
# SetFit with sentence-transformers/paraphrase-mpnet-base-v2

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-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/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 9 classes
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### 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
|:-------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| games        | <ul><li>"crypto football strategic live time free play play earn football ( soccer ) game . players play community members rank high order get rewarded $ ball tokens native token ( $ ball ) used house advertising system . ads displayed game accepting payments $ ball token users able buy formations teams app game specific amount $ ball . 50 80 % tokens collected players buys sent burn address . also , $ ball token going native cryptocurrency upcoming nft marketplace '"</li><li>"`` mint fee 1st 10000th nft 1 sol . mint fee 10001st 20000th nft 20000 fleet tokens . mint fee 20001st 30000th nft 30000 fleet tokens . mint fee 90001st 100000th nft 100000 fleet tokens , upper limit mint forever . 80 % chance mint sheep , 20 % chance mint wolf . wolves alpha property ranging 4 8 , value alpha equal chance mint . sheep stated , 10000 fleet tokens generated every day , 70 % claimed . stated wolves share 30 % total daily output fleet tokens according respective alpha values . example , total 8 sheep 2 wolves stated , total 80000 fleet tokens produced every day . sheep get 7000 fleet tokens . 2 wolves share 24000 fleet tokens . one wolf 's alpha 4 , wolf 's alpha 8 , former get 24000x4 ( 4+8 ) 8000 fleet tokens , latter gets 16000 fleet tokens . claim long time , sheep get fleet tokens last three days claiming , wolf get fleet tokens last day , wolf needs claim every day get maximum benefit . acquired fleet tokens traded dex , minted nft traded nft market . ''"</li><li>" hold.earth new app ethereal blockchain . whereby players buy plots virtual earth , creating designs colouring plots plot owners share fee income generated game . platform development shape games developers extend functionality layering game extensions hold earth app framework . hold.earth simplifies process buying using cryptocurrency , entry level users , simplifying process wallets , crypto purchases illustrating key elements blockchain technology . '"</li></ul> |
| exchanges    | <ul><li>"klayswap complete chain instant swap protocol operates chain liquidity pool , liquidity guaranteed automated market making ( amp ) mechanisms . chain swap service allows anyone play act type token cryptocurrency become liquidity provider earn income transaction fee commissions . klayswap , ethereal based tokens ( eth , orc , dai , wbc ) transferred clayton ecosystem via orbit bridge , transparent ibc bridge , built orbit chain , offer yield farming asset pairings previously unconnected decentralized world '"</li><li>"excalibur exchange fandom based dex , built focus sustainability , capital efficiency supporting new projects . sustainability always issue def space , capital follows incentives , incentives need properly configured encourage longevity capital big focus excalibur , via dynamic incentivization long term taking yield generating governance token separated liquidity rewards , amongst others . excalibur also features highly variable swap fees variety mechanisms support new projects fandom . '"</li><li>"`` honeyswap decentralized exchange built dai chain , enables users experience fast secure transactions incredibly low fees . multiple tokens available swap add liquidity . 1hive honeyswap integrated , 0.05 % collected fees exchange used buy honey token deposit common pool , exchange 's volume increases , buy pressure honey increases well responsibility honey holders allocate tokens productive manner dao 's governance . ''"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| social       | <ul><li>"allows passively earn interest lending assets help liquidity . fast easy way earn money making secure safe investments active . novice used online decentralized trading , , put sale app website , ensuring monthly revenue allowing users purchase token well . novice escaping entire ecology users may participate trading digitally anywhere globe cheap transaction cost almost free , allowing liberating , strategic , low risk , frictionless experience fully decentralized manner using novice . community oriented money rewards holders distributing others . part decision making process , community members also included give sense ownership assets . burn fees , token burning involves permanently removing digital asset circulation reducing supply . '"</li><li>"violet garden better way connect earn . pass go collect 50 vio , every user , every day . unique identity todays social media plagued fake news , online harassment bots . fighting verifying one person , one account . get paid creating content bidding collect 10 % commission bid content creator previous bidder . instant payment utilising power eos , trades , transfers awards instant . voice voice , unfortunately , shut original social media platform abandoned community created , violet garden build stronger one living eos manner . '"</li><li>" would like introduce matic.tube , vod streaming service based polygon blockchain ! currently two movies available see potential project . '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| defi         | <ul><li>" unlock nft potential intrinsic value nts finally unlocked used liquidity def operations permissionless strategy nts , rules , choose time rate loans : rules 100 % decentralized def innovation bridge nft world powerful def ecosystem , new era blockchain innovation permissionless anybody list nts without permission . anybody lend ada without ky . '"</li><li>"provide liquidity safe place . farm earn $ wave token . reviewed rugdoc , ky soon plain audit . able stake stablecoins avoid permanent loss stake lp tokens yield farm pools . community plays central role involved project . also referral program . refer earn 2 % purchased token . wave governance token future l2 . '"</li><li>"goldencake def app created ros.finance allow earn cake free ros holder '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| marketplaces | <ul><li>"seem.ninja offers variety services seem . example allows easy boarding seem card payments smart referral system users set prices . soon seem.ninja also allow everyone quickly purchase seem . '"</li><li>"metamarket aggressive finance smart chain ( bsc ) based nft marketplace . powered metareserve team group experienced knowledgeable blockchain developers , nft fanatics , fintech professionals metamarket aims collaborating brands celebrities create virtual real life utilities . designed offer plethora features users , metamarket nft marketplace , launched , reward potential buyers purchasing exclusive nts bsc based marketplace . first , holders shared private metamarket nft collections receive $ power governance tokens , offering chance vote significant events take place metareserve . additionally , receive rewards airdropped $ power periodically . metamarket users get whitelisted nft collections launch aggressive nft marketplace . '"</li><li>"burden powerful platform creators publish , sell , grow business around content web3 . '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| collectibles | <ul><li>"meta elephant nft series nts based mex mascot 4 grade rarities ( n r sr ssr ) total number 10,000. owners stake nts mine assets participate high quality games chains mex work future . first edition meta elephant nft themed space expedition includes cruise maintenance workers , cruise special forces , cruise navigators , cruise pilots . released certain marketplace form mystery box , chance get meta elephant nft different rarities ! '"</li><li>"`` replace crypto addresses name one time registration fee , renewal fees send crypto , need know recipient 's nft domain . send crypto one domain . worrying sending wrong address . nft domain leased . buy domain one time registration fee never worry renewal . domains stored wallet , like cryptocurrency . control . ''"</li><li>"this series 999 explores playful relationship color , shape , line harmony . artwork combination 9 zones ( 3 rows 3 ) . displayed within 9 zones 1 59 possible smaller pieces , put together makes one large artwork . zones programmed way see duplicated pieces within zones , thus making artwork unique one kind . utility offered 9 zone holders . info come . created toronto artist dan1el . '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| gambling     | <ul><li>"bulls cows ( also known cows bulls pigs bulls bulls lots ) old code breaking mind paper pencil game two players , predating commercially marketed board game mastermind . game may date back century uses numbers words . played two opponents . '"</li><li>"casino , leading crypto casino thunder core network , 3,000 games world renowned game providers years experiences fully certified . also offers sports book even pp poker users create tournaments play friends . casino casino operated cybergalaxy b.v. , company registered established laws cacao . cybergalaxy b.v. licensed regulated antillephone n.v '"</li><li>"the highest dividends gambling app . need freeze , play get div ! 60 % house edge go dividends pool . currently , run test mode . 7 games available , auto bets limited max bet . find bug , please contact us telegram . start enjoy high div ! '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| other        | <ul><li>"seed multichain , community participation token , encouraging participation creation distribution . sesameseed distributes seed daily reward participation delegated governance across blockchain represents . '"</li><li>"`` stackerdaos one stop shop bitcoin days . stackerdao protocol smart contracts operating system modular comparable days stacks . stackerdao , users form anything ranging completely decentralized days automatic proposal functionality subcats multisigs . stackerdaos provides code platform users launch manage dao based stackerdao operating system . stackerdaos , communities manage dao 's treasury , submit proposals , vote . stackerdaos also provides legal tech tools days avail legal benefits meet compliance obligations , legal entity formation , compliance forms filings , tax assistance. ``"</li><li>"name web3 marketing platform allowing users earn tokens , nts , chain chain rewards completing quests . name , aim onboard empower next billion users web3 providing everyone opportunities . name , see today , one step massive pursuit ambitions personal data ownership , data monetization opportunities , web3 accessibility , comparable , chain agnostic , decentralized social identity . since launch , offered 70,000+ verified users opportunity use data earn 220,000+ rewards quests name alone . users , new incredible quests name coolest companies projects . complete quests claim rewards . companies projects , name opportunity run campaigns accurate predictive results . run campaigns based chain chain verified actions . reward users directly data participation . name currently works going multi chain alongside introducing singular , cross chain , comparable web3 identity many exciting features users companies . '"</li></ul>                                                                                                                                                                                         |
