metadata
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
base_model: BAAI/bge-small-en-v1.5
metrics:
- accuracy
widget:
- text: "ADITYA BIRLA\n\n \n\nHINDALCO INDUSTRIES LIMITED\n\n \n\nHIRAKUD POWER, HIRAKUD-768 016, DIST.:SAMBALPUR (ODISHA) Range: Hirakuc\nPHONE: 0663-2481365, FAX: 0663-2481342 Division : Sambal\nPURCHASE ORDER Excise Regn. No.\nVendor Code: B120 PO No: P/PO/SRV/1617/0998 Date: 24-FEB-2/\nM/s BHARAT INSULATION COMPANY Rev. No: Date:\nB-61, TURRA\nPrice Basis:\nTransportation arrangement:\nDIST. SONEBHADRA, UTTARPRADESH, IN 231221 Ship to Location: HIRAKUD - POWER\nEmail: [email protected] Currency: INR\nFax: () Hindalco Contact Person AMARESH MISHRA,\nContact: SAGAR KHANNA (+91) 9838407002 Email of Contact Person: [email protected]\niNaige oo Oo oo OO OS OO\n\nRATE, TERMS & CONDITIONS ARE AS PER OUR EARLIER ORDER NO. P/PO/SRV/1617/0804\n\nA. PAYMENT TERMS :-\n1. Service Tax as applicable will be paid extra.\n\n2. It is mandatory to put PAN number in the invoice. As per Section 69 of the Finance Act and rule 4 of the Service Tax Rules, 1994, it is mandatory to mention\nTax Registration number in the invoice.\n\n3.All tools and tackles are in your scope.\n\n4. Seif tapping screw, scaffolding, pop rivet, GI wire, Tape in your scope.\n\nOTHER TERMS:-\n\n1. Bill will be released only after thermography report submitted by Department\n\n2. Strip to be installed in duct area free of cost\n\n3. Scrap material to be resused after due consultation with department\n\n4. Warranty will be 1 Year from date of completion of job\n\n5. We will supply only Cladding sheet and Insulation to the Contractor, rest all the material in your scope.\n\nNOTE:-\n1. PLEASE REFER ANNEXURE - II FOR “GENERAL TERMS AND CONDITIONS - SERVICES\"\n2. PLEASE REFER ANNEXURE- A FOR \"SAFETY CODE OF CONDUCT\"\n\nfor and on behalf of\n\nGIRISH ABBOTT\nComplex Head - Materials\n\nHindalco Industries Limited\n\n \n\nHirakud\nRegd. Office: Page 3 of 3 Sales Tax mes\nHINDALCO INDUSTRIES LIMITED C.S.T.No. : SAI(C) 345, 0\nCentury Bhavan, 3rd Floor, 0.S.T. No. SAI 2587, Dt.\nDr. Annie Besant Road, Worli, Mumbai-400 030 TIN : 21601703134\n\nTel No: 91 22 6662 6666, Email: [email protected], Website: www.adityabirla.com\n\nCarnarata Idantitu Ma: I ITNINMLADERDI 7N11922\n\f"
- text: " \n\nM/S ANIL KUMAR SAHU\n\n \n\nAT/PO- HIRAKUD\nDIST - SAMBALPUR- 768016, ODISHA,\n\nMOBILE NO : 9777356729\nEMAIL ID : [email protected]’\n\n \n\nDETAILS OF RECEIPIENT (BILLED TO)\nHINDALCO INDUSTRIES LTD.\nHIRAKUD POWER\nAT/PO:- HIRAKUD\n\n|\n\nTAX INVOICE\n(ISSUEDUNDER RULE 46 OF GST/OGST RULE,2017)\n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\nDIST: | SAMBALPUR - 798016,ODISHA INVOICE NO. 487/20\nSTATE CODE:- 21 INVOICE DATE 11.03.2020\nGSTIN :- 21AAACH1201R1ZZ\nPAN NO:- AAACH1201R PO. NO. P/PO/SRV/1920/0976\nDETAILS OF COSIGNEE (SHIPPED ) |\nHINDALCO INDUSTRIES LTD. PO DATE\ni HIRAKUD POWER\nAT/PO:- HIRAKUD DATE OF ISSUE\nDIST:- | SAMBALPUR - 798016,ODISH..