NASFUND_MODEL / README.md
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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: >-
      b'\xe2\x80\x9cnasfund &&\n\nMemorandum\nTo: Accounts Payables
      Office\nDate: 15 February 2024\nFrom: Niasul. K. Lillie\nRe: Binding Clear
      Cover & Hard Cover for HQ\n\n \n\n \n\n \n\n \n\n \n\nPAYEE Theodist
      Ltd\n\nPURPOSE Supply Binding Clear Cover & Hard Cover for NSF HQ (NIL
      STOCK on Clear\nCover)\n\nAMOUNT K1,290.01\n\nMethod of Purchase
      Order\n\nPayment\n\n \n\n \n\n \n\n \n\n| refer above request for approval
      of this Urgent Request.\n\n \n\nRequested by: Ak fu\n\nNiasul. Kisokau-
      Lillie\n(AP) Finance\n\nDate: 15 /_02__/_2024__\n\nApproved pa.\n\nDebbie
      Oli\nChief Finance Officer\n\nDate: 15 / 0A) ay\n\nP +675 3131998 F +675
      3201625\n\nBSP Haus, Level 3, Harbour City\nPO Box 5791, Port Moresby,
      NCD\n\nnasfund.com.pg\n\n \n\n \n\x0c
  - text: >-
      b'nasfund National Superannuation fund Ltd\n\nP.O. Box 5791 Boroko
      PNG\nTelephone: (675) 313 1813 PURCHASE ORDER\nEmail\nSupplier Details:-
      Order No: PF007324\nTheodist Pty Ltd Requested by: Niasul.K.Lillie\nP O
      Box 1618 Contact No:\nBoroko NCD 111\nPapua New Guinea Date Issued:
      15-Feb-2024\nSupplier No: 10127\nDelivery Date: 16-Mar-2024\nPage: 1 of
      1\nAttention: Rhoda Kunnopi\nDeliver To: Invoice To:\n\nNational
      Superannuation fund Ltd\nBSP Haus Poreporena Freeway\n\n \n\nLevel
      4\nBoroko\nDescription ay. Unit See iegr et\n1 Supply Binding Clear
      Covers& Hard Covers 1 ALL 1,290.01 1,290.01\nfor NSF Head Office.\nQuote
      No.3584563.\nOrder Total PGK : 1,290.01\n\nSignature Uy rT\n\nApproved By:
      Maureen ABABA 15-Feb-2024\nRequisitioned By: Niasul KISOKAU
      15-Feb-2024\n\x0c'
  - text: >-
      b'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: PF006716\nProperty PNG Requested by: Gareth
      Kobua\nP.O.Box 1067 Contact No:\nPapua New Guinea\nDate Issued:
      25-Jul-2023\nSupplier No: 00469\nDelivery Date: 25-Jul-2023\nPage: 1 of
      1\nAttention :\nDeliver To: Invoice To:\nNational Superannuation fund
      Ltd\nBSP Haus Poreporena Freeway\nLevel 4\nDescription Qty. Unit at ee
      i\n1 Service Fee for the External Property 0 ONLY 0.00
      30,000.00\nValuation Service for Credit Corp. Property Portfolio.\nOrder
      Total PGK : 30,000.00\n\nApproved By: Nathan KWARARA
      25-Jul-2023\nRequisitioned By: Niasul KISOKAU
      25-Jul-2023\n\nSignature\n\x0c'
  - text: >-
      b'Spencer Kaba\n<< SSS SSS SSeS\n\nFrom: Maria Kauvu
      <[email protected]>\nSent: 19 February 2024 10:34\n\nTo: Spencer
      Kaba\n\n\xe2\x80\x98Gc: [email protected]\n\nSubject: RE: Quote
      request\n\nAttachments: IMG_20240219_095133.jpg\n\nHi
      Spencer,\n\nAcknowledged receipt of your quote request. Please see
      hi-lighted:\n\ne 11 Pauls Milk\xe2\x80\x944 cartons Nil stock we have
      Meadow fresh\n\ne 100g Nestle Niugini Blend Coffee \xe2\x80\x94 1 carton
      Nil stock we have Bon Aroma Roasted beans\ne\xc2\xa2 600m!
