---
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
base_model: sentence-transformers/all-MiniLM-L6-v2
metrics:
- accuracy
widget:
- text: "James\n\n\nFrom: The Desk of Ajibola James\nSenior Manager: Pacific International\
\ Bank PLC.\n 40 Marina Street\n Lagos\n\nDear friend,\n\
\nFirst, I must solicit your confidence in this transaction. This is by virtue\
\ \nof its nature being utterly confidential and top secret. We have decided\
\ to \ncontact you due to the urgency of this transaction, as we have been reliably\
\ \ninformed of your discretness, trustworthy and ability to carry out legitimate\
\ \nbusiness.\n\nTHE PROPOSITION: An American, Mr. Shaline Adam, an Oil merchant\
\ with the \nFederal Government of Nigeria, until his death with his whole family\
\ on an \nEgyptAir Flight #990, which crashed into the Atlantic Ocean on October\
\ 31, \n1999, banked with us at Pacific International Bank Plc Lagos and had\
\ a \nclosing balance of US$3.5,000,000.00 (Three Milion Five Hundred Thousand\
\ \nUnited States Dollars Only) as at the end of September, 2000. Attached here\
\ \nis a CNN webpage on the unfortunate crash in 1999: \nhttp://www.cnn.com/US/9911/02/egyptair990.list/index.html\n\
\nValuable efforts have been made by the bank to get in touch with any of the\
\ \nAdam's family or relative, but to no avail. His Next of Kin was his wife that\
\ \nwas involved in the crash so for now there is no trace of his family.\n\n\
It is because of the perceived impossibility of locating a relative of the \n\
Shaline Adam's family (since all his family are dead) that the bank is making\
\ \nplans to ceed the said amount to the Defence Ministry for the procurement\
\ of \nweapons of war. In order to avert this ugly situation, few of my colleagues\
\ \nand I have decided to contact you and seek your permission to have you stand\
\ \nas a relative to Late Shaline Adam so that the total amount of US$3.5 Million\
\ \nDollars will be processed and released in your favour into your personal \n\
account.\n\nAll documents and proofs to enable you get this fund will be carefully\
\ \nworked out. We have secured from the probate, an order of Madamus, to locate\
\ \nany of the deceased beneficiary. Be rest assured that this transaction is\
\ \nrisk-free. Also, your share for offering to assist us and provide the \nreceiving\
\ account will be 10% of the total sum, while 90% will be for my \ncolleagues\
\ and I, which also would be in your account for safe custody and \nprobable future\
\ investment purpose in your country.\n\nAs soon as we receive an acknowledgement\
\ of your willingness to accept our \nproposal, we shall furnish you with further\
\ details as we concluded all \narrangements to have the money transferred to\
\ you within 7 working days from \nthe date of commencement.\n\nIf this proposal\
\ is acceptable to you, then furnish us with your most \nconfidential telephone\
\ and fax numbers at which time an application for the \nfund release will\
\ be forwarded in your favour.\n\nThank you in advance for your anticipated cooperation.\n\
\nRegards,\n\nAjibola James\n\nAlternative mail:jrade2000@caramail.com"
- text: "My Compliment\n\n\nFrom: Dr. Rasheed S. Abubakar,\n\nDear Friend,\n\nMy Compliment\
\ to you,\n\nI guess this letter may come to you as a surprise since I had no\
\ \nprevious correspondence with you.\n\nI am sending you this mail on behalf\
\ of the chairman tender board of \nIndependent National Electoral Commission\
\ (INEC) MR. SETTLEY DAZE. We \ngot your contact in our search for a reliable\
\ person to handle a very \nconfidential transaction involving the transfer of\
\ Forty Nine Million, \nFive Hundred Thosand United States Dollars US$49.5Million.\n\
\nThe above fund is not connected with arms, drugs or money laundering. \nIt is\
\ the product of an over invoiced Contract awarded in 2001 by INEC \nto a foreign\
\ company for the construction of high rise estate in the \nfederal capital territory.\n\
\nThe contract has long been executed and payment of the actual contract \namount\
\ has been paid to the foreign contractor leaving the balance, \nwhich my colleague\
\ and I now want to transfer out of Nigeria into a \nreliable foreign account\