\nPERIOD OF SERVICE JULY - 2019 TO JANUARY - 2020\nNo. SERVICE DESCRIPTION Meooe yous] vom | fag) | as)\n$C1764\nASH TRANSPORTATION TO VARIOUS\nL BRICKS PLANT DISTANCE 106 KM TO110 KM\n1 MONTH OF JULY - 2019 90.44 | 313.50 28,352.94\n2 MONTH OF AUGUST - 2019 57.70 313.50 18,088.95\n3 MONTH OF SEPTEMBER - 2019 29.74 313.50 9,323.49\n4 MONTH OF OCTOBER - 2019 9954 | 114.36 MT 313.50 35,851.86\n5 r MONTH OF NOVEMBER - 2019 145.65 313.50 45,661.28 |\n6 MONTH OF DECEMBER - 2019 131.13 313.50 41,109.26\n7 MONTH OF JANUARY - 2020 114.85 | 313.50 36,005.48 |\nTOTAL 2,14,393.25\nWHETHER THE TAX IXS PAYABLE ON REVERSE CHARGE BASIS :- [No\nINVOICE TOTAL 2,14,393.25\n\n \n\n \n\nTOTAL INVOICE VALUE (IN FIGURE )\n\nRS.2,14,393.25\n\n \n\na_i\n\nTOTAL INVOICE VALUE (IN WORDS )\n\n \n\nTWO LAKH FOURTEEN THOUSAND THREE HUNDRED NINETY THREE ONLY.\n\n \n\nCERTIFIED THAT THE PARTICULARS GIVEN ABOVE ARE TRUE AND CORRECT AND THE AMOUNT INDICATED\nREPRESENTS THE PRICE ACTUALLY CHARGED BY US AND THERE IS NO FLOW OS ADDITIAL CONDITION DIRECTLY OR INDIRECTLY FROM THE BUYER\n\n \n\n-\nSTATE CODE:- 21\n\nOUR GST NO:- 21AIUPS3946D1Z1\n\nOUR PAN NO: AIUPS3946D\n\n \n\n(E&O.E.)\n\nFOR M/S ANIL KUMAR SAHU\nFor Anil Kumar Sahu\n\nlw Gs\n\nProprietor\nAUTHORISED SIGNATORY\n\n \n\n \n\n \n\f"
- text: "| Sth. Mansur i ves cere\n\n09861521380\nAt- Hirakud, Dist- Sambalpur, Odisha-768016\n{ORIGINAL FOR RECEIPIENT)\n\nTAX INVOICE\nISSUED UNDER RULE 46 OF CGST / OGST RULES, 2017) _\n\nwvorceno: SX 0-219 /19\n\n \n \n \n \n\n \n \n\nDETAILS OF RECEIPIENTS (BILLED TO)\nHINDALCO INDUSTRIES LIMITED\nHIRAKUD POWER\nAT/PO- HIRAKUD,\nDIST- SAMBALPUR-768016, ODISHA\n\n \n \n \n \n \n\n \n \n \n\nINVOICEDATE: | ¥~ G'\n\nPO NO. : ejeo| seupres] oF € J\n\n \n \n \n\n \n \n\nGSTIN : 21AAACH1201R17Z\nPAN No. : AAACH1201R\nDETAILS OF CONSIGNEE (SHIPPED TO)\nHINDALCO INDUSTRIES LIMITED\n\n \n \n \n \n\n \n \n\nPODATE: 9Q~-'-'%\n\n \n \n\nDATE OF ISSUE :\n\n \n\nPERIOD OF SERVICE: 14-$°\"% fo 16-64-19\n\n \n \n \n\n \n \n\naf uh Dea VC cy )* OR gre\n\nb)L Om egy cd.\n\n \n \n \n\n \n\nSG0004\nSe eS\n\nSea wee. of a Ck.fwd pote. ce. ovev\n| x\n\naged of Rok. Ae gers € eAv cdl\n\n \n \n\n \n\n \n\n \n \n\nTotal Invoice value (In Figures)\nTotal Invoice value (in words) —\n\n \n \n\n \n\n \n \n \n\n“T wralisa $2.93 §acKs a f : “4 of Fy as nS a @& @er\\. | wai\n\n \n\nCERTIFIED THAT THE PARTICULARS GIVEN ABOVE ARE TRUE AND CORRECT AND THE AMOUNT INDICATED REPRESENTS THE PRICE ACTUALLY\nCHARGED BY US AND IS NO FLOW OS ADDITIAL CONDITION DIRECTLY OR INDIRECTLY FROM THE BUYER.\n\n \n\n \n \n \n \n\nOur GSTIN : 21ALGPA5675EIZI\n\n \n\nOur PAN: ALGPAS675E\n\f"
