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Gopal2002
/
NASFUND_MODEL

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
Eval Results
Model card Files Community
Gopal2002 commited on
Commit
1d76510
•
1 Parent(s): 97358ba

Push model using huggingface_hub.

Browse files
Files changed (13) hide show
  1. 1_Pooling/config.json +10 -0
  2. README.md +282 -0
  3. config.json +31 -0
  4. config_sentence_transformers.json +9 -0
  5. config_setfit.json +4 -0
  6. model.safetensors +3 -0
  7. model_head.pkl +3 -0
  8. modules.json +20 -0
  9. sentence_bert_config.json +4 -0
  10. special_tokens_map.json +37 -0
  11. tokenizer.json +0 -0
  12. tokenizer_config.json +57 -0
  13. vocab.txt +0 -0
1_Pooling/config.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "word_embedding_dimension": 384,
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+ "pooling_mode_cls_token": true,
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+ "pooling_mode_mean_tokens": false,
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+ "pooling_mode_max_tokens": false,
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+ "pooling_mode_mean_sqrt_len_tokens": false,
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+ "pooling_mode_weightedmean_tokens": false,
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+ "pooling_mode_lasttoken": false,
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+ "include_prompt": true
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+ }
README.md ADDED
@@ -0,0 +1,282 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ library_name: setfit
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+ tags:
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+ - setfit
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+ - sentence-transformers
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+ - text-classification
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+ - generated_from_setfit_trainer
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+ base_model: BAAI/bge-small-en-v1.5
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+ metrics:
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+ - accuracy
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+ widget:
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+ - text: 'b''\xe2\x80\x9cnasfund &&\n\nMemorandum\nTo: Accounts Payables Office\nDate:
13
+ 15 February 2024\nFrom: Niasul. K. Lillie\nRe: Binding Clear Cover & Hard Cover
14
+ for HQ\n\n \n\n \n\n \n\n \n\n \n\nPAYEE Theodist Ltd\n\nPURPOSE Supply Binding
15
+ Clear Cover & Hard Cover for NSF HQ (NIL STOCK on Clear\nCover)\n\nAMOUNT K1,290.01\n\nMethod
16
+ of Purchase Order\n\nPayment\n\n \n\n \n\n \n\n \n\n| refer above request for
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+ approval of this Urgent Request.\n\n \n\nRequested by: Ak fu\n\nNiasul. Kisokau-
18
+ Lillie\n(AP) Finance\n\nDate: 15 /_02__/_2024__\n\nApproved pa.\n\nDebbie Oli\nChief
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+ Finance Officer\n\nDate: 15 / 0A) ay\n\nP +675 3131998 F +675 3201625\n\nBSP Haus,
20
+ Level 3, Harbour City\nPO Box 5791, Port Moresby, NCD\n\nnasfund.com.pg\n\n \n\n
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+ \n\x0c'
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+ - text: 'b''nasfund National Superannuation fund Ltd\n\nP.O. Box 5791 Boroko PNG\nTelephone:
23
+ (675) 313 1813 PURCHASE ORDER\nEmail\nSupplier Details:- Order No: PF007324\nTheodist
24
+ Pty Ltd Requested by: Niasul.K.Lillie\nP O Box 1618 Contact No:\nBoroko NCD 111\nPapua
25
+ New Guinea Date Issued: 15-Feb-2024\nSupplier No: 10127\nDelivery Date: 16-Mar-2024\nPage:
26
+ 1 of 1\nAttention: Rhoda Kunnopi\nDeliver To: Invoice To:\n\nNational Superannuation
27
+ fund Ltd\nBSP Haus Poreporena Freeway\n\n \n\nLevel 4\nBoroko\nDescription ay.