\ for our personal use.\n\nAs civil servants we are not allowed to run foreign\
\ accounts. Hence we \nhave chosen you to front and support us as the beneficiary\
\ to be paid. \nIf you are interested in the proposal kindly get back to me by\
\ sending \nme your letter of acceptance along with your direct telephone and\
\ fax \nnumbers, For your support and partnership, please reply me to negotiate\
\ \nyour fees or the percentage you wish to be paid when the funds arrive \nyour\
\ bank account. \n\nFurther details about this transaction will be discussed in\
\ the \nsubsequent correspondence. Note also that the particular nature of your\
\ \nbusiness is irrelevant to this transaction and all local contacts and \narrangements\
\ are in place for a smooth and successful conclusion of \nthis transaction.\n\
\nBe informed that we are aware of the way email proposals of this type \nare\
\ being sent from this part of africa and as regards that, you should \nplease\
\ treat this with utmost attention knowing fully well that you \ncannot and will\
\ not be compelled to assist us if you are not disposed \nto.\n\nContact me via\
\ my email account or you also reach me on this email \naccount she_rashabubakar@yahoo.com\
\ with your contact telephone and fax \nnumbers on response, I will call you for\
\ a discussion.\n\nThank you as I await your response.\n\nSincerely,\n\n\nDr.\
\ Rasheed S. Abubakar."
- text: 'How to resolve!
www.rewire.comInternational Financial Services - RewireInternational Financial
Services - RewireGood Day YvonneOpen the attach file sent ,after the departmental
payment receipt has be uploaded we also sent awareness letter note to Mr chalan
which should be sent to your bank directly by chalan,Please ensure chalan uploads
the departmental payment receipt receipt as soon as possible because the amount
to your account is more than $100,000 when converted from pound sterling to USD,please
write him (chalan)as soon as possible to settle thisKind RegardsReire Paying Deptwww.rewire.com'
- text: "Introduction/Business Proposal\n\n\nMy Dear Friend , \nGREETING!!!.With a\
\ humbled heart I commit myself this day to write \nand ask for your benevolence\
\ and kind consideration of \nmy families plight for assistance. I am making this\
\ contact on behalf of my\n family not minding the consequences but hoping that\
\ you would understand our\n predicament and come to our aid and assist us. I\
\ would also kindly apologize\n for any inconvenience or embarrassment this might\
\ cause your person, as we\n neither know each other personally nor have had any\
\ previous contact or\n correspondence. \nI am Julius Nsekou Mobutu Sese Sekou,son\
\ of the late president Mobutu Sese Sekou\n of the Congo Democratic Republic(former\
\ Republic of Zaire). \nThere was unrest (war) in my country which resulted in\
\ the overthrow and\n eventual of my father President \nMobutu Sese Sekou.My family\
\ members have since escaped \nto Morocco while i am presently in Nigeria(West\
\ Africa) on political asylum. \nDue to the political crisis,no member of my family\
\ can go back to the Congo\n Democratic Republic or transact any business investment\
\ there,also my fathers\n properties have been seized and Bank accounts frozen\
\ by the Government of\n Lawrent Joseph Kabila. \nBefore my father died ,he deposited\
\ the sum of $50.5 MILLION(USD) CASH in a\n PRIVATE SECURITY VAULT in Europe.Please\
\ we need your assistance in moving and\n securing this money in your bank accounts\
\ abroad,my family will compensate you\n adequately with 20% of the total amount\
\ for your assistance and co operation. \nMy family will want to invest this money\
\ abroad,and for this reason, i sincerely\n appeal to you to help us in setting\
\ up this business.May i also state that you\n will advice on areas of investment\
\ as regards your business and your country as\n the families foreign partner.\
\ \nI look forward to further co-operation from you and will be grateful for your\n\
\ immediate response through the underlisted mediums. \nReply back to E-mail:\
\ sekou_family@fsmail.net\nYours Sincerely, \nJulius Nsekou Mobutu & Entire Family."