- text: "fan UNITED ECO CARE CONSULTANCY PVT.LTD\n\n \n\nTAX INVOICE\nINVOICE Neh eet) 02-03-2022\n\n \n \n\n|VENDOR DETAILS:\nIHINDALCO INDUSTRIES UMITED [UNITED ECO CARE CONSULTANCY PRIVATE LIMITED\nHirakud Power, Hirakud - 768016, Sambalpur (ODISHA) Flat No: 006, Prasanti Apartment, Deulsahi, Tulsipur,\nDist: Cuttack-753008, Odisha, India.\nICIN NO: U513970R2008PTC009763\n\n \n \n\n \n \n \n\n \n\n:]21MAACH1201R1ZZ GSTIN: |21AAACU9687L1ZS, State Code: 21 (Odisha)\nPAN: |AAACH1201R - PAN: | AAACU9687L |SAC CODE: |998346\n>/SR\\ ~ SERVICE TYPE: Scientific & Technical Consultancy Services.\n\n \n \n \n\n \n \n \n\n \n \n\n \n\nP.O. NO: |P/PO/SRV/2122/0846\n\n \n\n \n\n \n \n \n\nP.O. DATE: (12-01- 202200 IBANK DETAILS:\nISHIP TO: —_ BANK NAME: AXIS BANK LTD.\nIHINDALCO INDUSTRIES LIMITED A/C NO: 9100 2001 2908 617\n\n \n \n\nHirakud Power, Hirakud - 768016, Sambalpur (ODISHA) A/C TYPE: CURRENT\nEffective From 12/01/2022 To 31/12/2022 FSC CODE: UTIB 0000 550\nBRANCH ADDRESS: BIDANASI, CUTTACK\n\n \n \n \n \n\n \n\n \n\nSERVICE PERIOD: 15/01/2022 to 17/01/2022\nICONTACT PERSON: Mr. Subrat kumar Biswal (chp dept) 8 ¢\nBRIEF ORDER DESCRIPTION: LOAD TEST WITH CERTIFICATION OF HOIST & CHAIN\n\nPULLY BLOCK.\n\n \n \n \n\n \n\nACLU TCCa CPA Ey eit)\n\n \n \n\nSERVICE DESCRIPTION PO. QTY. UoM eee ee LINE TOTAL (Rs.)\n(US\n\n \n \n \n \n \n \n \n \n \n\n \n \n \n \n \n\n \n\n \n\n \n\n \n\n \n \n \n\n \n\n \n\n \n\n \n\n \n\n \n\n731216140082\n10 | ELECTRICALLY OPERATED OVERHEAD WIRE ROPE HOIST: 2 TON 1,615.00\n~ 731216140084 ne Ga, te F _\n2.0 _ ELECTRICALLY OPERATED OVERHEAD WIRE ROPE HOIST: 1,615.00 il 1,615.00\n731216140085 : ‘i a aN j\n3.0 ELECTRICALLY OPERATED OVERHEAD WIRE ROPE HOIST: 10 TON 2,400.00 2.00 4,800.00\n|U731216140335 - ay iv | |\n4.0 |evectRICALLY OPERATED OVERHEAD WIRE ROPE HOIST: 6TON 1,615.00 109 | 1,615.00\nFea a 2 i al | | as\nU731216140336 |\n3.0 ELECTRICALLY OPERATED OVERHEAD WIRE ROPE HOIST: 3 TON A NGS: gh\" 1615.00 100 1615.00 |\nU731216140337 oo | alte i\n6.0 ELECTRICALLY OPERATED OVERHEAD WIRE ROPE HOIST: 7.5 TON i G | Nes | 2,400.00 4.00 9,600.00\n731216140426 - sb svcammeenitl oT gs Pte\n70 CHAIN PULLEY BLOCK (37) | 5 Nos 304.00 1.00 304.00\n(811418040116 — — TY |\n8,0 INSPECTION AND TESTING OF OF CHAIN BLOCK ABOVE 3T AND UPTO. 5 Nos 500.00 | 1.00 500.00\n6T\n811418040117 = =|\n9.0 Loa TEST OF CHAIN BLOCK UPTO aT 25 Nos 5,472.00\n7 tL _ EER\n_ —_ SGST @9% 2,587.59\n| CGST @9% 2,587.59 |\nlIGst @ 18%\nAmount in Words: Rupees Thirty Three Thousand Nine Hundred Twet\n\n \n\n \n\n \n\n \n\n \n\f"