| high-risk    | <ul><li>"cross live lottery crc20 token rewards holders automatic mmf reward payments several times day . launched stealthily governed cream community , make win. ! main goal become largest reliable reward jackpot token cross network . '"</li><li>"get 50 % investments daily . '"</li><li>"`` proof easy invest forever ( poet ) world 's first three dimensional crypto currency generates eth holding tokens ! finally , working three level referral system drain contract ! 5 % easyinvestforever dev fees fees token holders multi level sticky referrals 10 % ( rugged ) buys invests . sell fee reduces time 48 % 8 % ( discourages early dumping ) function send external eth donating div ( directly sends eth token holders ) ability enable apps accept if tokens . zero fees transfers , enabling 3rd party trading . ''"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.5667   |

## 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("dappradar/setfit-model")
# Run inference
preds = model("tron miner contract game . yield diamond 50 times earnings '")
```

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## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 7   | 65.7639 | 210 |

| Label        | Training Sample Count |
|:-------------|:----------------------|
| collectibles | 8                     |
| defi         | 8                     |
| exchanges    | 8                     |
| gambling     | 8                     |
| games        | 8                     |
| high-risk    | 8                     |
| marketplaces | 8                     |
| other        | 8                     |
| social       | 8                     |

### Training Hyperparameters
- batch_size: (8, 8)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 10
- 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: True

### Training Results
| Epoch   | Step    | Training Loss | Validation Loss |
|:-------:|:-------:|:-------------:|:---------------:|
| 0.0056  | 1       | 0.1857        | -               |
| 0.2778  | 50      | 0.1235        | -               |
| 0.5556  | 100     | 0.0434        | -               |
| 0.8333  | 150     | 0.0148        | -               |
| **1.0** | **180** | **-**         | **0.2355**      |

* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.1
- Sentence Transformers: 2.2.2
- Transformers: 4.35.2
- PyTorch: 2.1.0+cu121
- Datasets: 2.15.0
- Tokenizers: 0.15.0

## Citation

### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}
```

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{"library_name": "setfit", "tags": ["setfit", "sentence-transformers", "text-classification", "generated_from_setfit_trainer"], "metrics": ["accuracy"], "widget": [{"text": "tron miner contract game . yield diamond 50 times earnings '"}, {"text": "infinite yield revolutionizing yield farming experience optimizing platform sustainability , capital efficiency safety . recognize def rapid shifting ecosystem . dedicated staying cutting edge creating strategies incentive , utilize compose latest secure tech . '"}, {"text": "hmmcoin community driven def project . hmmcoin open source , decentralized , peer peer digital currency uses innovative coin distribution model ( reward level schedule ) . coin distribution model : reward level schedule contains 77 levels . starts level 1 , request equal 1 pmc . one million coins requested level . million withdrawn coins amount received coins next level decrease 7 % . every level users need perform actions advance next level . level 1 : 1 pmc actions required : 1.000.000 actions level 2 : 0.93 pmc actions required : 1.075.268 actions etc . users get coin free pay transaction fee . '"}, {"text": " pump dump cryptocurrency trading game lets make real money buying selling coins virtual trading market . '"}, {"text": "platform daily dividend investments , long term contract 3 tier referral commissions . running tron blockchain verified smart contract . dividends starting 2.5 % unlimited booster contracts 5.5 % shorter periods . '"}], "pipeline_tag": "text-classification", "inference": true, "base_model": "sentence-transformers/paraphrase-mpnet-base-v2", "model-index": [{"name": "SetFit with sentence-transformers/paraphrase-mpnet-base-v2", "results": [{"task": {"type": "text-classification", "name": "Text Classification"}, "dataset": {"name": "Unknown", "type": "unknown", "split": "test"}, "metrics": [{"type": "accuracy", "value": 0.5666990448437753, "name": "Accuracy"}]}]}]}
setfit safetensors mpnet sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:sentence-transformers/paraphrase-mpnet-base-v2 model-index region:us