28
+ Unit See iegr et\n1 Supply Binding Clear Covers& Hard Covers 1 ALL 1,290.01 1,290.01\nfor
29
+ NSF Head Office.\nQuote No.3584563.\nOrder Total PGK : 1,290.01\n\nSignature Uy
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+ rT\n\nApproved By: Maureen ABABA 15-Feb-2024\nRequisitioned By: Niasul KISOKAU
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+ 15-Feb-2024\n\x0c'''
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+ - text: 'b''nasfund \\& National Superannuation fund Ltd\n\n \n\nP.O. Box 5791 Boroko
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+ PNG\nTelephone: (675) 313 1813 PURCHASE ORDER\nEmail:\nSupplier Details:- Order
34
+ No: PF006716\nProperty PNG Requested by: Gareth Kobua\nP.O.Box 1067 Contact No:\nPapua
35
+ New Guinea\nDate Issued: 25-Jul-2023\nSupplier No: 00469\nDelivery Date: 25-Jul-2023\nPage:
36
+ 1 of 1\nAttention :\nDeliver To: Invoice To:\nNational Superannuation fund Ltd\nBSP
37
+ Haus Poreporena Freeway\nLevel 4\nDescription Qty. Unit at ee i\n1 Service Fee
38
+ for the External Property 0 ONLY 0.00 30,000.00\nValuation Service for Credit
39
+ Corp. Property Portfolio.\nOrder Total PGK : 30,000.00\n\nApproved By: Nathan
40
+ KWARARA 25-Jul-2023\nRequisitioned By: Niasul KISOKAU 25-Jul-2023\n\nSignature\n\x0c'''
41
+ - text: 'b''Spencer Kaba\n<< SSS SSS SSeS\n\nFrom: Maria Kauvu <maria.kauvu@pbc1966.com>\nSent:
42
+ 19 February 2024 10:34\n\nTo: Spencer Kaba\n\n\xe2\x80\x98Gc: sales@pbc1966.com\n\nSubject:
43
+ RE: Quote request\n\nAttachments: IMG_20240219_095133.jpg\n\nHi Spencer,\n\nAcknowledged
44
+ receipt of your quote request. Please see hi-lighted:\n\ne 11 Pauls Milk\xe2\x80\x944
45
+ cartons Nil stock we have Meadow fresh\n\ne 100g Nestle Niugini Blend Coffee \xe2\x80\x94
46
+ 1 carton Nil stock we have Bon Aroma Roasted beans\ne\xc2\xa2 600m! Nature\xe2\x80\x99s
47
+ Own Water \xe2\x80\x94 4 cartons Nil stock we have Wave water\n\ne 250ml Air Fresheners
48
+ \xe2\x80\x94 10 pieces (2 different fragrance) Nil stock\n\ne 750g Saxas Table
49
+ Salt \xe2\x80\x94 2 pieces Nil stock we have Super as per picture\n\nThank you
50
+ and await your swift response.\nKind regards,\n\nMaria Kauvu Nock\n\nCash & Carry
51
+ Sales Supervisor\n\nMobile: +675 7076 1246 | 755 86224\n\nOffice: +675 321 3733
52
+ | Ex: 816\n\nSection 6 Lot 22 Matirogo Street Koki Hubert Murray Highway NCD\n\nFrom:
53
+ Spencer Kaba [skaba@nasfund.com.pg]\n\nSent: Monday, February 19, 2024 8:19 AM\n\nTo:
54
+ Ruth Viae <ruth@pbc1966.com>; maria.kauvu@pbc1966.com\n\nCc: Niasul Kisokau <nkisokau@nasfund.com.pg>;
55
