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setfit-particular-transaction-solon-embeddings-labels-large-v4

Text Classification
setfit
Safetensors
sentence-transformers
xlm-roberta
generated_from_setfit_trainer
Eval Results
Model card Files Community
setfit-particular-transaction-solon-embeddings-labels-large-v4 / README.md
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metadata
library_name: setfit
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
metrics:
  - accuracy
widget:
  - text: prlv sepa ecole montaigne cotisation scolaire
  - text: facture carte du pharmacie pont neuf carte
  - text: virement sortant facture soleil energie
  - text: leçon de surf hossegor surf club carte
  - text: virement initie application mobile vers comptes joints
pipeline_tag: text-classification
inference: true
model-index:
  - name: SetFit
    results:
      - task:
          type: text-classification
          name: Text Classification
        dataset:
          name: Unknown
          type: unknown
          split: test
        metrics:
          - type: accuracy
            value: 0.7007575757575758
            name: Accuracy

SetFit

This is a SetFit model that can be used for Text Classification. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

  1. Fine-tuning a Sentence Transformer with contrastive learning.
  2. Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

  • Model Type: SetFit
  • Classification head: a LogisticRegression instance
  • Maximum Sequence Length: 512 tokens
  • Number of Classes: 44 classes

Model Sources

Model Labels

Label Examples
Other / kids
  • 'cantine scolaire mars paiement carte'
  • 'virement recu alouette garde d enfants'
  • 'achat carte couture kids atelier carte'
Bank services / withdrawal
  • 'retrait dab banque du peuple lille carte fr'
  • 'retrait dab megastore electronix carte'
  • 'retrait dab banqueville centre carte'
Housing / rent
  • 'reglement loyer f nice carte'
  • 'paiement loyer duplex nantes carte'
  • 'loyer t bordeaux chartrons carte'
Leisure & Entertainment / sports & hobbies
  • 'abonnement golf de roncevaux avril carte'
  • 'paiement en ligne du adidas fr carte'
  • 'cours de tennis indoor club fontenay carte'
Transportation / car loan & leasing
  • 'prelevement leaseplan citroen c'
  • 'loyer mensuel volkswagen polo carte'
  • 'pret vehicule citroen c carte'
Healthy & Beauty / veterinary
  • 'urgence digestive bibou urgencyvet carte'
  • 'echoradiographie minette carte'
  • 'consultation dermatologique canine vetderm carte'
Transportation / taxi & carpool
  • 'facture carte du grab bangkok carte tha thb commission'
  • 'prlv sepa bolt transport carte'
  • 'facture carte du kakao taxi seoul carte kor krw commission'
Healthy & Beauty / doctor fees
  • 'consultation dr lemoine carte'
  • 'rdv pediatrie dr lenoir carte'
  • 'rdv chirurgie esthetique dr martin carte'
Food & Drinks / eating out
  • 'facture carte du vietnam delices strasbourg carte'
  • 'facture carte du la cabane creole la reunion carte'
  • 'facture carte du the green pub montpellier carte'
Transportation / other
  • 'location velo elecgreen du paris carte'
  • 'frais de lavage auto eco wash carte'
  • 'frais post stationnement carte'
Healthy & Beauty / beauty & self-care
  • 'achat lush cosmetiques lyon carte'
  • 'facture carte du douglas beauty store carte'
  • 'achat salon de coiffure elegance carte'
Bank services / other
  • 'cotisation carte gold annuelle carte'
  • 'frais emission duplicata rib iban carte'
  • 'frais mise en place autorisation de decouvert carte'
Bank services / general fees
  • 'frais de gestion compte epargne banqplus carte'
  • 'abonnement service banque en ligne banqfacile carte'
  • 'frais sur decouvert autorise'
Leisure & Entertainment / culture & events
  • 'pass festival avignon off carte'
  • 'reservation carte salon du livre paris carte'
  • 'achat carte billet expo universselle carte'
Other / taxes
  • 'taxe d amenagement projet xyz'
