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Gopal2002
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setfit_zeon_3456

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
Eval Results
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SetFit with BAAI/bge-small-en-v1.5

This is a SetFit model that can be used for Text Classification. This SetFit model uses BAAI/bge-small-en-v1.5 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 Sources

Model Labels

Label Examples
5
  • ' Original for Buyer/ Duplicate for Temponte/ Teplicate for Assesce OMCL 93103986 76000 1 SUSHIBILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILI'
  • ' Original Box buyer/ Duplicate for Temponte/ Teisplicate Box Assesce MCL 9310301 @099 1 SUSHIBILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILILI'
  • ' Original Box Buyer/ Duplicate for Taquequeque/ Tcquil OMCL @MCL @MCL 1 @020 SUPPOLIZE Vitter. Musc @MACHIZED WHITED @MICEDICED WHITED Claysucci Cryccucee @MADEMI SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDMIZED SUSHIZEDENTERTAINCE SUSHIZEDICEDGE CLIZEDGE SUSHIZEDGEECECECECECECECE SUSHIZEDMIZEDENTERTAINCE SUSHIZEDICEDICEDGEECECECECECE SUSHIZEDENTERTAINCEE Cry SUSHIZEDGEECECECECECECECECE SUSHIZEDSUMIZEDENTERTAINCE SUSHIZEGGYECECECECECECECECEE SUSHIZEDSUMIZED SUSHIZEGGYECECECECECECECECECEECECE SUSHIZEDSUMIZED SUSHIZEDSUMIZED SUSHIZEGGYECECECECECECECECECEECECE SUSHIZEDSUMIZED SUSHIZEDSUKECECECECECECEECE SUSHIZEDSUKECECECECECEECECE SUSHIZEDSUKECECECECECEECECE SUSHIZEDSUKECECECECEECECECECEECECECECECECECEECECECECECECECECECEECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECECE'
6
  • ' GARDANG CHOCO POWE IHADOUS GENERAL TERM & CHOCOLIONSE LIGHTEGAL TERS A CHOCOLIONSE LIGHTICE ICE LIGHTING CHOCOLIZEDAYOSE 3 SUSHIKA LIGHTONE TERS & CHOCOLIZEDAYOSE SUSHIKA LIGHTONE TERS & CHOCOLIZEDAYOSE 3 SUSHIKA LIGHTONE TERS & CHOCOLIZEDAYOSE SUSHIKA LIGHTONE TERS & CHOCOLIZEDAYOSE SUSHIKA LIGHTONE TERS & CHOCOLIZEDAYOSE SUSHIKA LIGHTONE TERS & CHOCOLIZEDAYOSE SUSHIKAIDEE'
  • " SUSHI SALMONG 1 SUSHI SALMONG 1 SUSHI SALMONG SUSHI SALMONG 11+727 Dolla's"
  • ' WESEC 63644,836 636 636 636-modern'
4
  • ' MATERIAL REPORT 06/28世纪 -85-18 -To @0.9세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기세기'
  • " MATERIAL REGIRI REPORT MRR SUBMITTED WHTPART'S INVICE MRR/A/Rucciniot Box PHARK/CHECKGRAM/CHE Nc N&Eceivet N&Eceivet N&Eceivet N&Eceivet PO N&E P/PO/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G/G"
  • ' MATERAL REGUT REPORT PMVRRMM1810/0225 x 416 WBRR&Gapp Cate &HG+8 Rp. PO PO POWERMMISB19002 x : 1 Rp. 0 Pollow & JUN-16 Rp.Net Rp. Pollow &Ham Rp. Pollow &Ham Venderce CENTRAL COALIFELDS LIMITED @Mini W&Gli Nc: @Minitie NcMelle NcMelle NcMelle NcMelle NcMelle Nklake.M @Mihe DATE &HACHAQUALIG-16 18 x - Rate/Unit Value (R). @MINEx) 53636 00003647 0066447 @030 1 536.00 COAL FROM THIRD DART @MINEG340 1 1347.200 cc.Code @MEGAMIC @MEGAMIC @MEGAMIC @MEGAMIC @MEGAMIC @MEGAMIC @MEGAMIC @MINEGit @MITEMITEM @MITEMITEMITEM @MITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITEMITE'
3
  • ' HNDALCO INDUSTRIES LIMITED HIRAKUD PAYMENT ORDER 1 395-48 Pauto Bresanta Kumar Mohany 636 1 636 Emp. N/S.Code No. CachCheque/D./Tramiertie summer Rc. 1.73.00 1 A.P.V.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N.N'
  • ' HINDALCO INDUSTRIES LIMITED HIRAKUD WORKS PAYMENT ORDER Pauto HOTOL SHEELA TOWERS SAWABALPUR VucherNQUA Nc. H369 JANCE by Cash/Choque/D./Tangle summer of R&S.84同意 & HZQUAYE Rupes Eight thousand four hundred/Cory one only Rupes of Pavoment Dtalls of Pavoment Amount Sxpemie of fooding &lodging charges Cor Companywa quest Rs. P. Bll Bll B.4411 8,4441 8,443 8,442 (s)B) Sudah Allow P. Allowed 8,443 (S) Stychocolate Allowed Allowed 8,443 (S)B) Shoud Allowed by Allowed by Allowed 8,443 Stella Stakud 8,443 Stakelor Stella Stella Stella 8,443 638 Punidah Ndg. HIGBUG JPGB-21 C.F.F.Code Cssssstine Received Payment Acount Chechected by SQUAE SQUATITE SQUATITE SQUATITE'
  • ' ADITYA BIRLA HINDALCO INDUSTRIES LIMITED HIRAKUR POWER PAYMENT ORDER SHRING WU PEAYAG PADMI SHRING WU PADMI SHRINGHU PEANG AQUATADO PYito -PHOTOPOPICHT STURIO CHOCO AQUAT AQUAT 3 Address Bubwang SAMBOUR AQU AQUAG NO.07462 1314 - Emp No. OTIO JFSC ORBC102746 0.00 by C Chequeque D/Trenzie The sun of 200 2 A.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.P.'