+ Maureen Ababa <mababa@nasfund.com.pg>\nSubject: Quote request\n\nHi Ruth/Maria\n\nPlease
56
+ quote us the following and kindly include the delivery charge on the quote. Please
57
+ note that we have already paid o\ninvoice.\n\ne iL Pauls Milk \xe2\x80\x944 cartons\n\ne
58
+ 100g Nestle Niugini Blend Coffee \xe2\x80\x94 1 carton\n\ne 1KG Ramu Sugar \xe2\x80\x94
59
+ 4 bales (40 pieces)\n\ne 100g Carnation Coffeemate \xe2\x80\x94 1 carton\n\ne
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+ 200g Nestle Milo \xe2\x80\x94 10 pieces\n\ne 100g Nestle Sunshine Milk powder
61
+ \xe2\x80\x94 1 carton\ne 200g National No. 1 tea bag \xe2\x80\x94 1 carton\n\ne
62
+ 600m! Nature\xe2\x80\x99s Own Water \xe2\x80\x94 4 cartons\n\ne 200g Axion paste
63
+ (Kalamansi/Lime) \xe2\x80\x94 1 carton\ne 250ml! Axion liquid (Lemon) \xe2\x80\x94
64
+ 1 carton\n\ne Kitchen sponge \xe2\x80\x94 10 pieces\n\x0c'
65
+ - 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
66
+ \n\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,
67
+ BOROKO P.O.BOX 2507, LAE Building C, Unit 1, Section 06\nAc, ra! fl NCD, PNG MOROBE,
68
+ PNG Mt Hagen, WHP, PNG\nPhone: (675) 313 9800 Phone: (675) 472 5488 Phone: (675)
69
+ 7528 7200\nHOEODISos Phone: (675) 72321300 Phone: (675) 7054 4494 Phone: (675)
70
+ 7590 5096\nBUSINESS SUPERSTORE Seles@theodist:com.pa: a saleslae@theodist. ore
71
+ Sa ee eee ae\nGST REG NO 377 TIN NO 500000599\nStatement For:\nNATIONAL SUPERANNUATION
72
+ FUND Statement Date: 29/02/2024\nLIMITED Account: NASFUND\nPO BOX 5791\nBOROKO\nNATIONAL
73
+ CAPITAL DISTRICT STATEMENT\nPAPUA NEW GUINEA\nPh: 325 9522\nDate Doc # Reference
74
+ Type Amount Running Balance\n30-JUN-2023 | 3375151 (CSL | 0001937 IN 900.00 900.00\n25-JAN-2024
75
+ | 3537235 \xe2\x80\x9chard PF007199 IN 1,119.99 2,019.99\n19-JAN-2024 | 3542287
76
+ Yt PF007205 IN 749.99 2,769.98\n19-JAN-2024 | 3543104 Wephth PF007204 IN 4,949.99
77
+ 7,719.97\n19-JAN-2024 | 3543106 J Real PF007203 IN 8,959.99 16,679.96\n19-JAN-2024
78
+ | 3544420 Vv bop PF007207 IN 1,707.74 18,387.70\n31-JAN-2024 | 3558149 \xc2\xab\xc2\xa9
79
+ fo PF007237 IN 1,094.82 19,482.52\n15-FEB-2024 | 3567378 J Mba. PF007307 IN 3,440.01
80
+ 22,922.53\n01-FEB-2024 | 3570011 V Cept PF007237 IN 375.00 23,297.53\n15-FEB-2024
81
+ | 3570861 ve PF007322 IN 5,454.25 28,751.78\n29-FEB-2024 | 3571309 v PF007333
82
+ IN 19,069.50 47,821.28\n09-FEB-2024 | 3573944 \xe2\x80\x9cRepl PF007289 IN 69.00
83
+ 47,890.28\n15-FEB-2024 | 3582517 J Rept PFO07317 IN 443.69 48,333.97\n29-FEB-2024
84
+ | 3583878 Vv PF007333 IN 34,004.99 82,338.96\n15-FEB-2024 | 3584563 j/ fa PF007324
