setfit safetensors bert sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 model-index region:us
---
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: "nasfund este\n\n \n\nAccounts Payable\n\n \n\nIT Division\n\n \n\n05 March\
    \ 2024\n\n \n\n2 x Laptops for nasfund Lae\n\n \n\n \n\nDatec\n\n \n\n2 x Laptops\
    \ for nasfund Lae. One will be issued to their new Employer Service\nofficer and\
    \ the other one will be used as their ID laptop when they go onsite to\nemployers.\n\
    \n \n\nK10,532.52\n\n \n\nPO\n\n \n\n \n\n \n\nAttached Quote from Datec\n\nRequested\
    \ by:\nWK,\n\nAsaph Kuliniasi\n\nHelp Desk Analyst\n\n05 March 2024\n\nRecommended\
    \ By:\n\nSamuel Topotol |\nTL Infrastructure\n05 March 2024\n\n \n\n \n\n05 March\
    \ 2024\n\f"
- text: "Poreporena Freeway\n\\V P.O.Box 504, Port Moresby, NCD\n\ndatec\n\nPapua\
    \ New Guinea\nPhone: +675-303 1333 Fax: +675-325 9066\n\nInnovative Solutions\
    \ | Valued Services\n\n \n\nStatement For: STATEMENT OF\nNational Superannuation\
    \ Fund B ACCOU NT\nP.O. Box 5791\n\nBOROKO\n\nNational Capital District 111\n\n\
    Statement Date: 31-Mar-2024\n\n \n\nPoreporena Freeway\n\nP.O.Box 504, Port Moresby,\
    \ NCD\n\nPapua New Guinea\n\nPhone: +675-303 1333 Fax: +675-325 9066\n\nStatement\
    \ Date: 31-Mar-2024\n\nREMITTANCE ADVICE\n\nNational Superannuation Fund B\n\n\
    \ \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\
    \n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n3. EFT or Bank Deposit:\n\n \n\n\
    Datec customer account number in the reference field.\nTo Datec (PNG) Limited\
    \ at BSP account number\n1000584670. Ensure you include your Datec customer\n\
    account number in the reference field.\n\nTo ensure prompt credit to your Datec\
    \ account number please fax a remittance advice to\n+675 325 9066 or email to:\
    \ accounts@datec.com.pg showing the amount paid, date paid and\n\n \n\n \n\nyour\
    \ Datec customer account number.\n\n \n\n27/04/2024 11:48:42 AM\n\nPage 2 of 2\n\
    \n \n\n \n\n \n\n \n\n \n\nAccount: 12226168 12226168\nTIN: 500000740\nDate Invoice\
    \ Reference Type} Amount Balance Date Reference | Amount\n|\n90+ days 60 days\
    \ 30 days Current Total Balance Amount Due (K)\n-115,689.12 9,361.44 145,146.46\
    \ 271,320.98 310,139.76 310,139.76\nTERMS: Trading Terms are strictly 30 days\
    \ only\nHOW TO PAY YOUR ACCOUNT:\n1. By Cheque: Please write your Datec customer\
    \ account number on the\nback of your cheque, attach remittance advice and post\
    \ or\ndeliver to:\nDATEC (PNG) Limted PO Box 504, Port Moresby, Papua New\nGuinea.\n\
    2. BillPay: Datec BillPay number is 10086. Ensure you include your\n\f"
- text: "\\\\ Poreporena Freeway\nDY P.O.Box 504, Port Moresby, NCD\nPapua New Guinea\n\
    \nInnovative Solutions | Valued Services\n\nHEAD OFFICE\nDatec (PNG) Limited\n\
    \nBranches\nLae\n\nTel: +67:5 473 0600\nFax: +675 472 7277\n\n \n\nSletjford St\
    \ & Coronation Dr.\n\n   \n\nMt Hagen Goroka\nHagen Drive Elizabeth Street\nTel:\
    \ +675 542 3233 Tel: +675 532 3168\n\nFax: +675 542 3234\n\nFax: +675 532 3166\n\
    \nMadang\n\nNuna Street\nTel: +675 422 2133\nFax: +675 422 2134\n\nKokopo\n\n\
    Kokopo Beach Front\nTel: +675 982 5399\nFax: +675 982 5503\n\nAlotau\n\nCharles\
    \ Abel Highway\nTel: +675 6410617\nFax: +675 6410619\n\nQUOTATION / PROFORMA INVOICE\n\
    \n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n\
    \ \n\n \n\n \n\n \n\n \n\n \n\nQuote Te: paliver Ta: Account: 12226168\naa & .\
    \ aac Customer Ref: 1X HP PB 450 G10 Quote No: 4770363\national Superannuation\
    \ Fund B Attn: Asaph Ki Delivery Instructions: Date: 01-MAR-24\nP.O. Box 5791\
    \ Head Office, BSP Haus-Level 3, ea ate: HENS\nBOROKO Harbour City, Port Moresby.\
    \ : TIN: 500000740\nNational Capital District 111 Page No. 1 of 1\nVALID FOR 14\
    \ DAYS ONLY Rep: Douglas Laimo\nQUOTATION/PROFORMA INVOICE ONLY .\n** NO DELIVERY\
    \ ***** Service Job:\nLine Item Code Item Description UOM Quantity B/Ord Unit\
    \ Price Extended Price\n1.0 | 003275276 HP PB 450 G10 i5/16/256 9E949P EACH 2.00\
    \ 0.00 4,424.61 8,849.22\n** [5-1334U CPU/6Gb RAM/256Gb SSD/15\"Wint1 Poos *™\
    \ ASsct No.\nAvailability: 17x available in stock. v9>7-¢2\n2.0 | 004611240 Simpl\
    \ USB-C 12-in-1 Multiport Docking Stati “)| EACH 2.00 0.00 362.90 725.80\nAvailabilty:\
    \ 9x available in stock Cowl Means)\nbeget No OFKH\nUO Luptip )\nSalesperson:\
    \ Douglas Laimo Signature: Date:___ 01/03/2024 Goods & Service Tax (K) 957.50\n\
    TERMS: Trading terms are strictly 30 days only. Datec may at its discretion register\
    \ any customer that defaults in payments Total (K) 10,532.52\nand has debts over\