- text: "FAMILY BUSINESS ASSISTANCE\n\n\nHIGHLY CONFIDENTIAL\nFROM: Prince Tunde O\
\ Adisaraki \nMOBILE:234-90-509398\nMOBILE:234-80-33254029\nFAX:234-92726808\n\
\ \n \nGreetings, \n \nThis letter might surprise you because we have not met\
\ neither in person nor by correspondence. But I believe it is one day that you\
\ get to know somebody either in physical or through correspondence. I got your\
\ contact through some discreet inquiry from the chamber of commerce and industry,\
\ you and your organization were revealed as being quite astute in private entrepreneurship,\
\ one has no doubt in your ability to handle a financial business transaction.\n\
\ \nHowever,I am the first son of his Royal Majesty, Iginawari Nweke Adisaraki\
\ III and the traditional ruler of Eleme Province in the oil area of Rivers State\
\ of Nigeria. I am making this contact to you in respect of US 28,000,000.00 (Twenty\
\ eight million United States Dollars) which I inherited from my late father.\
\ This money was accumulated from royalties paid to my father as compensation\
\ by the oil firms located in our area as a result of oil presence on our land\
\ which hamper agriculture which is our major source of livelihood. Unfortunately\
\ my father died from protracted diabetes. But before his he called my attention\
\ and informed me that he lodged some funds on a two boxes with a security firm\
\ with an open beneficiary status. The lodgment Security Code Number was also\
\ revealed to me, he then advised me to look for a reliable business partner abroad,\
\ who will assist me in investing the money in a lucrative business as a result\
\ of economic instability in Nigeria.\n \nSo this is the main reason why I am\
\ contacting you for us to move this money from the security firm to any country\
\ of your choice for investment purposes. So I will like you to be the ultimate\
\ beneficiary, so that the funds can be moved in your name and particulars to\
\ any country of your choice where it will be claimed and invested. Hence my father\
\ have had intimated the security firm personnel that the beneficiary of the Box\
\ is his foreign partner whose particulars will be forwarded to the firm when\
\ due. \n \nBut I will guide you accordingly. As soon as the fund reaches, I will\
\ then come over to meet you in person, so that we can discuss physically on Investment\
\ entials.Based on this instance I and my family have unanimously decided to give\
\ you 20% of the total money and annual 5% of the after tax returns on investment\
\ for the first three years. Thereafter, the term shall be varied. 2% for charity\
\ homes and 3% for expenses, which may arise during the transaction, fax and phone\
\ bills inclusive. The balance of 70% you will invest and manage for my family.\
\ I hereby guarantee you that this is not government money, it is not drug money\
\ and it is not money from arms deal.\nThough you have to maintain high degree\
\ of confidentiality on this matter. \n \nI will give you all proof of deposit\
\ and existence of money once urged and fully satisfied with you capability and\
\ honesty. I hope this will be the beginning of a prosperous relationship between\
\ my family and your family. Nevertheless if you are for any reason not interest,\
\ kindly inform me immediately so that I will look for another contact.\n \nI\
\ required also your private phone and fax numbers for easy communication.I am\
\ waiting for your quick response through my private phone or fax Number.\n \n\
I am waiting for your quick response. \n \nYours faithfully, \n \nPrince Tunde\
\ Olusola Adisaraki (For the Family)"
pipeline_tag: text-classification
inference: true
model-index:
- name: SetFit with sentence-transformers/all-MiniLM-L6-v2
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.96875
name: Accuracy
---
# SetFit with sentence-transformers/all-MiniLM-L6-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) 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.