85
+ IN 1,290.01 83,628.97\n29-NOV-2022 | 60067438 PO# PF006021 IN 21.86 83,650.83\n21-FEB-2024
86
+ | 80599957 Sah PFO07315 IN 890.00 84,540.83\n31-JAN-2024 | 3558149AA\\/ Lapdh
87
+ PF007237 IN 773.81 85,314.64\n90+ days 60 days 30 days Current | Total Balance
88
+ Due\n$921.86 $0.00 $19,356.33 | $65,036.45 $85,314.64\nThis account is > 1 month
89
+ overdue\nAccount Name: THEODIST LIMITED\nBank Name: | BANK OF SOUTH PACIFIC |
90
+ KINA BANK WESTPAC\nBSB Number: 088-968 028-111 038-007\nAccount Number: 1000583563
91
+ 60024605 6000823911\nBranch Name: WAIGANI DRIVE | PORT MORESBY WAIGANI\nSwift
92
+ Code: BOSPPGPM KINIPGPGXXX WPACPGPMXXX\n\nPlease email payment advice to remittance@theodist.com.pg\n\n
93
+ \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
94
+ i | P.O.BOX 1618, BOROKO _\xe2\x80\x94P.O.BOX 2507, LAE REMITTANCE ADVICE\nil
95
+ NCD, PNG MOROBE, PNG\nDOES Phone: (675) 3139800 Phone: (675) 472 5488\nPhone:
96
+ (675) 72321300 Phone: (675) 7054 4494 iod A Total Bal\nBUSINESS SUPERSTORE sales@theodist.com.pg
97
+ saleslae@theodist.com.pg SIE igaihial rae ooun eee ae\n: . : 29/02/2024 NASFUND
98
+ 85,314.64\nPlease detach this Remittance Advice and E\nsend with your payment.\nPage
99
+ 1 of 1\n\nPrinted on 5/03/2024 11:54:13 AM Visit our website: www.theodist.com\n\x0c'''
100
+ pipeline_tag: text-classification
101
+ inference: true
102
+ model-index:
103
+ - name: SetFit with BAAI/bge-small-en-v1.5
104
+ results:
105
+ - task:
106
+ type: text-classification
107
+ name: Text Classification
108
+ dataset:
109
+ name: Unknown
110
+ type: unknown
111
+ split: test
112
+ metrics:
113
+ - type: accuracy
114
+ value: 1.0
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+ name: Accuracy
116
+ ---
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+
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+ # SetFit with BAAI/bge-small-en-v1.5
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+
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+ This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
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+
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+ The model has been trained using an efficient few-shot learning technique that involves:
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+
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+ 1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
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+ 2. Training a classification head with features from the fine-tuned Sentence Transformer.