      Nature\xe2\x80\x99s Own Water \xe2\x80\x94 4 cartons Nil stock we have
      Wave water\n\ne 250ml Air Fresheners \xe2\x80\x94 10 pieces (2 different
      fragrance) Nil stock\n\ne 750g Saxas Table Salt \xe2\x80\x94 2 pieces Nil
      stock we have Super as per picture\n\nThank you and await your swift
      response.\nKind regards,\n\nMaria Kauvu Nock\n\nCash & Carry Sales
      Supervisor\n\nMobile: +675 7076 1246 | 755 86224\n\nOffice: +675 321 3733
      | Ex: 816\n\nSection 6 Lot 22 Matirogo Street Koki Hubert Murray Highway
      NCD\n\nFrom: Spencer Kaba [[email protected]]\n\nSent: Monday, February
      19, 2024 8:19 AM\n\nTo: Ruth Viae <[email protected]>;
      [email protected]\n\nCc: Niasul Kisokau <[email protected]>;
      Maureen Ababa <[email protected]>\nSubject: Quote request\n\nHi
      Ruth/Maria\n\nPlease quote us the following and kindly include the
      delivery charge on the quote. Please note that we have already paid
      o\ninvoice.\n\ne iL Pauls Milk \xe2\x80\x944 cartons\n\ne 100g Nestle
      Niugini Blend Coffee \xe2\x80\x94 1 carton\n\ne 1KG Ramu Sugar
      \xe2\x80\x94 4 bales (40 pieces)\n\ne 100g Carnation Coffeemate
      \xe2\x80\x94 1 carton\n\ne 200g Nestle Milo \xe2\x80\x94 10 pieces\n\ne
      100g Nestle Sunshine Milk powder \xe2\x80\x94 1 carton\ne 200g National
      No. 1 tea bag \xe2\x80\x94 1 carton\n\ne 600m! Nature\xe2\x80\x99s Own
      Water \xe2\x80\x94 4 cartons\n\ne 200g Axion paste (Kalamansi/Lime)
      \xe2\x80\x94 1 carton\ne 250ml! Axion liquid (Lemon) \xe2\x80\x94 1
      carton\n\ne Kitchen sponge \xe2\x80\x94 10 pieces\n\x0c
  - text: >-
      b'Port Moresby Lae Hagen\n\n   \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n
      \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\nWa
      P.O.BOX 1618, BOROKO P.O.BOX 2507, LAE Building C, Unit 1, Section 06\nAc,
      ra! fl NCD, PNG MOROBE, PNG Mt Hagen, WHP, PNG\nPhone: (675) 313 9800
      Phone: (675) 472 5488 Phone: (675) 7528 7200\nHOEODISos Phone: (675)
      72321300 Phone: (675) 7054 4494 Phone: (675) 7590 5096\nBUSINESS
      SUPERSTORE Seles@theodist:com.pa: a saleslae@theodist. ore Sa ee eee
      ae\nGST REG NO 377 TIN NO 500000599\nStatement For:\nNATIONAL
      SUPERANNUATION FUND Statement Date: 29/02/2024\nLIMITED Account:
      NASFUND\nPO BOX 5791\nBOROKO\nNATIONAL CAPITAL DISTRICT STATEMENT\nPAPUA
      NEW GUINEA\nPh: 325 9522\nDate Doc # Reference Type Amount Running
      Balance\n30-JUN-2023 | 3375151 (CSL | 0001937 IN 900.00
      900.00\n25-JAN-2024 | 3537235 \xe2\x80\x9chard PF007199 IN 1,119.99
      2,019.99\n19-JAN-2024 | 3542287 Yt PF007205 IN 749.99
      2,769.98\n19-JAN-2024 | 3543104 Wephth PF007204 IN 4,949.99
      7,719.97\n19-JAN-2024 | 3543106 J Real PF007203 IN 8,959.99
      16,679.96\n19-JAN-2024 | 3544420 Vv bop PF007207 IN 1,707.74
      18,387.70\n31-JAN-2024 | 3558149 \xc2\xab\xc2\xa9 fo PF007237 IN 1,094.82
      19,482.52\n15-FEB-2024 | 3567378 J Mba. PF007307 IN 3,440.01
      22,922.53\n01-FEB-2024 | 3570011 V Cept PF007237 IN 375.00
      23,297.53\n15-FEB-2024 | 3570861 ve PF007322 IN 5,454.25
      28,751.78\n29-FEB-2024 | 3571309 v PF007333 IN 19,069.50
      47,821.28\n09-FEB-2024 | 3573944 \xe2\x80\x9cRepl PF007289 IN 69.00