Evaluation

Metrics

Label Accuracy
all 1.0

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("Gopal2002/setfit_zeon_3456")
# Run inference
preds = model("<s_cord-v2><s_menu><s_nm> RT @kanaka<s_nm> RT @kanaka</s_total>")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 2 193.4045 1530
Label Training Sample Count
3 38
4 45
5 54
6 41

Training Hyperparameters

  • batch_size: (32, 32)
  • num_epochs: (2, 2)
  • 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
  • seed: 42
  • eval_max_steps: -1
  • load_best_model_at_end: False

Training Results

Epoch Step Training Loss Validation Loss
0.0014 1 0.2908 -
0.0677 50 0.1735 -
0.1353 100 0.0824 -
0.2030 150 0.0505 -
0.2706 200 0.014 -
0.3383 250 0.0066 -
0.4060 300 0.0035 -
0.4736 350 0.0018 -
0.5413 400 0.0022 -
0.6089 450 0.0019 -
0.6766 500 0.0015 -
0.7442 550 0.0014 -
0.8119 600 0.0012 -
0.8796 650 0.0013 -
0.9472 700 0.0014 -
1.0149 750 0.0012 -
1.0825 800 0.001 -
1.1502 850 0.0012 -
1.2179 900 0.001 -
1.2855 950 0.0009 -
1.3532 1000 0.0009 -
1.4208 1050 0.0008 -
1.4885 1100 0.001 -
1.5562 1150 0.0009 -
1.6238 1200 0.001 -
1.6915 1250 0.0009 -
1.7591 1300 0.0009 -
1.8268 1350 0.0008 -
1.8945 1400 0.0007 -
1.9621 1450 0.0008 -

Framework Versions

  • Python: 3.10.12
  • SetFit: 1.0.2
  • Sentence Transformers: 2.2.2
  • Transformers: 4.35.2
  • PyTorch: 2.1.0+cu121
  • Datasets: 2.16.1
  • Tokenizers: 0.15.0

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}
}
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Inference Examples
Text Classification
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