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+
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+ ## Model Details
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+
129
+ ### Model Description
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+ - **Model Type:** SetFit
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+ - **Sentence Transformer body:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
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+ - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
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+ - **Maximum Sequence Length:** 512 tokens
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+ - **Number of Classes:** 4 classes
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+ <!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
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+ <!-- - **Language:** Unknown -->
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+ <!-- - **License:** Unknown -->
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+
139
+ ### Model Sources
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+
141
+ - **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
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+ - **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
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+ - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
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+
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+ ### Model Labels
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+ | Label | Examples |
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+ |:------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
148
+ | 1 | <ul><li>"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"</li><li>"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'"</li><li>"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'"</li></ul> |
149
+ | 3 | <ul><li>"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 remittance@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? 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 sales@theodist.com.pg saleslae@theodist.com.pg 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'"</li><li>'b"Termination of engagement\\n\\nIf our engagement |is terminated, you authorise us to dis\\n\\nNational Superannuation Fund Limited\\nEngagement as the auditors under the Acts and Standards\\n18 August 2023\\n\\ncuss the Fund\'s affairs with our successors, in\\n\\naccordance with professional standards and guidance, including Confidential Information.\\n\\nTerms and conditions of business\\n\\nThe terms and conditions in relation to our engagement are attached in Appendix I. This engagement letter\\n\\ntogether with these\\n\\xe2\\x80\\x98this Agreement\\xe2\\x80\\x99) will apply to all work KPMG undertakes\\nread this Agreement carefully.\\n\\nGeneral matters\\n\\nKPMG terms and conditions of business and (if any) all other appendices (together called\\n\\nfor you with respect to this engagement. Please\\n\\nWe will be pleased to provide any additional services that may be required from time to time, provided such\\n\\nservices do not impair our independence. Should further\\nseparate terms of engagement will need to be agreed.\\n\\nwork be required over and above such work,\\n\\nWe look forward ta the continuation of our association with the Fund.\\n\\nPlease do not hesitate to contact us if you require clarification of the above matters.\\n\\nYours faithfully\\n\\nPieter Steyn\\nPartner\\n\\nEnclosures:\\n\\nKPMG Terms and Conditions of Business\\n\\nAcknowledgment\\n\\nThe terms and condi\\nbehalf of the Board to accept them for and on behalf of the\\n\\n~y\\nrere\\n\\n \\n \\n \\n \\n\\n \\n\\nov therm s\\n\\no& |>ear\\n\\nRajeev Sharma\\n\\n \\n \\n\\nNasfund Superan|\\n\\n \\n\\nChief Executive Officer\\n\\ntions of the above engagement letter have been read and understood, and | am authorised on\\n\\nFund and National Superannuation Fund Limited.