    \ their trading terms with the Credit & Data Bureau of FING. , :\n\nHOW TO PAY\
    \ YOUR ACCOUNT:\n\n1. EFT or Bank Deposit:\n2. By Purchase Order:\n\n \n\n \n\n\
    \ \n\nTo Datec (PNG) Limited at BSP account number 1600584670, BSB number 088-951.\
    \ Ensure you include the above Quote/Invoice number in the reference field.\n\
    Applicable only to Credit Customers.\n\nTo ensure prompt credit to your Datec\
    \ account number please fax a remittance a:tvice to +675 325 9066 or email to:\
    \ accounts@datec.com.pg showing the amount paid, date paid and your Datec\n\n\
    \ \n\n(customer account number. For any further Sales Enquiries, email: sales@datec\
    \ com.pg or contact the Salesperson.\n\nPowered by PRONTO xi\n\nPage 1 of 1\n\f"
- text: "   \n\nPort Moresby Lae Hagen\ni IE P.O.BOX 1618, BOROKO P.O.BOX 2507, LAE\
    \ Building C, Unit 1, Section 06\nAq | i NCD, PNG MOROBE, PNG Mt Hagen, WHP, PNG\n\
    Phone: (675) 313 9800 Phone: (675) 472 5488 Phone: (675) 7528 7200\nPhone: (675)\
    \ 7232 1300 Phone: (675) 7054 4494 Phone: (675) 7590 5096\n\nsales@theodist.com.pg\n\
    \nBUSINESS SUPERSTORE is miler\nGST REG NO 377\n\nsaleslae@theodist.com.pg\n\n\
    TIN NO 500000599 _\n\nsaleshagen@theodist.com.pg\n\n \n\n \n\n \n\n \n\n \n\n\
    \ \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\
    \n \n\n \n\n \n\n \n\nPrinted on 5/03/2024 11:54:13 AM\n\n \n\n \n\n \n\n \n\n\
    \ \n\n \n\n \n\nStatement For:\n\nNATIONAL SUPERANNUATION FUND Statement Date:\
    \ 29/02/2024\n\nLIMITED Account: NASFUND\n\nPO BOX 5791\n\nBOROKO\n\nNATIONAL\
    \ CAPITAL DISTRICT STATEMENT\n\nPAPUA NEW GUINEA\n\nPh: 325 9522\n\nDate Doc#\
    \ Reference Type Amount Running Balance\n30-JUN-2023 | 3375151 NES 0001937 IN\
    \ 900.00 900.00\n25-JAN-2024 | 3537235 . hk PF007199 IN 1,119.99 2,019.99\n19-JAN-2024\
    \ | 3542287 4 Avge PF007205 IN 749.99 2,769.98\n19-JAN-2024 | 3543104 Vv & tr\
    \ PF007204 IN 4,949.99 7,719.97\n19-JAN-2024 | 3543106 Vv Rupel PF007203 IN 8,959.99\
    \ 16,679.96\n19-JAN-2024 | 3544420 Vv hep PF007207 IN 1,707.74 18,387.70\n31-JAN-2024\
    \ | 3558149 « PF007237 IN 1,094.82 19,482.52\n15-FEB-2024 | 3567378 sieKt PF007307\
    \ IN 3,440.01 22,922.53\n01-FEB-2024 | 3570011 V Ceprd PF007237 IN 375.00 23,297.53\n\
    15-FEB-2024 | 3570861 v pop eh PF007322 IN 5,454.25 28,751.78\n29-FEB-2024 | 3571309\
    \ Ve PF007333 IN 19,069.50 47,821.28\n09-FEB-2024 | 3573944 Vat PF007289 IN 69.00\
    \ 47,890.28\n15-FEB-2024 | 3582517 SRé PF0O07317 IN 443.69 48,333.97\n29-FEB-2024\
    \ | 3583878 \\/ ae PF007333 IN 34,004.99 82,338.96\n15-FEB-2024 | 3584563 V hopte\
    \ PF007324 IN 1,290.01 83,628.97\n29-NOV-2022 | 60067438 PO# PF006021 IN 21.86\
    \ 83,650.83\n21-FEB-2024 | 80599957 Sanh PFO07315 IN 890.00 84,540.83\n31-JAN-2024\
    \ | 3558149AA,/ aph PF007237 IN 773.81 85,314.64\n\n90+ days 60 days 30 days Current\
    \ Total Balance Due\n$921.86 $0.00 $19,356.33 | $65,036.45 $85,314.64\nThis account\
    \ is > 1 month overdue\n\nAccount Name: THEODIST LIMITED\n\nBank Name: | BANK\
    \ OF SOUTH PACIFIC | KINA BANK WESTPAC\n\nBSB Number: 088-968 028-111 038-007\n\
    \nAccount Number: 1000583563 60024605 6000823911\n\nBranch Name: WAIGANI DRIVE\
    \ PORT MORESBY WAIGANI\n\nSwift Code: BOSPPGPM KINIPGPGXXX WPACPGPMXXX\n\nPlease\
    \ email payment advice to remittance@theodist.com.pg\n\nfein POBOX 1618, BOROKO\
    \ — P.O.BOX 2607, LAE REMITTANCE ADVICE\n: NCD, PNG MOROBE, PNG.\n\nLOGOS Phone:\
    \ (675) 313.9800 Phone: 76) 472 5488 ;\n\nBUSINESS SUPERSTORE CUO icone S00 ee\
    \ eee a Statement for Period Account Total Balance Due\nPlease detach this Remittance\
    \ Advice and Pam OM NASFUND BEG S464\nsend with your payment.\n\nPage 1 of 1\n\
    \nVisit our website: www.theodist.com\n\f"
- text: "Invoice\n\n   \n\npropertypng...\n\nNASFUND LTD Invoice date Property PNG\
    \ Limited 01062023 (2023-06-08) (2023-06-13) (2023-06-21)\nP.O Box 5791 2023-07-14\
    \ P.O. Box 1067\nBoroko BOROKO, NCD\n\nDue date\n\n \n   \n\nNational Capital\
    \ District Papua New Guinea\n\nPapua New Guinea 2023-07-14 10! ee\nA COC Exempt\
    \ BY: 1 0Sul\nAttention: Mr. Fiona Invelee ae COI 1-72109 TIN 501080230 a |\n\
    Nelson = ab oz 23\nQuote number\n2023016\n\nValuation - NASFUND Ltd properties\n\
    \n \n\n \n\n \n\n \n\n \n\nQty Unit price Total\n\n| 10,000.00 10,000.00\n\n1\
    \ 10,000.00 10,000.00\n\n1 10,000.00 10,000.00\npl\n\nTotal 30,000.00\n\n \n\n\
    \ \n\n \n\nHow to Pay:\n\nDirect Deposit;\n\nBank: Westpac Bank PNG Limited -\
    \ Boroko Branch\nBSB Number: 038006\n\nAccount Name: Property PNG Limited\n\n\
    Account Number: 600 361 6070\n\f"
inference: true
model-index:
- name: SetFit
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 1.0
      name: Accuracy
---