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 body:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 256 tokens
- **Number of Classes:** 2 classes
### 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 |
|:------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 1 | - 'HELP ME AND MY FAMILY PLEASE.\n\n\nDEAR FRIEND,\n\nTHROUGH THE COURTESY OF BUSINESS OPPORTUNITY, I TAKE LIBERTY ANCHORED ON A\nSTRONG DESIRE TO SOLICIT YOUR ASSISTANCE ON THIS MUTUALLY BENEFICIAL AND\nRISKFREE TRANSACTION WHICH I HOPE YOU WILL GIVE YOUR URGENT ATTENTION.\n\nI AM MR.SESAY MASSAQUOE I AM MOVED TO WRITE YOU THIS LETTER ,THIS WAS IN\nCONFIDENCE CONSIDERING OUR PRESENT CIRCUMSTANCE AND SITUATION.\n\nI ESCAPED WITH MY WIFE AND CHILDREN OUT OF SIERRA- LEONE TO\nGROU-JIRNSSUM,A VILLAGE IN THE NETHERLANDS THROUGH THE AID OF THE UNITED\nNATIONS EVACUATION TEAM WHERE WE ARE NOW PRESENTLY RESIDING ON TEMPORARY\nPOLITICAL ASYLUM.\n\nHOWEVER DUE TO THIS SITUATION I DECIDED TO CHANGE MOST OF MY BILLIONS OF\nDOLLARS DEPOSITED IN SWISS BANK AND OTHER COUNTRIES INTO OTHER FORMS OF\nMONEY CODED FOR SAFE PURPOSE BECAUSE THE NEW HEAD OF STATES AHMED TEJAN\nKABBA MADE ARRANGEMENTS WITH THE SWISS GOVERNMENT AND OTHER EUROPEAN\nCOUNTRIES TO FREEZE ALL MY TREASURES DEPOSITED IN SOME EUROPEAN\nCOUNTRIES,HENCE I AND MY WIFE ALONG WITH MY CHILDREN, DECIDED LAYING LOW\nIN THIS OUR TEMPOERY POLITICAL ASYLUM CAMP HERE IN GROU JIRNSSUM IN THE\nNETHERLANDS TO STUDY THE SITUATION TILL WHEN THINGS GETS BETTER,SINCE\nPRESIDENT TEJAN KABBA TAKING OVER GOVERNMENT AGAIN IN SIERRA-LEONE ONE OF\nMY CHATEAUX IN SOUTHERN FRANCE WAS CONFISCATED BY THE FRENCH\nGOVERNMENT,AND AS SUCH WE HAD TO CHANGE OUR IDENTITY SO THAT OUR\nINVESTMENT WILL NOT BE TRACED AND CONFISCATED.\n\nI HAVE DEPOSITED THE SUM OF THIRTY MILLION,FIVE HUNDRED THOUSAND UNITED\nSTATES DOLLARS(US$30,500,000)WITH A SECURITY COMPANY FOR SAFEKEEPING.\nTHE FUNDS ARE SECURITY CODED TO PREVENT THEM FROM KNOWING THE ACTUAL\nCONTENTS.\n\nWHAT I WANT YOU TO DO NOW IS TO INDICATE YOUR INTEREST THAT YOU WILL\nASSIST ME AND MY IMMEDIATE FAMILY BY RECEIVING THE MONEY ON OUR BEHALF.\nTHE ACCOUNT REQUIRED FOR THIS PROJECT CAN EITHER BE PERSONAL,COMPANY OR AN\nOFFSHORE ACCOUNT THAT YOU HAVE TOTAL CONTROL OVER,YOUR AREA OF\nSPECIALISATION WILL NOT BE A HINDERANCE TO THE SUCCESSFUL EXECUTION OF\nTHIS TRANSACTION.\n\nACKOWLEDGE THIS MESSAGE,SO THAT I CAN INTRODUCE YOU TO MY FAMILY AS OUR\nFOREIGN TRUSTED PARTNER WHO SHALL TAKE CHARGE OF OUR INVESTMENT ABROAD\nWHERE WE NOW PLAN TO SETTLE.\n\nI WANT YOU TO ASSIST US IN INVESTING THIS MONEY,BUT I WILL NOT WANT OUR\nIDENTITY REVEALED.I WILL ALSO WANT TO BUY PROPERTIES AND STOCKS IN\nMULTI-NATIONAL COMPANIES AND TO ENGAGE IN OTHER SAFE AND NON SPECULATIVE\nINVESTMENTS.\nWE HAVE BEEN THROUGH A LOT OF HEALTH AND SPIRITUAL TURMOIL,HENCE WILL NEED\nYOUR UNDERSTANDING AND ASSISTANCE.\n\nMAY I AT THIS POINT EMPHASIZE THE HIGH LEVEL OF CONFIDENTIALLITY WHICH\nTHIS BUSINESS DEMANDS AND HOPE YOU WILL NOT BETRAY THE TRUST AND\nCONFIDENCE WHICH WE REPOSE IN YOU.I SHALL PUT YOU IN THE PICTURE OF THIS\nBUSINESS,I.E TELL YOU WHERE THE FUNDS ARE CURRENTLY BEING MAINTAINED AND\nALSO DISCUSS OTHER MODALITIES INCLUDING REMUNERATION FOR YOUR SERVICES.