\\n\\nExecutive Pic\\n\\n \\n\\n \\n\\nnuation Fund Limited\\n\\n \\n\\x0c"'</li><li>"b'nasfund \\\\&&\\xc2\\xab\\n\\n \\n\\nAccounts Payable Office\\n\\nInvestment Division\\n\\n20 July 2023\\n\\nService Fee \\xe2\\x80\\x94 External Property Valuation Service\\n\\n \\n\\n \\n\\nProperty PNG Limited\\n\\ne Request for approval of payment for services provided by Property PNG\\nLimited to carry out an external property valuation assessment of the Credit\\nCorp. property portfolio that forms Project Hausman.\\n\\ne Accepted total service fee of PGK30,000.00 (also refer appended fee\\n\\n \\n\\nproposal).\\nIt Description Amount\\nchs\\nAllotment 2, 3 & 8, Section 45, Granville 40,000.00\\n2 Allotment 27, 28 & 29, Section 34, Granville 40,000.00\\n3 Allotment 22, Section 33, Granville 10,000.00\\nTotal Service Fee 30,000.00\\n\\nPGK30,000.00\\nRequest to Raise PO\\n\\n \\n\\n \\n\\nPlease raise payment as per invoice attached. Thank you.\\n\\n \\n \\n\\n \\n \\n \\n \\n \\n\\nNASFUND\\nRECEIVED\\nDate:\\nInitials\\n\\nFINANCE\\nRecommended by:\\n\\n \\n\\nTime\\n\\n \\n\\nGareth Kobua\\nManager Investments, Portfolio Management\\n20 July 2023\\n\\nApproved by:\\n\\na J. Nelson\\nGeneral Manager, Investments\\n20 July 2023\\n\\nNational Superannuation Fund Limited\\n\\nP1588 E help@nasfund.com.pg\\nBSP Haus, Level 3-4, Harbour City\\nPO Box 5791, Boroko, NCD\\n\\nnastund.com.pg\\n\\n \\n\\x0c"</li></ul> |
150
+ | 0 | <ul><li>"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\\nsales@theodist.com.pg\\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:\\nsaleslae@theodist.com.pg\\n\\nTIN.NO 500000599 ,\\n\\nJiasul\\n\\nos Ole |03 oe\\n\\nKi\\n\\n \\n\\n \\n\\nHagen\\n\\nBuilding C, Unit 1, Section 06\\nMt Hagen, WHP, PNG\\nPhone: (675) 7528 7200\\nPhone: (675) 7590 5096\\nsaleshagen@theodist.com.pg\\n\\n*\\xe2\\x80\\x9cREPRINT***\\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\nBill To: Deliver To: Invoice No: 3584563\\nNATIONAL SUPERANNUATION FUND NATIONAL SUPERANNUATION FUND : 2\\nLIMITED Mire Invoice Date: 15-FEB-24\\nPO BOX 5791 PO BOX 5791 Total Due: 1,290.01\\nBOROKO, BOROKO, NCS . : ss\\nNATIONAL CAPITAL DISTRICT ATTN: NIASUL KISOKAU\\nZ PICK UP\\nPh: 675 3131813\\nAccount Code} Purchase Order No. | Cust. Phone | Invoiced By: | Sales Rep. Warehouse Territory\\nNASFUND PF007324 3131813 LL1 LL1 AWH2 1POM\\nItem Code ltem Description Qty Unit RRP on \\xc2\\xa9 Disc. Price| Extended Price\\nBC85A4 COVER A4 CLEAR 1000 | EACH 0.91] 25.27 0.68 681.83\\nFOR BINDING 0.25mm\\nDMBC98OWT- COVER LEATHERGRAIN A4 DATAMAX 100 EACH 1.09) 24.77 0.82 81.82\\n220gsm OFFWHITE / BEIGE\\nDMBC98BLk- COVER LEATHERGRAIN A4 DATAMAX 200 EACH 1.09] 24.77 0.82 163.64\\n300gsm BLACK\\nDMBC98BLU- COVER LEATHERGRAIN A4 DATAMAX 100 EACH 1.09] 24.77 0.82 81.82\\n300gsm DARK BLUE\\nDMBC98WHT- COVER LEATHERGRAIN A4 DATAMAX 100 EACH 1.09} 24.77 0.82 81.82\\n300gsm WHITE\\nDMBC98RED- COVER LEATHERGRAIN A4 DATAMAX 100 EACH 1.09| 24.77 0.82 81.82\\n300gsm RED\\n- - QUOTED COLORS CURRENTLY\\nAVAILABLE IN HARD COVER - - -\\nBTS2024 BTS 2024 PROMO RAFFLE TICKET 6 EACH 0.00} 0.00 0.00\\nSerial# A103011230 to A103011235 0.00) 0.00\\nRECEIVED BY o..cccccccccescssensstesetnenteeee Total Disc. 390.91\\n1. These goods remain the property of Theodist Ltd until paid for in full .\\n2. When goods are sent by air, sea or road freight, insurance of the goods is the responsibility of Total Ex . 1 a 72.15\\nthe purchaser. GST: 1 4 7 26\\nRefund Policy\\nGoods sold are not returnable/refundable after 72 hours. Returns must be in new condition, Total: PG K | ,290.01\\nunused & in the original packaging.\\nPlease retain your invoice to enter our raffle draw. Paid By:\\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 Hit\\nBranch Name: WAIGANI DRIVE | PORT MORESBY WAIGANI Ng\\nSwift Code: BOSPPGPM KINIPGPGXXX | WPACPGPMXXX 12090 |\\nPlease email payment advice to remittance@theodist.com.pg Page 1 of 1\\n\\nPrinted on\\n\\n5/03/2024 11:56:21 AM\\n\\nVisit our website: www.theodist.com\\n\\x0c'"</li><li>"b'Invoice\\n\\nNASFUND LTD Invoice date\\nP. O Box 5791 2023-07-14\\nBoroko\\n\\nDue date\\n\\nNational Capital District\\n\\nPapua New Guinea 2028-07-14\\n\\n \\n\\npropertypng....