# SetFit

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. 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:** [Unknown](https://huggingface.co/unknown) -->
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 4 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             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| 1     | <ul><li>'   \n\n \n\n \n\n \n\nContact: PRAMOD KHNADWAL (+91) 9937148709\n\n| GSTIN: 21AAACH1201R12z\n HINDALCO INDUSTRIES LIMITED State Code: 21 - Odisha\nHIRAKUD POWER, HIRAKUD-768 O16,DIST:SAMBALPUR (ODISHA) See on:\nPHONE: 0683-2481365, FAX: 0663-2481349 @ST Commisstonorate -Cuttack\n0  RCHASE ORDER\nVender Code: P163 P.O/ No: PIPO/SRV/2122/0769 Date: 30-DEC-2021\nDb Revise No; Date:\nMis PRAMO! KUMAR KHANDUAL Onter Type: °\nBURGAMANDIR CHOW Effective From 01/01/2022 To 31/12/2002\nSAMBALPU Price Basis :\n5 Tr t\nSAMBALPUR, ORISSA, IN 768016 Seem evengement w.\nEmail: Pramodkumarkhandwale4@email com Canter 4\nFax: () Currency TINR\nHindalco Contact Person: SIDDHARTH KUNDA,\n\nGSTIN: 21AMHPK6136A1Z0. State:21 - Odisha\n\n \n\n \n\n \n\n \n\n \n\n \n\nRet: MANPOWER NON LTS\nwe... ee . Order Unit of Rete/Unit Value\nSt. Stock No. & Description Quantity Rs.) (Rs,)\n1 us010181 10305, HSNASAC: 318.000 MDY 471.89 -"" 149965,82\nHIRE: MANPOWER, : LEVEL/DESIGNATION: HELPER, ADDITIONAL. COST Tax@o% i\nINFORMATION: NON LTS m tote\nC Goa SGST Tex@o% 13496.91\nQosiitty —_—\n318.000 Need By: 31-DEC-2022 (tem Totat 176059.44\nSupplier tem: 1 SSK\naa seek eon ee me oe we et es nner ee —\n: GRAND : 176959.44\nPayment Terms: 15 Days Creait —-— SND TOTAL: 176959.44\nBilling Address ‘Hindalco industries Ltd, Hirakud Power, Hirakud - 768018, Sambalpur (ODISHA)\n: {Hard copy of bills to be forwarded at shipping address)\nShipping address : Hindaico industries {i Nirakud Power, Miroku - 768016, Sambatpur (ODISHtA)\nNotes:\n1. JOB SHOULD BE CARRIED OUT AS PER E CTIONS GIVEN BY OUR ENGINEER-IN-CHARGE.\n2. AS PER NON LTS BONUS (8.33%) WILL BE PAID\n3. IF GOVERNMENT MINIMUM WAGES/ STATUTORY , DIFFERENCE AMOUNT WILL BE PAID SEPARATELY AFTER VERIFICATION\nBY ER DEPARTMENT.NO ORDER AMENDMENT BE DONE FOR THE SAME,\n. é PAYMENT FOR WORK DONE ON PAID HOLIDAY WiLL Be PAID SEPRATELY AFTER VERIFICATION BY ER DEPARTMENT AS PER STATUTORY\n5. IN CASE NON-comi OF LABOUR LAWS,RS.100/- PER DAY WILL BE DEDUCTED AS PENALTY FROM YOUR BILL.\n§. ABOVE RATE IS INCLUSIVE OF DRESS & PPE\'S CHARGES OF RS.6.14/- PER MANDAYS.,\n~ . 7. BONUS EL & GRATUITY WILL ParD EXTRA AS APPLICABLE FOR NON-LTS LABOUR,\n8, PF -ESI & PH ARE INCLUSIVE IN ABOVE PRICE.\n9 ALL OTHER TERMS & CONDITIONS ARE AS PER ATTACHED ANNEXUREWII I, A & 8,\n10. PLEASE SEND YOUR ACCEPTANCE OF THE ORDER BY E-MAIL WITHIN 2 DAYS, OR ELSE iT WILL BE CONSIDERED THAT You HAVE ACCEPTED\nTHE PO WITH TERMS & CONDITION,\nom\nRegd. Office:\n\nHINDALCO INDUSTRIES\n\nLoarrep\nTalo: B1 22668 Sao ene Mahal Coves Rand Aes), Mumba 0009, nd, Page 1 of 13\nTel No: 91 22 6891 7009, Email: .com, Website: www, com\nCorporate Identity No: L-27oz0MH18s8PL.C011238\n\ne\nZ pn 202%\n\x0c'</li><li>'nasfund National Superannuation fund Ltd\n\nP.O. Box 5791\nTelephone: (675) 313 1813\n\nE\n\nSupplier Details:-\n\nail:\n\nKPMG Chartered Accountants\n\nP O Box 507\nPapua New Guinea\n\nAttention: Jennifer Avaeape\n\nDeliver To:\n\nDescription\n\n1 Audit of Nasfund Y/\n\n5h /\nsok J\n\nE 31/12/2023\n\n \n\n \n\nBoroko PNG\n\nPURCHASE ORDER\n\nOrder No: PF006849\nRequested by: Debbie Oli\nContact No:\n\nDate Issued: 05-Sep-2023\nSupplier No: 10063\nDelivery Date: 05-Oct-2023\nPage: 1 of 1\n\nInvoice To:\n\nNational Superannuation