metadata
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
metrics:
- accuracy
widget:
- text: "ci lll ll Me\n\nsy sa\n\n< : Chet > 24.09 2? Lib Gs)\nCTS 25M AS ow\n\n \n\npind\neo, YERIPHERLAL— —Sigh\\\nATE. OUST EER ING re: vw\na cerpuer a Wa,\n76.09.19 02 ym f tauren aoe ae ay Mi hid i c o) + :\nf 24-09 «19 O° wo. “do -— mae oD wie - Ae 2 AC\n” . a pie 1ay 4 qT\nie Oi. SOEs = = ple ak nyse a\n29-09: 190 2W - ~ as 20 -¥. 44 oF ww +r An as\nreearccene to 4. we Xs OL Ke get oe\nHOt XK. 49 e cal de my.440 ini ed\no2xX 19.0 2mm “Ar a. gx. 440 De fe le ot\nsy eam Pot A le eggoem po\n0A. X. 2 Ale. Sa Wid ’ elt\no4 ‘4 0 2mm — 4: joe OR AA WE ay ea si\nif c es\n\nHae.. 44 OL Wun.\n( for.y. 14 0 2am. t\n\n—4\nAe —4\na a QC\nope HOt wep A !\noq ke $4 0 2 Wh to —4e\n40x. 44 © Lm qt ~—Ae Ye\n\n15 xX a 0 7, WH “-\n\nLhe\n|\n&\n\n4 1 A\n\n6 &\n\n \n\n\\ \\ yy\nSA Lho®\ni\na=\nGe\n\n‘Q\n“,\n\n|\n\n \n\f"
- text: "SHRI SAI BRICKS & BLOCKS\n\nMONTH OF SEPTEMBER - 2019\n| out | ] | NET\nDATE VEHICLE SLNO TIME PLANT AppRESS | WT\n[22-09-2019 | 0b 17F 4129 | 09-19-659591 | 12.31 | SHREESAI BRICKS | BARGARH | 15.18\n27-09-2019 | 0D 17F 4229 | 09-19-660295 | 5.16 | SHREESAIBRICKS | BARGARH | 14.56.\n\n \n\n \n\n+\n|\n\n \n\n \n\n \n\n \n\n \n\nTOTAL 29.74 |\nMONTH OF OCTOBER - 2019\n] TIME NET\nDATE VEHICLE NO SL.NO. LL OUT BRICKS PLANT ADDRESS | WT _\n\n \n\nb\na\nAn\n=}\n\n10-05-2019 | OD17F4229 | 10-19-661801 | 19:50 | SHREESAIBRK &BL_| BARGARH |\n10-06-2019 | OD17F4129 | 10-19-661842 | 07:20 | SHREESAIBRK&BL | BARGARH | 15.14 |\n14/10/2019 | 0D17F4129 | 10-19-663006 | 00:26 _| SHREESAIBRK&BL_| BARGARH | 15.75\n| 14/10/2019 | 0017F4229 | 10-19-663007 | 00:37 | SHREESAIBRK&BL | BARGARH | 17.16 _\n16/10/2019 | 0017F4129 | 10-19-663413 | 04:14 _| SHREESAIBRK&BL_| BARGARH | 18.44\n\"16/10/2019 | 001764229 | 10-19-663414 | 04:33 | SHREESAIBRK&BL | BARGARH | 15.99\n31/10/2019 | OD17F4129 | 10-19-665660 | 00:31_| SHREESAIBRK&BL | BARGARH | 15.7\n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n(TOTAL 104.36\nMONTH OF NOVEMBER - 2019\n| - | TIME | NET\nDATE VEHICLE NO SL.NO. out | BRICKSPLANT | ADDRESS | WT\n[01-11-2019 | 0b17F 4129 | 11-19-665836 | 4.53 SHREE SAI BARGARH | 13.37 |\n15-11-2019 | 0D17F.4129 | 11-19-668335 | 0.51_| _ SHREESAl BARGARH | 14.70\n15-11-2019 | 0D17F 4229 | 11-19-668505 | 20.43 SHREE SAI BARGARH | 13.91,\n[47-11-2019 | 017 F 4229 | 11-19-668742 | 2.43 SHREE SAI BARGARH | 15.45\n[18-11-2019 | 0D17F 4229 | 11-19-668888 | 3.21 SHREESAl | BARGARH | 15.83\n[9311-2019 | 0D17F 4229 | 11-19-669818 | 2.41 SHREESAl | BARGARH | 12.95\n[23-11-2019 | 0p17F 4229 | 11-19-670013 | 23.45| _SHREESAl__|_BARGARH | 14.76\n27-11-2019 | 0D17F 4229 | 11-19-670566 | 3.25 SHREESAI | BARGARH | 15.63 |\n27-11-2009 | 0D 17F 4229 | 11-19-670698 | 16.35 SHREE SAI _BARGARH | 14.80 |\n27-11-2019 | 0b17F 4129 | 11-19-670702 | 16.47 SHREESAI | BARGARH | 14.25\n\n \n\n \n\n \n\n \n\n \n\nTOTAL _ 145.65)\n\nShree Bricks and Blocks, Bargara\n\ncde J\nCrollowt Past.\nFE ‘or\n\nP\n\nAe\n\n \n\f"