\\n\\nProperty PNG Limited 01062023 (2023-06-08) (2023-06-13) (2023-06-21)\\n\\nP.O. Box 1067\\nBOROKO, NCD\\n\\nPapua New Guinea Cee\\n\\nou\\n\\n \\n\\n \\n\\n \\n\\n \\n\\n \\n\\nInvoice number COGExernpt BY. ey (\\nAttention: Mr. Fiona Saascee COI 1-72109 TIN 501080230 Cae : | , ] ~~\\nNelson ab 0+ {123\\nQuote number\\n2023016\\nValuation - NASFUND Ltd properties\\nQty Unit price Total\\n1 10,000.00 10,000.00\\n1 10,000.00 10,000.00\\n1 10,000.00 10,000.00\\nCe\\nTotal 30,000.00\\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\\nAccount Number: 600 361 6070\\n\\n \\n\\n \\n\\n \\n\\x0c'"</li><li>"b' \\n\\nTAXINVOICE\\n\\nKPMG\\n\\nLevel B2 Telephone +675 321 2022\\n\\nNambawan Plaza e-Mail PG-FMFinance@kpmg.com.au\\nMcGregor Street\\n\\nPort Moresby 0121\\n\\nNational Capital District\\nPapua New Guinea\\n\\nPO Box 507\\n\\nPort Moresby\\nNCD\\n\\nPapua New Guinea\\n\\n \\n\\n \\n\\nNational Superannuation Fund | i\\xc2\\xa2 > Spam) 14 February 2024\\nLevel 4, BSP Haus, Harbour City i egg fot | Tax Invoice No 60818\\nPORT MORESBY, NCD pe. I Client Code NATSF\\nPAPUA NEW GUINEA ipaTe: __| (02 ey _| TIN 500056556\\n|\\n|\\nProfessional services rendered in respect of the audit of National Superannuation Fund for the year\\nending 31 December 2023.\\n|\\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\\nOur Fee Total |\\n| K233,818.75\\nGST\\n| K23,381.88\\nTOTAL FEE |\\nore K257,200.63\\n\\n \\n\\nPlease forward cheques to:\\n\\nKPMG\\n\\nPO Box 507\\n\\nPort Moresby\\nNCD\\n\\nPapua New Guinea\\n\\n \\n\\nRemittance Advice - Please return with your payment\\n\\nInvoice Due Date: 28 February 2024\\nFor Direct Deposit:\\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\\n|\\n\\n\\xc2\\xa92023 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 Intemational 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> |
151
+ | 2 | <ul><li>"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: support@propertypngitd.com\\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 | PGK10,000.00\\n\\ncommercial property\\nsituated on Allotment 2, 3 &\\n8, Section 45 \\xe2\\x80\\x94 Granville.\\n\\n \\n\\nEra Dorina Apartments 5x high-end residential | PGK10,000.00\\napartment blocks situated\\non Allotments 27, 28 & 29,\\nSection 34 \\xe2\\x80\\x94 Granville.\\n\\n \\n\\nEra Matana Apartments 2x high-end _ residential | PGK10,000.00\\napartment blocks situated\\non Allotment 22, Section 33\\n\\xe2\\x80\\x94 Granville.\\n\\nTotal excl. GST\\n\\n \\n\\nPGK30,000.00 _\\n\\n \\n\\n \\n\\n \\n\\n \\n\\nWe confirm the program for this valuation exercise to be as follows:\\n\\ne Property PNG Ltd to confirm information requirements by 16 May 2023;\\n\\n \\n \\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\\x0c'"</li><li>'b"\' Niasul Kisokau\\n\\nFrom:\\n\\nSent:\\n\\nTo:\\n\\nCe:\\n\\nSubject:\\nAttachments:\\n\\nNiasul,\\n\\nDebbie Oli\\n\\nWednesday, 23 August 2023 3:46 pm\\n\\nNiasul Kisokau\\n\\nIkanau Matangiau\\n\\ntax and audit engagement letters\\n\\n| Nasfund Audit - Signed engagement letter.pdf; Nasfund Tax - signed engagement\\nletter.pdf\\n\\nAttached are the tax and audit engagement letters so you can see how much the total fees are\\n\\nDebbie Oli\\nGeneral Manager | Finance &\\n\\nHead Office, BSP Haus -Leve\\nP.O Box , NCD, Papua New\\n\\nwww.nasfund.com.pg\\n\\np +675 3131961 m +675 vel 4H\\n\\n|\\n\\xe2\\x80\\x98Admin\\n\\n4, Harbour City, Port Moresby\\nuinea\\n\\n \\n\\x0c"'</li><li>"b'Spencer Kaba\\n<< SSS SSS SSeS\\n\\nFrom: Maria Kauvu <maria.kauvu@pbc1966.com>\\nSent: 19 February 2024 10:34\\n\\nTo: Spencer Kaba\\n\\n\\xe2\\x80\\x98Gc: sales@pbc1966.com\\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 [skaba@nasfund.com.pg]\\n\\nSent: Monday, February 19, 2024 8:19 AM\\n\\nTo: Ruth Viae <ruth@pbc1966.com>; maria.kauvu@pbc1966.com\\n\\nCc: Niasul Kisokau <nkisokau@nasfund.com.pg>; Maureen Ababa <mababa@nasfund.com.pg>\\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"</li></ul> |
152
+
153
+ ## Evaluation
154
+
155
+ ### Metrics
156
+ | Label | Accuracy |
157
+ |:--------|:---------|
158
+ | **all** | 1.0 |
159
+
160
+ ## Uses
161
+
162
+ ### Direct Use for Inference
163
+
164
+ First install the SetFit library:
165
+
166
+ ```bash
167
+ pip install setfit
168
+ ```
169
+
170
+ Then you can load this model and run inference.