fund Ltd\nBSP Haus Poreporena Freeway\n\nLevel 4\n; Unit Price Amt Incl\nary. Unit Incl GST GST\n0 ONLY 0.00 492,250.00\nOrder Total PGK : 492,250.00\n\nSignature ER\n\nApproved By:DEBBIE OLI 06-Sep-2022\nRequisitioned By: Niasul KISOKAU 05-Sep-202¢\n\n \n\x0c'</li><li>'nasfund National Superannuation fund Ltd\n\n \n\nP.O. Box 5791 Boroko PNG\nTelephone: (675) 313 1813 PURCHASE ORDER\nEmail:\nSupplier Details:- Order No: PF007436\nNo.1 Hire Car Requested by: lan Taukuro\nP O Box 8437 Contact No:\nBoroko NCD 111\nPapua New Guinea Date Issued: 03-Apr-2024\nSupplier No: 10092\nDelivery Date: 03-May-2024\nPage: 1 of 1\nAttention :\nDeliver To: Invoice To:\nNational Superannuation fund Ltd\nBSP Haus Poreporena Freeway\nLevel 4\nBoroko\nDescription Qty. Unit ee ee gsc\n1 MV Hire for Investment Team in Kavieng 0 ONLY 0.00 1,737.12\nFrom 03rd - 05th April 2024.\nRef No.KVG-100.\nOrder Total PGK : 1,737.12\n\nSignature lf i AA A W :\n\nApproved By: Maureen ABABA 03-Apr-2024\nRequisitioned By: Niasul KISOKAU 03-Apr-2024\n\x0c'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| 2     | <ul><li>'  \n\nNASFUND FINANCE\nRECEIVED\n\nDate 2/04 Time: kD" 7 jee\nInitials: E- r |\n\n    \n    \n\n  \n\nnasfund\n\nTO: ACCOUNTS PAYABLE\n\nFROM: Elijah Palek\n\nDATE: 27.03.2024\n\nSUBJECT: EFT PAYMENT REQUEST FOR TUMPI SECURITY (Anim)\n\nIn reference approved memo by GMMES, kindly process payment for the following\n\n \n\nPAYEE TUMPI SECURITY SERVICES\n\n \n\nPurpose Security Charges for January - March 2024\n\nRefer attached invoices & SOA\n\n“Amount ‘K2,860.00\n\nPAYEE — ‘EFT\n\n \n\n \n\n \n\n \n\n \n \n  \n\nMemo Prepared: 0. Nececceeeeeee een eee\nElijah Palek\nMember & Employer Services\n\nDate : 7] | 0% 2024\n\nMemo Reviewed by : .... SSH". Mp. SIP.\nAnapu Anapu\nManager — Southern/Highlands Region\n\nDate: AT| 04 |2024\n\n  \n\nMemo Approved by: ....\nAnne Wilson\nGeneral Manager — Mentber & Employer Services\n\nDate :2 |OP |2024\n\nNational Superannuation Fund Limited\nP1588 E help@nasfund.com.pg\n\nBSP Haus, Level 3-4, Harbour City\nPO Box 5791, Boroko, NCD\n\nnasfund.com.pg\n\n \n\x0c'</li><li>'’ Niasul Kisokau |\n\nFrom: | Debbie Oli\n\nSent: | Wednesday, 23 August 2023 3:46 pm\n\nTo: | Niasul Kisokau\n\nCe: | Ikanau Matangiau\n\nSubject: tax and audit engagement letters\n\nAttachments: | Nasfund Audit - Signed engagement letter.pdf; Nasfund Tax - signed engagement\n| letter.pdf\n\nNiasul,\n\nAttached are the tax and audit engagement letters so you can see how much the total fees are\n\nDebbie Oli\n\n|\nGeneral Manager | Finance & Admin\np +675 3131961 m +675 72166468\nHead Office, BSP Haus -Level 4, Harbour City, Port Moresby\nP.O Box , NCD, Papua New Guinea\n\nwww.nasfund.com.pg\n\n \n\x0c'</li><li>'Niasul Kisokau\n\nSSS SSS SSS SSS\n\nFrom:\nSent:\nTo:\nSubject:\n\nAttachments:\n\nDebbie Oli\n\nChief Finance Officer\np +675 3131961 m\n\nHead Office, BSP Haus -Lev\n\nP.O Box , NCD, Papua New\nwww.nasfund.com.pg\n\nFrom: Venturina, Janine (PG) <jv\nSent: Wednesday, 14 February 2\n\nDebbie Oli\nWednesday, 14 February 2024 9:20 pm\n\n| Niasul Kisokau; Ikanau Matangiau\n\nFW: Invoice No. 60818 - Second billing for National Superannuation Fund - 31\nDecember 2023\nNational Superannuation Fund Invoice No.60818.pdf\n\nel 4, Harbour City, Port Moresby\nGuinea\n\n24 4:47 pm\n\nQaaa7pm\n\nTo: Debbie Oli <doli@nasfund.com.pg>\n\nCe: Hernandez, Maria (PG) <mhe\nSubject: Invoice No. 60818 - Seco\n\nHi Debbie,\n\nHope you are well.\n\nnandez12@kpmg.com.au>; Steyn, Pieter (PG) <psteyn@kpmg.com.au>\nnd billing for National Superannuation Fund - 31 December 2023\n\nSending the second invoice for Nasfund 31 December 2023 audit.