- text: "(ORIGINAL FOR RECIPIENT)\n\nPRADHAN ASSOCIATES PVT. LTD.\n\n(Engineering Contractors & Industrial Facilities Managers)\n\nPlot No. 126/2262, Khandagiri Vihar, Khandagiri , Bhubaneswar - 751030, Odisha, India.\nPhone: 91-674-2384575, 2384743 Fax: 91-674-2384604 E-mail: [email protected] website: www.papl.tech\nDETAILS OF RECEIPIENT (BILLED TO): TAX INVOICE\n(ISSUED UNDER RULE 46 OF CGST/ SGST RULES, 2017)\n\n \n \n \n \n\n \n \n \n \n \n \n\nHINDALCO INDUSTRIES LIMITED\nPOWER PLANT, HIRAKUD-768016\nDIST- SAMBALPUR, ODISHA.\n\n \n\n \n\n \n\nINVOICE NO: PAPL/22/03/087\n\n \n \n \n\n \n\n \n \n \n\n21\n21AAACH1201R12Z\nAAACH1201R\n\nINVOICE DATE: 21-03-2022\n\n \n\n \n\n13602110726\n\n \n\nDETAILS OF CONSIGNEE (SHIPPED TO):\n\n \n \n\n \n \n \n \n\nHINDALCO INDUSTRIES LIMITED\nPOWER PLANT, HIRAKUD-768016\nDIST- SAMBALPUR, ODISHA.\n\n \n \n\n \n\nDATE OF ISSUE : 21-03-2022\n\n \n \n\n \n \n \n\nPERIOD OF SERVICE: 01/12 - 31/12\n\nHSN/SAC ary TAXABLE VALUE\nCODE , (Rs.)\n\n998717 1.923 22719.00 43,688.64\n\n=f t\n\na oa\n\nPETER THE TAX IS PAYABLE ON REVERSE CHARGE BASIS:- NO\nAdd: CGST 9% 3,931.98\nAdd: SGST 9% 3,931.98\nAdd: IGST 0\n\nINVOICE TOTAL | dT 51,552.60\nTotal Invoice value (In Figures) INR 51,552.60\nTotal Invoice value (In words) RUPEES FIFTY ONE THOUSAND FIVE HUNDRED FIFTY TWO & PAISA SIXTY ONLY.\nCERTIFIED THAT THE PARTICULARS GIVEN ABOVE ARE TRUE AND CORRECT AND THE AMOUNT INDICATED REPRESENTS THE PRICE ACTUALLY CHARGED BY\nUS AND THERE IS NO FLOW OR ADDITIONAL CONDITION DIRECTLY OR INDIRECTLY FROM THE BUYER.\n\nOur GSTIN : 21AACCP4546K1ZH STATE CODE: 21 For PRADHAN ASSOCIATES PVT. LTD.\n\n \n \n\n \n \n \n\nSERVICE DESCRIPTION\n\nHIGH SKILLED ITI TECHNICIAN\n\n \n \n \n\n \n\n(FOR THE PERIOD 01/12/2021 TO 31/12/2021)\n\n \n\nner ww\n\n \n \n \n \n\n \n\n \n\n \n\n \n\n \n\n \n \n \n\n \n\n \n \n \n\n \n \n \n \n\n \n \n \n \n\n \n \n\nOur PAN : AACCP4546K\n\n \n \n\nFor Pradhan Associates Pvt, itd,\nOur CIN : U742100R1991PTC002871 WH ge\nCategory: Maint. & repair service of commercial & industrial machinery. Director\n\n \n \n\n \n\n \n\n(E&0.E.) Authorized Signato\n\n \n\f"
- text: "o\n\n \n\n \n\no\n\nGSTIN: 21AAACH1201R1ZZ\n\n| HINDALCO INDUSTRIES LIMITED State Code: 21 - Odisha\nBF HIRAKUD POWER, HIRAKUD-768 016,DIST. SAMBALPUR (ODISHA) aw\n\n© PHONE: 0663.2481965, FAX 0663-2481342 GST Commissionerate -Cuttack\n\n \n\n \n\n \n\nPURCHASE ORDER\nVendor Code: U138 P.CINo P/POISRV/2122/0781 Date: 31-0&0-2021\nM/s UTKAL CONSTRUCTION Revise No Date:\n\nOrder Type’ PURCHASE ORDER\n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\nAT-MALIPADA Effective From 01/01/2022 To 31/12/2022\nPOSIBAKUD: Price Basis\nSAMBALPUR, ORISSA, IN 768 016 Transportation arrangement\nShip to Location HIRAKUD - POWER\nEmail: [email protected] Camier\nFax: () Curency INR\nContact: ANTARYAMI PANDA (+91) 9661236394 Hindalco Contact Person: SIDOHARTH