- text: " \n\n \n\n| HINDALCO INDUSTRIES LIMITED\n\ngy HIRAKUD SMELTER, HIRAKUD-768 016,DIST.:SAMBALPUR (ODISHA)\nPHONE: 0663-248 1307/2481273/2481452, FAX: 0663-2481356\n\n \n\nGSTIN: 21AAACH1201R1ZZ\nState Code: 21 - Odisha\n\nGST Range/division: Sambalpur\nGST Commissionerate - Cuttack\n\n \n\nPURCHASE ORDER\n\nVendor Code: P81 P.O/No: S/PO/SRV/1920/0144 Date: 26-APR-2019\nMis P.K.TRIPATHY Revies No} Date\n\nOrder Type: PURCHASE ORDER\nF-3/D, MAA TARINI APARTMENT Effective From 01/04/2019 To 31/03/2020\nBUDHARAJA Price Basis * NONE\nSAMBALPUR, ORISSA, IN 768 004 Transportation arrangement\n\nShip to Location HIRAKUD - SMELTER:\nEmail: [email protected] Carrier\nFax: () Currency SINR,\nContact: PRATAP KU, TRIPATHY () 9861732186. Hindalco Contact Person SRIKANDAR BHOI,\n\nGSTIN: 21AAXPTOS26F1ZO —_State:21 - Odisha\n\nEmail of Contact Person: purchasesmelter@adityabiria com\n\nRef (ANNUAL ORDER) PERIPHERAL HOUSEKEEPING ,METAL PAD CUTTING IN LINE-183 AND COURTYARD HOUSEKEEPING IN LINEA\n\n \n\n \n\n \n\n \n\n \n\n \n\nOrder Unit of Rate/Unit Value\nSl. Stock No. & Description Quantity Measurement (Rs) (Rs)\n1 SCPRO382 HSN/SAC: 9985 12.000 MON 101021.171212284.04\nPERIPHERAL HOUSEKEEPING AND MISCELLANEOUS JOBS IN POT LINES. cost Tax@a% 10910286\nCC Code Quant\n\nyd Need By: 31-MAR-2020 SGST Tax@9% 109102.86\nTem Total 1430459.76\n2 ScPRo4S1 HSN/SAC: 9985 42.000 MON 4934072 -592088.64\nMETAL PAD CUTTING IN LINE1 AND 3. COST Tax@o% 53287.98\n\nCC Code Quantity\n32000 Need By: 31-MAR-2020 SGST TanQo%. SST\nitem Total 698664.60\n3 SCPRO3e2 HSNISAC: 9985, 12,000 MON 148669.52 1748034.24\nCOURTYARD HOUSEKEEPING IN LINE-1 COST Tax@9% 157323.08\nCia usiiy SGST Tax@9% 157323.08\n12,000 Need By: 3t-MAR-2029 item Total: 2062680.40\nPayment Terms: 15 days credit against RA bill GRAND TOTAL: 4191804.76\n\nFreight Terms: NONE\n\nBilling Address\n(Hard\nShipping address : Hindalco'Industries Ltd, Hirakud Smol\n\nNotes:\n\nNeQB/S TO BE DONE AS PER THE INSTRUCTION & SATISFACTION OF ENGIENEER-IN-CHARGE AT SITE.DETAILS SCOPE OF WORK ATTACHED\n\nHEREWITH.\n2. BREAK-UP OF MANPOWER :\nITEM SL. NO.1 (SCPRO382) :\n\n \n\n \n\n+ Hindalco Industries Ltd, Hirakud Smelter, Hirakud - 768016, Sambalpur (ODISHA)\ny of bills to be forwarded at shipping address)\nr, Hirakud - 768016,\n\n‘Sambalpur (ODISHA)\n\nOBNOS UN-SKILLED (LTS) FOR 30.42AYS = 243 36MANDAYS X 415.11=1,01,021.17/- PER MONTH\n\nITEM SL. NO.2 (SCPRO451) :\n\nO4NOS SEMI-SKILLED (LTS) FOR 26DAYS = 104MANDAYS X 474 43= 49,340.72/- PER MONTH\n\nITEM SL.NO.3 (SCPRO392) :\n\nDINO. HI-SKILLED (LTS) FOR 30.42AYS = 30.42MANDAYS x 637.51:\n\n \n\n9,393.05).\n\nONOS UN-SKILLED (LTS) FOR 30.42AYS = 304.2MANDAYS X 415 11=1,26,276.46/-\n\n1,45 (669 52/- PER MONTH\n\n3. YOU HAVE TO SUBMIT PROPER SUPPORTING DOCUMENTS LIKE JOB TICKET & LOG BOOK ALONG WITH BILL AT ACCOUNTS.\n\n4. RATE |S AS PER LTS LABOUR RATE W.E.F.30/10/2018,\n\n \n\nRegd. Office:\nHINDALCO INDUSTRIES LIMITED\n\nAhura Centra, 1st Floor, B Wing, Mahakali Caves Road Andheri(East), Mumbai 400093, India,\n\nPage 1 of 2\n\nTel No: 91 22 6691 7000, Emall: [email protected], Website: www.adityabiria com\n\nCorporate Identity No: L27020MH1958PLC011238\n\nwy\n¥Y\n\n \n\nrv .\nTA\\W\\rP\n\f"