      47,890.28\n15-FEB-2024 | 3582517 J Rept PFO07317 IN 443.69
      48,333.97\n29-FEB-2024 | 3583878 Vv PF007333 IN 34,004.99
      82,338.96\n15-FEB-2024 | 3584563 j/ fa PF007324 IN 1,290.01
      83,628.97\n29-NOV-2022 | 60067438 PO# PF006021 IN 21.86
      83,650.83\n21-FEB-2024 | 80599957 Sah PFO07315 IN 890.00
      84,540.83\n31-JAN-2024 | 3558149AA\\/ Lapdh PF007237 IN 773.81
      85,314.64\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\nAccount Name: THEODIST LIMITED\nBank Name: | BANK OF SOUTH
      PACIFIC | KINA BANK WESTPAC\nBSB Number: 088-968 028-111 038-007\nAccount
      Number: 1000583563 60024605 6000823911\nBranch Name: WAIGANI DRIVE | PORT
      MORESBY WAIGANI\nSwift Code: BOSPPGPM KINIPGPGXXX WPACPGPMXXX\n\nPlease
      email payment advice to [email protected]\n\n \n\n \n\n \n\n \n\n
      \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n? Port Moresby Lae\njg i | P.O.BOX
      1618, BOROKO _\xe2\x80\x94P.O.BOX 2507, LAE REMITTANCE ADVICE\nil NCD, PNG
      MOROBE, PNG\nDOES Phone: (675) 3139800 Phone: (675) 472 5488\nPhone: (675)
      72321300 Phone: (675) 7054 4494 iod A Total Bal\nBUSINESS SUPERSTORE
      [email protected] [email protected] SIE igaihial rae ooun eee
      ae\n: . : 29/02/2024 NASFUND 85,314.64\nPlease detach this Remittance
      Advice and E\nsend with your payment.\nPage 1 of 1\n\nPrinted on 5/03/2024
      11:54:13 AM Visit our website: www.theodist.com\n\x0c'
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:

  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
1
  • "b'nasfund National Superannuation fund Ltd\n\n \n\n \n\nP.O. Box 5791 Boroko PNG\nTelephone: (675) 313 1813 PURCHASE ORDER\nEmail:\nSupplier Details:- Order No: PF007347\nWaterfront Foodworld Requested by: Spencer Kaba\nP.O Box 889 Contact No:\nKonedebu NCD\nPapua New Guinea Date Issued: 29-Feb-2024\nSupplier No:\nDelivery Date: 29-Feb-2024\nPage: 1 of 1\nAttention: Leoba\nDeliver To: Invoice To:\nNational Superannuation fund Ltd\nBSP Haus Poreporena Freeway\nLevel 4\nBoroko\nDescription Qty. Unit oa a ee au\n1 Tea & Office Supplies for NASFUND HQ 1 ALL 3,345.70 3,345.70\nLevels 3 & 4. Quote No.WFQ.No:2402.148.\nOrder Total PGK : 3,345.70\n\nSignature Mi WU\n\nApproved By: Maureen ABABA 29-Feb-2024\nRequisitioned By: Niasul KISOKAU 29-Feb-2024\n\x0c"
  • "b'nasfund National Superannuation fund Ltd\nP.\nnisin\nEmail:\n\nKPMG Chartered Accountants\n\nSupplier Details:-\n\nP O Box 507\nPapua New Guinea\n\nAttention: Jennifer Avaeape\n\nDeliver To:\n\nDescription\n\n1 Audit of Nasfund Y/E 31/1\n\n5h /\nso \xe2\x80\x98h J\n\n \n\n. Box 5791\n\n \n\nBoroko PNG\n(675) 313 1813\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\n2/2023 0 ONLY 0.00 492,250.00\na Order Total PGK : 492,250.00\n\nSignature ER\n\nApproved By:DEBBIE OLI 06-Sep-2022\nRequisitioned By: Niasul KISOKAU 05-Sep-202\xc2\xa2\n\n \n\x0c'"