KUNDA,\nGSTIN:21ANPPP5426H12U _State:21 - Odisha Email of Contact Person: sidharth [email protected]\nRet MANPOWER LTS - - aa\nOrder Unit of Rate/trit Valve\nS1_ Stock No. & Description Quanity Measurement i) Rs)\n1 Yortt16010028 HSNISA 365.000 MDY 8827.48 ° — 3222030.20\nPROVIDE: HOUSEKEEPING; TASK TYPE: CLEANING, SCOPE: CLEANING OF i\nUNIT 4 BOILER ANO ESP 9, 10 AND 11 AND ITS PERIPHERIALS, ROADS AND CONT Tees ee\nDRAIN UNIT 4 8AT SWITCH YARD, UNIT 4 ESP CONTROL ROOM AND CAC SGST Tax@o% 289982.72\nCOMPRESSOR, TOOLS PROVIDED BY. HIL, MATERIAL PROVIDE BY: HIL —— Se\neeise ‘Gusnty Item Tota ——-3801995.64\n365.000 Need By: 31-Dec-2022\n‘Supplier item: 9 LTS 1 NLTS\nPayment Terms: 15 Days Credit GRAND TOTAL: 3801995.64\n\n \n\nBilling Address: Hindalco Industries Ltd, Hirakud Power, Hirakud - 768016, Sambalpur (ODISHA)\n(Hard copy of bills to be forwarded at shipping address)\nShipping address ; Hindalco Industries Ltd, Hirakud Power, Hirakud - 7680 18, Sambalpur (ODISHA)\n\nNotes\n\n1. THE ABOVE PRICE IS BASED ON ATTACHED LTS CALCULATION. —————\n\n2. AS PER LTS, WAGES WILL BE PAID FOR NATIONAL HOLIDAYS & FESTIVAL HOLIDAYS, HOWEVER INCASE A LABOUR IS REQUIRED TO PERFORM\nHIS JOB ON A HOLIDAY MENTIONED ABOVE, AS PER LAW THE CALCULATION FOR THAT DAY WILL BE APPLICABLE OVER AND ABOVE THE WAGES:\nHE IS BEING PAID (BASIC DA)X 2 + OTHER ALLOWANCE-1, CONTRACTOR PROFIT WILL BE @9.5% FOR LTS /8.5% FOR NUTS AS APPLICABLE AND\nFIX\n\n3, SHIFT ALLOWANCE WILL BE PAID EXTRA AS PER LTS\n\n4. PRO-RATA DEDUCTION WILL BE MADE FOR ABSENTISM AND DETERIORATION IN QUALITY OF SERVICE AS DECIDED BY THE AUTHORITY\n\n5. PAYMENT ON MONTHLY BASIS WILL BE RELEASED WITHIN 15 DAYS OF SUBMISSION OF INVOICE\n\n6. 10% OF TOTAL BILL VALUE WILL BE RETAINED BY THE COMPANY EVERY MONTH 4NO WILL BE RELEASED ANNUALLY ONLY AFTER PAYING.\nBONUS & OTHER DUES TO THE LABOURERS ENGAGED BY YOU.\n\n7.1T IS MANDATORY TO PUT GST NUMBER IN THE INVOICE.\n\n8, MANPOWER SHOULD BE DEPLOYED AS PER REQUIREMENT OF THE MANAGEMENT.\n\n9. LABOUR CESS 1% WILL BE PAID EXTRA, IF APPLICABLE\n\nOTHER TERMS:-\n1, JOB SHALL BE EXECUTED AS PER THE SCHEDULE ISSUED BY THE DEPARTMENT (TO 8E COLLECTED IN ADVANCE).\n2, YOU / CONTRACTOR'S SUPERVISOR SHALL MEET THE DEPARTMENTAL SUPERVISOR AT REGULAR INTERVAL DECIDED 8Y THE DEPARTMENT TO\nCONFIRM CHANGE IN SCHEDULE, IF ANY\n3. YOU SHALL SUBMIT THE DAILY REPORT AFTER COMPLETION OF JOB IN THE PRESCRIBED FORMAT AS DIRECTED BY THE DEPARTMENT,\n4, NO EXTRA CLAIM TO BE MADE FOR CHANGE IN SCHEDULE FOR SIMILAR TYPE OF JO8,\n\nREFUSAL OF ANY JOB SIMILAR TO THE JOB ENLISTED IN THE ORDER OR FAILURE TO EXECUTE THE JOB AS PER SCHEDULE WILL BE LIABLE FOR\nPENALTY, PENALTY AMOUNT WILL BE DECIDED BY THE CONCERN DEPARTMENT.\n6, YOU SHALL SUBMIT THE PROOF FOR MATERIAL & CONSUMABLES USED ALONG WITH THE INVOICE.\n7. SAFETY GEARS AS APPLICABLE WILL BE ISSUED TO YOU BY SAFETY DEPARTMENT. YOU SHALL DISTRIBUTE THE SAME TO YOUR WORKMEN.