171
+
172
+ ```python
173
+ from setfit import SetFitModel
174
+
175
+ # Download from the 🤗 Hub
176
+ model = SetFitModel.from_pretrained("Gopal2002/NASFUND_MODEL")
177
+ # Run inference
178
+ 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'")
179
+ ```
180
+
181
+ <!--
182
+ ### Downstream Use
183
+
184
+ *List how someone could finetune this model on their own dataset.*
185
+ -->
186
+
187
+ <!--
188
+ ### Out-of-Scope Use
189
+
190
+ *List how the model may foreseeably be misused and address what users ought not to do with the model.*
191
+ -->
192
+
193
+ <!--
194
+ ## Bias, Risks and Limitations
195
+
196
+ *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
197
+ -->
198
+
199
+ <!--
200
+ ### Recommendations
201
+
202
+ *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
203
+ -->
204
+
205
+ ## Training Details
206
+
207
+ ### Training Set Metrics
208
+ | Training set | Min | Median | Max |
209
+ |:-------------|:----|:---------|:----|
210
+ | Word count | 68 | 191.1579 | 417 |
211
+
212
+ | Label | Training Sample Count |
213
+ |:------|:----------------------|
214
+ | 0 | 4 |
215
+ | 1 | 4 |
216
+ | 2 | 5 |
217
+ | 3 | 6 |
218
+
219
+ ### Training Hyperparameters
220
+ - batch_size: (32, 32)
221
+ - num_epochs: (3, 3)
222
+ - max_steps: -1
223
+ - sampling_strategy: oversampling
224
+ - body_learning_rate: (2e-05, 1e-05)
225
+ - head_learning_rate: 0.01
226
+ - loss: CosineSimilarityLoss
227
+ - distance_metric: cosine_distance
228
+ - margin: 0.25
229
+ - end_to_end: False
230
+ - use_amp: False
231
+ - warmup_proportion: 0.1
232
+ - seed: 42
233
+ - eval_max_steps: -1
234
+ - load_best_model_at_end: False
235
+
236
+ ### Training Results
237
+ | Epoch | Step | Training Loss | Validation Loss |
238
+ |:------:|:----:|:-------------:|:---------------:|
239
+ | 0.1111 | 1 | 0.3014 | - |
240
+
241
+ ### Framework Versions
242
+ - Python: 3.10.12
243
+ - SetFit: 1.0.3
244
+ - Sentence Transformers: 2.7.0
245
+ - Transformers: 4.40.0
246
+ - PyTorch: 2.2.1+cu121
247
+ - Datasets: 2.19.0
248
+ - Tokenizers: 0.19.1
249
+
250
+ ## Citation
251
+
252
+ ### BibTeX
253
+ ```bibtex
254
+ @article{https://doi.org/10.48550/arxiv.2209.11055,
255
+ doi = {10.48550/ARXIV.2209.11055},
256
+ url = {https://arxiv.org/abs/2209.11055},
257
+ author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
258
+ keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
259
+ title = {Efficient Few-Shot Learning Without Prompts},
260
+ publisher = {arXiv},
261
+ year = {2022},
262
+ copyright = {Creative Commons Attribution 4.0 International}
263
+ }
264
+ ```
265
+
266
+ <!--
267
+ ## Glossary
268
+
269
+ *Clearly define terms in order to be accessible across audiences.*
270
+ -->
271
+
272
+ <!--
273
+ ## Model Card Authors
274
+
275
+ *Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
276
+ -->
277
+
278
+ <!--
279
+ ## Model Card Contact
280
+
281
+ *Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
282
+ -->
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+ "idx": 1,
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+ "name": "1",
11
+ "path": "1_Pooling",
12
+ "type": "sentence_transformers.models.Pooling"
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+ },
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+ {
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+ "idx": 2,
16
+ "name": "2",
17
+ "path": "2_Normalize",
18
+ "type": "sentence_transformers.models.Normalize"
19
+ }
20
+ ]
sentence_bert_config.json ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {
2
+ "max_seq_length": 512,
3
+ "do_lower_case": true
4
+ }
special_tokens_map.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "cls_token": {
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+ "content": "[CLS]",
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+ "lstrip": false,
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+ "mask_token": {
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+ "normalized": false,
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+ "single_word": false
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+ "pad_token": {
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+ "content": "[PAD]",
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+ "lstrip": false,
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+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false
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+ },
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+ "sep_token": {
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+ "content": "[SEP]",
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+ "single_word": false
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+ "unk_token": {
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+ "content": "[UNK]",
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+ "lstrip": false,
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+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false
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+ }
37
+ }
tokenizer.json ADDED
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tokenizer_config.json ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "added_tokens_decoder": {
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+ "0": {
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+ "content": "[PAD]",
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+ "lstrip": false,
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+ "100": {
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+ },
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+ "101": {
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+ "special": true
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+ }
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+ },
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+ "clean_up_tokenization_spaces": true,
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+ "cls_token": "[CLS]",
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+ "do_basic_tokenize": true,
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+ "do_lower_case": true,
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+ "mask_token": "[MASK]",
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+ "model_max_length": 512,
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+ "never_split": null,
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+ "pad_token": "[PAD]",
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+ "sep_token": "[SEP]",
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+ "strip_accents": null,
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+ "tokenize_chinese_chars": true,
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+ "tokenizer_class": "BertTokenizer",
56
+ "unk_token": "[UNK]"
57
+ }
vocab.txt ADDED
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