |
| 0.6437 | 1400 | 0.0751 | - |
| 0.6667 | 1450 | 0.1463 | - |
| 0.6897 | 1500 | 0.1015 | - |
| 0.7126 | 1550 | 0.104 | - |
| 0.7356 | 1600 | 0.0278 | - |
| 0.7586 | 1650 | 0.0897 | - |
| 0.7816 | 1700 | 0.0089 | - |
| 0.8046 | 1750 | 0.228 | - |
| 0.8276 | 1800 | 0.0159 | - |
| 0.8506 | 1850 | 0.0039 | - |
| 0.8736 | 1900 | 0.0203 | - |
| 0.8966 | 1950 | 0.0768 | - |
| 0.9195 | 2000 | 0.0567 | - |
| 0.9425 | 2050 | 0.0952 | - |
| 0.9655 | 2100 | 0.0251 | - |
| 0.9885 | 2150 | 0.0425 | - |
| 1.0115 | 2200 | 0.0121 | - |
| 1.0345 | 2250 | 0.1579 | - |
| 1.0575 | 2300 | 0.0892 | - |
| 1.0805 | 2350 | 0.0142 | - |
| 1.1034 | 2400 | 0.1206 | - |
| 1.1264 | 2450 | 0.0257 | - |
| 1.1494 | 2500 | 0.102 | - |
| 1.1724 | 2550 | 0.0521 | - |
| 1.1954 | 2600 | 0.0273 | - |
| 1.2184 | 2650 | 0.0205 | - |
| 1.2414 | 2700 | 0.0179 | - |
| 1.2644 | 2750 | 0.0074 | - |
| 1.2874 | 2800 | 0.007 | - |
| 1.3103 | 2850 | 0.1178 | - |
| 1.3333 | 2900 | 0.0051 | - |
| 1.3563 | 2950 | 0.1062 | - |
| 1.3793 | 3000 | 0.0214 | - |
| 1.4023 | 3050 | 0.0295 | - |
| 1.4253 | 3100 | 0.0967 | - |
| 1.4483 | 3150 | 0.0683 | - |
| 1.4713 | 3200 | 0.0019 | - |
| 1.4943 | 3250 | 0.1584 | - |
| 1.5172 | 3300 | 0.0719 | - |
| 1.5402 | 3350 | 0.0091 | - |
| 1.5632 | 3400 | 0.1362 | - |
| 1.5862 | 3450 | 0.055 | - |
| 1.6092 | 3500 | 0.0095 | - |
| 1.6322 | 3550 | 0.194 | - |
| 1.6552 | 3600 | 0.004 | - |
| 1.6782 | 3650 | 0.0807 | - |
| 1.7011 | 3700 | 0.0566 | - |
| 1.7241 | 3750 | 0.0024 | - |
| 1.7471 | 3800 | 0.0374 | - |
| 1.7701 | 3850 | 0.013 | - |
| 1.7931 | 3900 | 0.0662 | - |
| 1.8161 | 3950 | 0.0871 | - |
| 1.8391 | 4000 | 0.0112 | - |
| 1.8621 | 4050 | 0.03 | - |
| 1.8851 | 4100 | 0.1157 | - |
| 1.9080 | 4150 | 0.1204 | - |
| 1.9310 | 4200 | 0.0019 | - |
| 1.9540 | 4250 | 0.0083 | - |
| 1.9770 | 4300 | 0.055 | - |
| 2.0 | 4350 | 0.1002 | - |
| 2.0230 | 4400 | 0.0335 | - |
| 2.0460 | 4450 | 0.038 | - |
| 2.0690 | 4500 | 0.0134 | - |
| 2.0920 | 4550 | 0.042 | - |
| 2.1149 | 4600 | 0.089 | - |
| 2.1379 | 4650 | 0.0408 | - |
| 2.1609 | 4700 | 0.0022 | - |
| 2.1839 | 4750 | 0.118 | - |
| 2.2069 | 4800 | 0.0632 | - |
| 2.2299 | 4850 | 0.0046 | - |
| 2.2529 | 4900 | 0.0054 | - |
| 2.2759 | 4950 | 0.0159 | - |
| 2.2989 | 5000 | 0.0049 | - |
| 2.3218 | 5050 | 0.0032 | - |
| 2.3448 | 5100 | 0.0334 | - |
| 2.3678 | 5150 | 0.0104 | - |
| 2.3908 | 5200 | 0.0171 | - |
| 2.4138 | 5250 | 0.0723 | - |
| 2.4368 | 5300 | 0.101 | - |
| 2.4598 | 5350 | 0.0785 | - |
| 2.4828 | 5400 | 0.0686 | - |
| 2.5057 | 5450 | 0.012 | - |
| 2.5287 | 5500 | 0.1446 | - |
| 2.5517 | 5550 | 0.032 | - |
| 2.5747 | 5600 | 0.0022 | - |
| 2.5977 | 5650 | 0.0127 | - |
| 2.6207 | 5700 | 0.1638 | - |
| 2.6437 | 5750 | 0.0039 | - |
| 2.6667 | 5800 | 0.0242 | - |
| 2.6897 | 5850 | 0.0337 | - |
| 2.7126 | 5900 | 0.0325 | - |
| 2.7356 | 5950 | 0.0024 | - |
| 2.7586 | 6000 | 0.0165 | - |
| 2.7816 | 6050 | 0.0015 | - |
| 2.8046 | 6100 | 0.0293 | - |
| 2.8276 | 6150 | 0.0008 | - |
| 2.8506 | 6200 | 0.0407 | - |
| 2.8736 | 6250 | 0.0032 | - |
| 2.8966 | 6300 | 0.0312 | - |
| 2.9195 | 6350 | 0.0143 | - |
| 2.9425 | 6400 | 0.0291 | - |
| 2.9655 | 6450 | 0.0017 | - |
| 2.9885 | 6500 | 0.1199 | - |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.1
- Sentence Transformers: 2.2.2
- Transformers: 4.36.0
- PyTorch: 2.0.0
- Datasets: 2.16.1
- Tokenizers: 0.15.0
## 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}
}
```