\nAND SHALL KEEP THE SUPPORTING DOCUMENT WHICH WILL BE VERIFIED BY HR FROM TIME TO TIME\n8 HOUSEKEEPING OF AREAS AS INSTRUCTED BY DEPARTMENT WILL BE IN YOUR SCOPE. IF PROPER CLEANING IS NOT DONE THEN AMOUNT.\nRELATED TO THAT JOB WILL BE DEDUCTED FOR THAT PARTICULAR OCCASION\n\n \n\nHINDALCO INOUSTRIES LIMITED secede\nAhura Centre, 1st Ficor, 8 Wing, Mahakall Caves Rload Ancher(East), Mumbai 400083, India, rage 10\n\nTel No: 91 22 6691 7000, Email: hindatco@adityabirla com, Website: www adityabiria c\nCorporate identity No: L27020MH1958PLC011238\n\n \n\n \n\f"
- text: "HINDALCO INDUSTRIES LIMITED\n\nHIRAKUD POWER, HIRAKUD-768 016,01STSAMBALPUR (ODISHA)\n\nGSTIN: 21AAACH1201R1ZZ\nState Code: 21 - Odisha\nGST Rangeldivision\n\n \n\nPHONE 0663-2481365, FAX: 0663-2481342\n\nSambalpur\nGST Commissionerate -Cuttack\n\nPURCHASE ORDER\n\nVendor Code D152\nM/s DUDHALA ROAD LINES\n\nNEW MARKET\nHIRAKUD\n\nSAMBALPUR, ORISSA. INDIA 768 016\n\nEmail: dudhalaroadiines@gmail com\nFax. ()9861153984\nContact: HIRU () 9861153984\n\nGSTIN: 21AHWPS4288D3ZV—State:21 - Odisha\n\nP.O/No: P/PO/SRVI2122/0062 Date: 29-APR-2021\nRevise No: Date:\nOrder Type: PURCHASE ORDER\nEffective From 01/04/2021 To 31/03/2022\nPrice Basis\nTransporation arrangement\nShip to Location\nCartier\nCurrency INR\nHindalco Contact Person GOPINATH NAIK,\n\nEmail of Contact Person: [email protected]\n\nHIRAKUD - POWER\n\nRef SERVICE CHARGE AGAINST SUPPLY OF TRACTORS\n\nOrder Unit of Rate/Unit Value\nSI, Stock No. & Description Quantity Measurement (Rs.) (Rs.)\n1 $c073318 HSN/SAC: 100.000 DAY 1300.00 130000.00\nSERVICE CHARGE AGAINST SUPPLY OF TRACTORS COST Tax@0% 4170.00\n\nCC Code Quantity a\nrere Nese Bj a HaRARIREe SGST Tax@9% 11700.00\ntem Total: 153400.00\nPayment Terms: 15 Days Credit GRAND TOTAL: 153400.00\n\nan\n\nwilling Address: Hindalco Industries Ltd, Hirakud Power, Hirakud - 768016, Sambaipur (ODISHA)\n(Hard copy of bills to be forwarded at shipping address)\n\nShipping address : Hindalco Industries Ltd, Hirakud Power, Hirakud - 768016, Sambalpur (ODISHA)\n\nNotes\nREFER YOUR OFFER MAIL DT. 15-02-21\n\n1. JOB SHOULD BE CARRIED OUT AS PER INSTRUCTION OF ENGINEER INCHARGE.\n\n2. DIESEL AND DRIVER CHARGES WILL BE IN VENDOR'S SCOPE\n\n3. ENGAGEMENT OF TRACTOR WILL BE CALCULATED AS PER ACTUAL HOUR BASIS AND ENGAGEMENT OF TRACTOR WILL BE CALCULATED PER\nDAY BASIS (MAX TO 8 HRS PER DAY)\n\n4. THE REQUIRED VECHILE ( TRACTOR) SHALL HAVE PROPER REGISTRATION & INSURANCE AS PER THE STATE GOVERNMENT RULE AND THE\nDRIVERS SHOULD HAVE A VALID DRIVING LICENSE.\n\n5. ONE COPY OF VALID REGISTRATION & INSURANCE, FITTNESS OF THE VEHICLE MUST BE SUBMITTED TO HINDALCO BEFORE ENGAGEMENT OF\nTHE VEHICLE DRIVER HAVE TO CARRY ORIGINAL / COPIES OF ALL RELEATED DOCUMENTS WITH HIM WHILE ON DUTY.\n\n6. PLEASE REFER ANNEXURE-II. Ill A, S FOR DETAIL TERMS AND CONDITIONS.