\n\nI SHALL INFORM YOU WITH THE NEXT LINE OF ACTION AS SOON AS I RECEIVE YOUR\nPOSITIVE RESPONSE.\n\nIS THIS PROPOSITION ATTAINABLE?IF IT IS,PLEASE KINDLY FURNISH ME\nIMMEDIATELY BY E-MAIL WITH YOUR DIRECT TELEPHONE AND FAX NUMBERS TO\nENHANCE THE CONFIDENTIALLITY WHICH THIS BUSINESS DEMANDS.\n\nBEST REGARDS\nMR.SESAY MASSAQUOE.\nREPLY TO MY PRIVATE EMAIL ADDRESS...........>sesmassa@pro.hu\n\n\n__________________________________________________________ \n For special offers on latest publications on Malta or by Maltese authors go to http://shop.di-ve.com'
- 'New USDT Wallet Address for Payment\n\n\nDear customer Batel11,We want to inform you of an important update regarding our payment methods. As part of our ongoing efforts to streamline our payment processes and enhance security, we have established a new USDT (Tron) wallet address for receiving payments.New USDT Wallet Address: TPNq8zpLivwQi9FyaWhuycghYgB2i9RV4pPlease make sure to double-check the new wallet address before making any payments to avoid any potential issues. If you have any questions or need assistance with this update, please do not hesitate to contact our customer support team.Warm regards,'
- "URGENT\n\n\nAttn: The President, \n\nDear Sir, \n\nMy mail may come to you as a surprise, but sincerely this is a \nproposal for a business deal that will benefit both of us. I am \ncontacting you after a frantic search for a person who will be \ntrustworthy and capable of handling a business of this dimension. \n\nMy name is Mr. Jonathan Mokoena, the Under-Secretary in charge of \nIntergration at the Specialized Technical Committee of the African \nUnion (AU), formerly Organization of Afriacn Unity (OAU). You may be \naware of the transformation of the OAU to AU, and the mandate to \nbuild a new united Africa modelled on the pattern of European Union \n(EU). For this therefore, the various African leaders recently \ninaugurated the New Patnership for African Development (NEPAD). NEPAD \nis to streamline Africa towards achieving a common market, defence \nforce, currency, foreign policy, judiciary etc. For the above, the \nvarious African countries have made whosoever contributions in \nhundreds of million dollars. We have equally received grants/aids \nfrom the EU, USA and other international governments and agencies. \nThese moneies in all have ran into millions of dollars. \n\n\nAs the officer in charge of receiving and managing these funds and \nexecuting the projects for which they are ment for, I have received \nall the money expected. I have also prepared my account which I have \nsubmitted to the AU High Command, and it has been approved by the AU \nSecratary-General, Dr. Amara Essy. However, in some of the money \nreceived, some of the donor countries and international bodies \nremitted to us amounts in excess of what they pledged. The AU before \nnow, has written to all of them to acknowledge the receipt of the \nmonies from them. The money in excess and which I have kept out with \nonly me having knowledge of it, is in the tune of Thirty-Five Million United States Dollars (US$35,000,000.00). As it is now, this money belongs to me, as neither