  • "b'nasfund National Superannuation fund Ltd\n\nP.O. Box 5791 Boroko PNG\nTelephone: (675) 313 1813 PURCHASE ORDER\nEmail\nSupplier Details:- Order No: PF007324\nTheodist Pty Ltd Requested by: Niasul.K.Lillie\nP O Box 1618 Contact No:\nBoroko NCD 111\nPapua New Guinea Date Issued: 15-Feb-2024\nSupplier No: 10127\nDelivery Date: 16-Mar-2024\nPage: 1 of 1\nAttention: Rhoda Kunnopi\nDeliver To: Invoice To:\n\nNational Superannuation fund Ltd\nBSP Haus Poreporena Freeway\n\n \n\nLevel 4\nBoroko\nDescription ay. Unit See iegr et\n1 Supply Binding Clear Covers& Hard Covers 1 ALL 1,290.01 1,290.01\nfor NSF Head Office.\nQuote No.3584563.\nOrder Total PGK : 1,290.01\n\nSignature Uy rT\n\nApproved By: Maureen ABABA 15-Feb-2024\nRequisitioned By: Niasul KISOKAU 15-Feb-2024\n\x0c'"
3
  • "b'Port Moresby Lae Hagen\n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\nWa P.O.BOX 1618, BOROKO P.O.BOX 2507, LAE Building C, Unit 1, Section 06\nAc, ra! fl NCD, PNG MOROBE, PNG Mt Hagen, WHP, PNG\nPhone: (675) 313 9800 Phone: (675) 472 5488 Phone: (675) 7528 7200\nHOEODISos Phone: (675) 72321300 Phone: (675) 7054 4494 Phone: (675) 7590 5096\nBUSINESS SUPERSTORE Seles@theodist:com.pa: a saleslae@theodist. ore Sa ee eee ae\nGST REG NO 377 TIN NO 500000599\nStatement For:\nNATIONAL SUPERANNUATION FUND Statement Date: 29/02/2024\nLIMITED Account: NASFUND\nPO BOX 5791\nBOROKO\nNATIONAL CAPITAL DISTRICT STATEMENT\nPAPUA NEW GUINEA\nPh: 325 9522\nDate Doc # Reference Type Amount Running Balance\n30-JUN-2023
0
  • "b' \n\nBUSINESS SUPERSTORE\n\nPort Moresby\n\nNCD, PNG\n\nPhone:\nPhone:\n\nTAX INVOICE\n\nP.O.BOX 1618, BOROKO\n\n(675) 313 9800\n(675) 7232 1300\[email protected]\n\nGST REG NO 377.\n57\n\nLae\n\nP.O.BOX 2507, LAE\n\nMOROBE, PNG\n\n(675) 472 5488\n(675) 7054 4494\n\n \n \n\nee\n\nPhone:\nPhone:\[email protected]\n\nTIN.NO 500000599 ,\n\nJiasul\n\nos Ole
2
  • "b'nasfund*_\n\n12 May 2023\n\nFlora Kwapena\n\nDirector/Registered Valuer #123 (PNG)\nProperty PNG Limited\n\nP.O Box 1067, Boroko\n\nNCD\n\nPapua New Guinea\n\nBy Email: [email protected]\n\nDear Florence,\nRE: ENGAGEMENT TO PROVIDE INDEPENDENT VALUATION SERVICES\n\nWe refer to your bid proposal dated 10 March 2023 and are pleased to confirm the\nengagement of your firm to undertake an independent valuation for the properties as\n\n \n\n \n\nfollows:\nProperty Property Description Quoted Price\nCredit House 1x 7-levels high-end

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")
# Run inference
preds = model("b'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: PF006716\nProperty PNG Requested by: Gareth Kobua\nP.O.Box 1067 Contact No:\nPapua New Guinea\nDate Issued: 25-Jul-2023\nSupplier No: 00469\nDelivery Date: 25-Jul-2023\nPage: 1 of 1\nAttention :\nDeliver To: Invoice To:\nNational Superannuation fund Ltd\nBSP Haus Poreporena Freeway\nLevel 4\nDescription Qty. Unit at ee i\n1 Service Fee for the External Property 0 ONLY 0.00 30,000.00\nValuation Service for Credit Corp. Property Portfolio.\nOrder Total PGK : 30,000.00\n\nApproved By: Nathan KWARARA 25-Jul-2023\nRequisitioned By: Niasul KISOKAU 25-Jul-2023\n\nSignature\n\x0c'")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 68 191.1579 417
Label Training Sample Count
0 4
1 4
2 5
3 6

Training Hyperparameters

  • batch_size: (32, 32)
  • num_epochs: (3, 3)
  • 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
0.1111 1 0.3014 -

Framework Versions

  • Python: 3.10.12
  • SetFit: 1.0.3
  • Sentence Transformers: 2.7.0
  • Transformers: 4.40.0
  • 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}
}