\n\n\"You will be raising valid Tax invoice as per GST Laws for the supply covered by the instant\nPO and comply with all the GST rules and regulations as notified and/or to be notified in future\nincluding filing of return . payment of taxes ete. Failure to comply with any of the provisions of\nGST Laws will tead to cancellation of this order and / or subject to any other action as\nmanagement wil deem fit *\n\n \n\nCHANORA MAKTHALA\n\nPlant Materials Head\nHindalco Industries Limited\nHirakud\nRegd. Office:\nHINDALCO INDUSTRIES LIMITED P;\nAhura Centre, 1st Floor, B Wing, Mahakali Caves Road Andheri(Eas!), Mumbai 400093, India ‘age 1 of 12\n\nTel No: 91 22 6691 7000, Email: [email protected], Website: www.adityabirla.com\nCorporate Identity No: L27020MH1958PLC011238\n\f"
pipeline_tag: text-classification
inference: true
base_model: BAAI/bge-small-en-v1.5
model-index:
- name: SetFit with BAAI/bge-small-en-v1.5
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 1
name: Accuracy
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:
- Fine-tuning a Sentence Transformer with contrastive learning.
- Training a classification head with features from the fine-tuned Sentence Transformer.
Model Details
Model Description
- Model Type: SetFit
- Sentence Transformer body: BAAI/bge-small-en-v1.5
- Classification head: a LogisticRegression instance
- Maximum Sequence Length: 512 tokens
- Number of Classes: 3 classes
Model Sources
- Repository: SetFit on GitHub
- Paper: Efficient Few-Shot Learning Without Prompts
- Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts
Model Labels
| Label | Examples |
|---|---|
| 2 |
|
| 1 |
|
| 0 |
|
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/SERVICE_ZEON")
# Run inference
preds = model("ci lll ll Me
sy sa
< : Chet > 24.09 2? Lib Gs)
CTS 25M AS ow
pind
eo, YERIPHERLAL— —Sigh\
ATE. OUST EER ING re: vw
a cerpuer a Wa,
76.09.19 02 ym f tauren aoe ae ay Mi hid i c o) + :
f 24-09 «19 O° wo. “do -— mae oD wie - Ae 2 AC
” . a pie 1ay 4 qT
ie Oi. SOEs = = ple ak nyse a
29-09: 190 2W - ~ as 20 -¥. 44 oF ww +r An as
reearccene to 4. we Xs OL Ke get oe
HOt XK. 49 e cal de my.440 ini ed
o2xX 19.0 2mm “Ar a. gx. 440 De fe le ot
sy eam Pot A le eggoem po
0A. X. 2 Ale. Sa Wid ’ elt
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if c es
Hae.. 44 OL Wun.
( for.y. 14 0 2am. t
—4
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ope HOt wep A !
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Lhe
|
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")
Training Details
Training Set Metrics
| Training set | Min | Median | Max |
|---|---|---|---|
| Word count | 2 | 284.6628 | 699 |
| Label | Training Sample Count |
|---|---|
| 0 | 30 |
| 1 | 24 |
| 2 | 32 |
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 |
|---|---|---|---|
| 0.0065 | 1 | 0.2818 | - |
| 0.3268 | 50 | 0.0374 | - |
| 0.6536 | 100 | 0.0053 | - |
| 0.9804 | 150 | 0.003 | - |
| 1.3072 | 200 | 0.0028 | - |
| 1.6340 | 250 | 0.0029 | - |
| 1.9608 | 300 | 0.0032 | - |
Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- 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}
}