the AU nor any of the donor countries/international agencies has declared their money missing. \n\n\nI am therefore contacting you to assist me with the movement and \nsafe-keeping of this fund. As a public officer in my category, I \ncannot openly put this money into any bank here in Addis Ababa, \nEthiopia, the AU headquarters where I am now, or in any other part of \nAfrica, as an account holder. This will surely raise eyebrows and \nexpose me. I have therefore concealed this amount of US$35M in four \nmetal trunk boxes, and declared them as artefacts belonging to a \nforeigner. I deposited the boxes with a Security Company based in \nSpain which has an affliate offices in Ghana, Cot d'Ivoire and South Africa. These cities are safe havens for this kind of transaction. \n\nThis transaction will however be hitch-free. So, I would therefore \nwant you to be in Banjul, The Gambia for the clearing and claiming of \nthis fund. I will furnish you with information/documents on how \n\nyou will stand as the beneficiary of the boxes. I have decided to \ngive to you 40% of the total amount involved. \n\nPlease I will want you to contact me on this e-mail address or the \nalternative: (joe_mokoena@fastermail.com). \n\n\nAlso, you have to assure me of the secrecy and confidentiality in \nthis transaction. \n\nThanks in anticipation of your valued co-operation. \n\nMr. Jonathan Mokoena."
|
| 0 | - 'empty\n\n\nhello'
- 'Re: Hello\n\n\nHmm On Mar 11 2024 08:31 PM TestUser21 wrote:It works!"
|
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.9688 |
## 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("rendulic/setfit-ll-MiniLM-L6-v2-email-fraud-2024-05-18")
# Run inference
preds = model("How to resolve!
www.rewire.comInternational Financial Services - RewireInternational Financial Services - RewireGood Day YvonneOpen the attach file sent ,after the departmental payment receipt has be uploaded we also sent awareness letter note to Mr chalan which should be sent to your bank directly by chalan,Please ensure chalan uploads the departmental payment receipt receipt as soon as possible because the amount to your account is more than $100,000 when converted from pound sterling to USD,please write him (chalan)as soon as possible to settle thisKind RegardsReire Paying Deptwww.rewire.com")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 1 | 260.5 | 816 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 18 |
| 1 | 14 |
### Training Hyperparameters
- batch_size: (32, 32)
- num_epochs: (3, 3)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 60
- body_learning_rate: (0.0001, 0.0001)
- head_learning_rate: 0.0001
- 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 |
|:------:|:----:|:-------------:|:---------------:|
| 0.0083 | 1 | 0.2559 | - |
| 0.4167 | 50 | 0.0007 | - |
| 0.8333 | 100 | 0.0002 | - |
| 1.25 | 150 | 0.0002 | - |
| 1.6667 | 200 | 0.0001 | - |
| 2.0833 | 250 | 0.0001 | - |
| 2.5 | 300 | 0.0001 | - |
| 2.9167 | 350 | 0.0001 | - |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 2.7.0
- Transformers: 4.40.2
- PyTorch: 2.2.1+cu121
- Datasets: 2.19.1
- Tokenizers: 0.19.1
## 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}
}
```