\n\nLet us know once payment has been processed. Please reach out if there are clarifications. Thank you!\n\nRegards,\nJANINE VENTURINA | MANAGER\nAudit and Assurance\n\nTel: +675 322 1324\nMobile: +675 7286 2565\nEmail: jventurina@kpmg.com.au\n\nKPMG Papua New Guinea\n\nLevel B2, Nambawan Super Plaza. OPH\nPort Moresby NCD 121 Papua New Guin:\n\nkpmg.com.pg\n\n \n\n \n\nrecinct (OPH 2). McGregor Street\na\n\x0c'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| 3     | <ul><li>'VI ww\n~~ Sponsorship Agreement EMTV National News Market Report 2024 nasfund\n2p onsorsiip Agree reer REE REDON 2026 = see\n\nEMTV National News Market Report Naming Rights Sponsorship Agreement\n\n“The Agreement”\nbetween\nMedia Niugini Limited\nand\nNasfund Limited\n1. Agreement Date\n\nAF Ocf\n\nThe Agreement is made on the\n\n2. Purpose\n\nThe Agreement outlines the understandings (Key Terms and Conditions of engagement)\nbetween Media Niugini Limited (MNL), trading as “EMTV” (“The Broadcaster’), and\nNasfund Limited (“The Client”), collectively referred to as “The Parties”.\n\n3. Key Terms and Conditions\n\n3.1 Agreement Period\n\nStarting on 4" January 2024 and ending on 31st December 2024 inclusive.\n\n3.2 Client\'s Products & Services\n\nThe Client to provide to the Broadcaster copies of 30 second TVCs, with rights to\nchange/rotate monthly and full rights to use (non-exclusive) on EMTV channel for a\nperiod of twelve (12) months, on 1% January 2024 and ending on 31st December\n2024. It is the responsibility of the Client to inform the Broadcaster in writing of all\nproducts to be advertised under this agreement.\n\nThe Client to issue a Company Purchase Order for all EMTV services to be engaged\nPrior to every rhonth\'s Airtime booking. In the event that a Company Purchase Order\nis unable to be issued prior to the agreed broadcast date, a signed “Authority to\nTelecast” (ATT) is required prior to the agreed broadcast date.\n\x0c'</li><li>'N\n\nMEDIA NIUGINI LIMITED\nP O Box 443\nBoroko, NCD.\nPort Moresby\nPNG\n\nTV\n\nSOLD NASFUND\n\nTO: P.O.BOX 5791\nBOROKO, NCD\nPAPUA NEW GUINEA\n\nATTN: ACCOUNTS PAYABLE\n\nINV0000961081 31/03/2024 SIGNED AGREEMENT\n\nIN - Invoice\n\nDB - Debit Note\n\nCR - Credit Note\n\nIT - Interest Payable\n\nPY - Applied\nReceipt\n\nED - Eamed\nDiscount\nAD -\n\nUC - Unapplied\nCash\nRF - Refund\n\nPlease pay amount showing.\n\n1 - 30 DAYS O/DUE 31 - 60 DAYS O/DUE\n17,325.00 0.00 0.00\n\n  \n\n61 - 90 DAYS O/DUE\n\nCUSTOMER NO.:\n\nREMIT TO ADDRESS:\n\nMedia Niugini Ltd\n\nPO Box 443\n\nBoroko, 411, PNG\n\nPlease Deposit into: Westpac\nAccount : 609736001\n\n31/03/2024\n\nTotal:\nCredit Limit:\nCredit Available:\n\n0.00\n\n  \n \n\n   \n \n\nNASO01\n1\n3/31/2024\n\n  \n  \n\n \n\n17,325.00\n\n0.00\n0.00\n\nOVER 90 DAYS O/DUE\n\n \n\x0c'</li><li>"nasfund'\n\nNATIONAL SUPERANNUATION FUND LIMITED\n(CLIENT)\nAND\nTUMPI SECURITY SERVICE\n(CONTRACTOR)\n\nCONTRACT FOR SECURITY SERVICES\n\n \n\nNational Superannuation Fund Limited\nLevel 3, BSP Haus\nHarbour City\nP O Box 5791\nBoroko, NCD\nPapua New Guinea\nPhone: (675) 313 1829\n\x0c"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 0     | <ul><li>'WATERFRONT\n\nFOODWORLD\n\nP.O.BOX 889, KONEDOBU, NATIONAL CAPITAL DISTRICT\nTELEPHONE: (675) 320 0460 OR (675) 305 8600\nEMAIL: grocery.