pipeline_tag: text-classification
inference: true
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: 4 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 |
|---|---|
| 3 |
|
| 0 |
|
| 1 |
|
| 2 |
|
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/NASFUND_MODEL_V1")
# Run inference
preds = model("| Sth. Mansur i ves cere
09861521380
At- Hirakud, Dist- Sambalpur, Odisha-768016
{ORIGINAL FOR RECEIPIENT)
TAX INVOICE
ISSUED UNDER RULE 46 OF CGST / OGST RULES, 2017) _
wvorceno: SX 0-219 /19
DETAILS OF RECEIPIENTS (BILLED TO)
HINDALCO INDUSTRIES LIMITED
HIRAKUD POWER
AT/PO- HIRAKUD,
DIST- SAMBALPUR-768016, ODISHA
INVOICEDATE: | ¥~ G'
PO NO. : ejeo| seupres] oF € J
GSTIN : 21AAACH1201R17Z
PAN No. : AAACH1201R
DETAILS OF CONSIGNEE (SHIPPED TO)
HINDALCO INDUSTRIES LIMITED
PODATE: 9Q~-'-'%
DATE OF ISSUE :
PERIOD OF SERVICE: 14-$°\"% fo 16-64-19
af uh Dea VC cy )* OR gre
b)L Om egy cd.
SG0004
Se eS
Sea wee. of a Ck.fwd pote. ce. ovev
| x
aged of Rok. Ae gers € eAv cdl
Total Invoice value (In Figures)
Total Invoice value (in words) —
“T wralisa $2.93 §acKs a f : “4 of Fy as nS a @& @er\. | wai
CERTIFIED THAT THE PARTICULARS GIVEN ABOVE ARE TRUE AND CORRECT AND THE AMOUNT INDICATED REPRESENTS THE PRICE ACTUALLY
CHARGED BY US AND IS NO FLOW OS ADDITIAL CONDITION DIRECTLY OR INDIRECTLY FROM THE BUYER.
Our GSTIN : 21ALGPA5675EIZI
Our PAN: ALGPAS675E
")
Training Details
Training Set Metrics
| Training set | Min | Median | Max |
|---|---|---|---|
| Word count | 2 | 274.2711 | 699 |
| Label | Training Sample Count |
|---|---|
| 0 | 53 |
| 1 | 53 |
| 2 | 5 |
| 3 | 55 |
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 |
|---|---|---|---|
| 0.0017 | 1 | 0.2889 | - |
| 0.0846 | 50 | 0.2092 | - |
| 0.1692 | 100 | 0.0499 | - |
| 0.2538 | 150 | 0.0143 | - |
| 0.3384 | 200 | 0.0113 | - |
| 0.4230 | 250 | 0.0023 | - |
| 0.5076 | 300 | 0.0027 | - |
| 0.5922 | 350 | 0.0025 | - |
| 0.6768 | 400 | 0.0012 | - |
| 0.7614 | 450 | 0.0012 | - |
| 0.8460 | 500 | 0.001 | - |
| 0.9306 | 550 | 0.0014 | - |
| 1.0152 | 600 | 0.0011 | - |
| 1.0998 | 650 | 0.0013 | - |
| 1.1844 | 700 | 0.0012 | - |
| 1.2690 | 750 | 0.0008 | - |
| 1.3536 | 800 | 0.0008 | - |
| 1.4382 | 850 | 0.0008 | - |
| 1.5228 | 900 | 0.0008 | - |
| 1.6074 | 950 | 0.0008 | - |
| 1.6920 | 1000 | 0.0007 | - |
| 1.7766 | 1050 | 0.0007 | - |
| 1.8613 | 1100 | 0.0008 | - |
| 1.9459 | 1150 | 0.0007 | - |
Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 2.7.0
- Transformers: 4.40.1
- PyTorch: 2.2.1+cu121
- Datasets: 2.19.0
- Tokenizers: 0.19.1
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}
}