<vaterfront@garamut.com.pg\n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\nDATE:\nae 4/03/2024 11:37:26 AM\nINVOICE\nCUSTOMER: WFI141 ABABA MAUREEN\nADDRESS: LEVEL3BSPHAUS HARBOUR CITY NCD 3131929\n[ Cashier P.0 Register eS CUseEPSiemale  NASEUND\n#\nBECKY SIMON | ~ ont 032 527071\nI sae\nQuantity UPC Description Unit price Amount\nda a310036016878 JPAULS PURE MILK UHT LTR 0 7.60 364.80\n120 9300605090583 [NESCAFE NIUGINIBLEND COFFEE 5 0 9.10 1092.00\n40 gareeg7010020  |RAMU SUGAR NATURAL 1KG 0 750 300.00\n60 9300605100015 [NESTLE COFFEE MATE 100GM 0 4.30 258.00\n10 ga0nens940ni? [NESTLE MILO ACTIVE-GO SOFT PA 0 10.95 109.60\n60 9300605154117? [NESTLES SUNSHINE SOFTPK FCMP 1 0 5.50 330.00\na6 gg40415000020 [PURE WATER 600ML 0 250 240.00\n9556031212808  [AXION DISHPASTE LIME 190GM 0 3.50 84.00\n20 aaneeaeed2417 — |AXION DISHWASHING LIQUID LEMON 0 5.95 113,00\n10 9416309300863  [ALPHAPACIFIC SCOUR & SPONGE § 0 410 41.00\n-Tg37412099389 — [SAXAIODISED TABLE SALT GREEN 0 Pe cee oie | 27.90\nAGNES\n= Discount\nSignature\nSUB TOTAL VAT Tax? TOTAL Charge K 2,966.20\n2968.20 269,43 0.00 2966.20\nPrewious Charges Payments Bal\nITEMCOUNT: 490 0.00 2966 20 2956\n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\x0c'</li><li>" \n\nEla Motors\n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\nTOYOTA TSUSHO (PNG) LTD E\nWAIGANI DEALERSHIP. SCRATCHLEY ROAD ES\nPO BOX 74, PORT MORESBY BADILI PORT MORESBY 3\nNATIONAL CAPITAL DISTRICT ROB EMG TNS oe Neo ES\nPH:79987301 FAX: 79987302 PH 7998 7300 FAX 7998 7400 5 ‘A\nTIN NO:500000312 WEB www.eclamotors.com.pg Quality\n1s0 9001\nService TAX Invoice Page 1 of 2 Reprint No. 2 Doc #: TSCBS94579\nCustomer No. Customer Name & Address ‘Advisor Colour Team\n120243 Nasfund PNG PHILIP KILEMBE 5547 | SUPER WHITE PRIORITY\nDos. Date PO Box 5791 Year / Make / Model Tag No,\n16/02/24 20/TOYOTA/2.0L PETROL 2WD CVT LE AUTO RAV CLOS\nReg. No. Model No. Carine Eng Trans\nBFX645 MXAA52R-ANXXBQ-1A. RAV4\nStock No. Boroko NCD 111 Chassis No, Kilometres Prod. Date Orig. Del. Date\nTO609-041 JTMZ43FV00D048686 | 60016 13/05/20 07/08/20\nPurchase Order No._| Driver Contract No. Contract Name Contract Exp. Kms | Exp. Date\nPF007161\nHome Phone Business Phone Tems Selling Dealer Delivery Kms Delivery Date Warr. Exp. Date\n3131819 30 07/08/20 07/08/23\nVehicle 1D. Engine No. Date & Time Promised Time Received ‘Quote Price Air | Pwr [Turbo]\nJTMZ43FV00D048686 M20A-V170883, 16/02/24 05:00pm | 08:00am YY LN\nLabour Operation Description Retail Amount\nJob# 1 O01TORV10AVO60NS Tech(s): 6113 495.00 360.00\n36 month/ 60000 km service\nCustomer Instructions:\nReplaced Engine Oil# Filter And Sump Plug Washer\nReplaced brake fluid\nReplaced Differential Oil\nInspected All Engine Drive Belts\nInspected Air Filter Element\nChecked Front Disc Brakes And Pads And Report Wear Limit\nChecked Rear Disc Brakes And Pads And Report Wear Limit\nInspected and Adjusted Hand Brakes\nChecked Propellor Shaft# Tighten Bolts And Grease\nInspected Power Steering Fluid\nChecked Steering system Components\nInspected Suspension and Drive Line Systems\nInspected Tyre Tread Depth Including Spare Wheel\nInspected Wheel Bearing Freeplay (Where Applicable)\nChecked Operation Of Blower Heater And Air Con\nChecked Operation Of Lights# Horn# Washers And Indicators\nInspected all Seat Belts and Operations\nChecked Cooling System Hoses\nChecked Battery Water Level where applicable\nChecked And Cleaned Battery Terminals\nChecked And Lubricated All Door Hinges\nChecked And Lubricated Bonnet Latch And Hinges\nChecked Coolant Level and Condition of Fluid\nCorrectly Installed Genuine Toyota Floor Mats\nInspected Wipers and Operations\nCARRY OUT ROAD TEST\nTotal - Labour 360.00\nParts Qty Number Description Retail Price __ Unit Price Amount\nJob# 1 1 TO90915YZZN2 OIL FILTER MVP 77.18 50.17 50.17\nJob# 1 1 TO09043012031 GASKET(OIL PAN DRAIN 5.21 3.39 3.39\nJob# 1 1 TO0888800001EP1 *W/S WASH PACK..SE. 3.43 2.23 2.23\nTotal - Parts 85.82 55.79\nPetrol, Oils, Lubricants and Supplies Amount\nJob# 1 Daxin 15W-40 Engine Oil 129.00\nJob# 1 EPX 80W/90 - TRUCK 35.40\nE&OE.\nORDER No. | REBAIRS ( Bopoats paid by the Oucer a non-refundable.\n\n \n\nthe control of the Company.\n\n \n\n \n\n \n\n \n\n \n\n(3) The Company will not be resy\n\n(2) The Company will proceed with service, repairs or replacements of parts (“repairs”) as itemized on this Repair Order.\nponsible for loss or damage to the vehicle or articles left in the vehicle in case of time, theft or any other cause beyond\n\n(4) The vehicle may be driven by the Company for the purpose of testing or inspection.\n\n(5) There may be delay in repairs if parts or technical assistance have to be sourced elsewhere. If the delay is over 28 days, the Owner can remove\nthe vehicle from the Company after paying in full costs for repairs undertaken. If the Owner does not remove the vehicle, the Company will not be\nliable for any loss and damage suffered as a result of such delay. In all material circumstances, the Company will not be liable for any Joss and\ndamage suffered, including the Owner's liability to any third parties as a result of such delay.\n\n(8) Storage fees of K25 per day will be charged if the Owner does not collect the vehicle within 28 days after completion of repairs. The Company will\nsell the vehicle by public auction or tender if the vehicle is not collected within nine (9) months.\n\n(7) Payment in cash or by pre-arranged credit will be made after completion of the repairs\n\nU have read the above terms and conditions and accept them\n\nSignature:\n\n \n\x0c"</li><li>' \n\nPlease forward cheques to:\n\nKPMG\n\nPO Box 507\n\nPort Moresby\nNCD\n\nPapua New Guinea\n\n    \n\n \n\nCon | KPMG\nK eD MN | Level B2 Telephone +675 321 2022\nNambawan Plaza e-Mail PG-FMFinance@kpmg.com.au\nMcGregor Street\n| Port Moresby 0121\n| National Capital District\n| Papua New Guinea\n| PO Box 507\nPort Moresby\nNCD\n| Papua New Guinea\n|\nTAX INVOICE\n|\nNational Superannuation Fund = 14 February 2024\nLevel 4, BSP Haus, Harbour City Ni oGial ee | Tax Invoice No. 60818\nPORT MORESBY, NCD oo ——— | Client Code NATSF\nPAPUA NEW GUINEA ic (02| ey\nIE | TIN 500056556\nI\nProfessional services rendered in respect of the audit of National Superannuation Fund for the year\nending 31 December 2023.\nSecond invoice being 50% of the total fee of K447,500 in accordance with our Engagement Letter K223,750.00\ndated 18 August 2023.\n4.5% Technology and Administration Charge K10,068.75\n|\nOur Fee Total |\n| K233,818.75\nGST\n| K23,381.88\nTOTAL FEE |\nK257,200.63\n|\n|\n=\n\n \n\nRemittance Advice - Please return with your payment\nInvoice Due Date: 28 February 2024\nFor Direct Deposit:\n\nAccount Name KPMG\nAccount No, 1000586716\n\nBSB No. 088 950\n\nSwift Code BOSPPGPM\n\nBank Bank of South Pacific\nLimited\n\nBranch BSP Haus\n\nPlease confirmtransfer of funds by email to PG-FMFinance@kpmg.com.au\n\n \n\nClient Code: NATSF\n\nInvoice No: 60818 Amount Due: K257,200.63 Amount Paid: K\n\nf\n©2023 KPMG PNG. KPMG PNG is associated with KPMG Australia, an Australian partnership and a member firm of the KPMG global organisation of independent\nmember firms affiliated with KPMG International Limited. a private English company limited by guarantee. All rights reserved. The KPMG name and logo are trademarks\nused under license by the independent member firms of the KPMG global organisation.\n\x0c'</li></ul> |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 1.0      |

## 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("Adreno99/nasfund_setfit_pretrained")
# Run inference
preds = model("nasfund este

 

Accounts Payable

 

IT Division

 

05 March 2024

 

2 x Laptops for nasfund Lae

 

 

Datec

 

2 x Laptops for nasfund Lae. One will be issued to their new Employer Service
officer and the other one will be used as their ID laptop when they go onsite to
employers.

 

K10,532.52

 

PO

 

 

 

Attached Quote from Datec

Requested by:
WK,

Asaph Kuliniasi

Help Desk Analyst

05 March 2024

Recommended By:

Samuel Topotol |
TL Infrastructure
05 March 2024

 

 

05 March 2024
")
```

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*List how someone could finetune this model on their own dataset.*
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### Out-of-Scope Use

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## Training Details

### Training Set Metrics
| Training set | Min | Median   | Max |
|:-------------|:----|:---------|:----|
| Word count   | 26  | 212.4310 | 640 |

| Label | Training Sample Count |
|:------|:----------------------|
| 0     | 18                    |
| 1     | 10                    |
| 2     | 8                     |
| 3     | 22                    |

### 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 |
|:------:|:----:|:-------------:|:---------------:|
| 0.0133 | 1    | 0.1389        | -               |
| 0.6667 | 50   | 0.0091        | -               |
| 1.3333 | 100  | 0.0021        | -               |
| 2.0    | 150  | 0.0025        | -               |

### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 3.0.1
- Transformers: 4.39.0
- PyTorch: 2.3.0+cu121
- Datasets: 2.20.0
- Tokenizers: 0.15.2

## 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}
}
```

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## Glossary

*Clearly define terms in order to be accessible across audiences.*
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## Model Card Authors

*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
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