  • 'taxe annuelle sur les locations meublees non professionnelles'
  • 'impot sur le revenu prelevement sepa fiscal frzzz'
Housing / services & maintenance
  • 'prlv sepa sos plombier paris'
  • 'virement recu travaux peinture dupont michel'
  • 'facture carte du vitrerie lumiere carte'
Housing / utilities & bills
  • 'prlv sepa edf facture electricite'
  • 'prlv sepa engie'
  • 'facture carte du bouygues telecom carte'
Investment / real estate
  • 'reservation studio montagne carte'
  • 'virement sortant achat terrain bellevue carte'
  • 'prlv sepa agence immobiliere commission vente'
Recurrent Payments / subscription
  • 'abonnement annual magazine cuisine carte'
  • 'abonnement plateforme d apprentissage en ligne skillex carte'
  • 'adhesion annuelle amazon prime carte'
Other / other
  • 'paiement service debrisage encombrants'
  • 'stage de survie nature extreme carte'
  • 'inscription marathon de paris'
Shopping / electronics & multimedia
  • 'achat carte du gamerzone carte'
  • 'facture carte du hightech store paris carte'
  • 'achat en ligne hp store carte usa'
Bank services / transfers
  • 'virement sortant facture soleil energie'
  • 'transfer economies vers pel'
  • 'virement initie application mobile vers comptes joints'
Investment / retirement & savings
  • 'versement plan epargne retraite crédit agricole carte'
  • 'achat parts cooperative eparco'
  • 'souscription fonds pension'
Housing / other
  • 'achat mobilier jardin bleutropic carte'
  • 'douchette ecologique ecoflow carte'
  • 'virement recu du remboursement depot de garantie'
Housing / house loan
  • 'solde emprunt habitat fortuneo pret'
  • 'remboursement emprunt logis credit agricole'
  • 'transaction pret immo societe generale de prêteur frsge'
Recurrent Payments / other
  • 'don mensuel a l ong environ actionfr transaction date'
  • 'contribution trimestrielle revue culturelle lumières date'
  • 'prlv sepa chess com premium'
Transportation / fuel
  • 'facture carte du bp energy carte'
  • 'depense s c agip lyon carte'
  • 'debit carte circle k energy carte'
Other / pets
  • 'debit automatique assurance chien fido protect'
  • 'retrait dab ferme des lapinous carte commission'
  • 'achat animalerie toutouplus lyon carte'
Transportation / maitenance
  • 'reparation systeme de navigation gps auto tech dijon'
  • 'vidange huile moteur garage du centre rennes'
  • 'paiement carte du garage rénov clim reims carte'
Food & Drinks / groceries
  • 'facture carte du fromagerie dupont carte'
  • 'facture carte du cremerie des alpes carte'
  • 'prlv sepa la ferme lorraine'
Recurrent Payments / insurance
  • 'cotisation assurance multirisque domus secur frzzz'
  • 'prelevement sepa assurance grand voyage worldtravel frzzz'
  • 'prlv sepa assurance emprunteur bnp paribas'
Food & Drinks / other
  • 'facture carte just press carte'
  • 'achat card du tea box paris carte'
  • 'facture carte du café de flore carte'
Recurrent Payments / loans
  • 'prlv sepa monabanq pret amelioration habitat frzzz'
  • 'prélèvement sepa credit agricole pret immoparc carte'
  • 'prlv sepa sofinco pret conso carte'
Transportation / public transportation
  • 'achat titres v ville de lille carte'
  • 'navette aeroport orly bus carte'
  • 'ticket voyages lyon transport carte'
Investment / securities
  • 'souscription fonds pension carte'
  • 'vente sicav monetaire carte'
  • 'achat parts initiative europe carte'
Shopping / housing equipment
  • 'paiement cb darty nice carte'
  • 'achat au moulin des peintures nantes carte'
  • 'achat cb castorama lille carte le'
Healthy & Beauty / other
  • 'abonnement annuel gymnase formeplus carte'
  • 'seance yoga luxe paris carte'
  • 'soin relaxant doux jardin nantes carte'
Healthy & Beauty / pharmacy
  • 'prlv sepa pharmacie azureech'
  • 'facture carte du pharmacie centrale paris carte'
  • 'achat pharmacie du parc carte le'
Shopping / clothing
  • 'facture carte du levis store carte can cad commission'
  • 'achat veste en cuir chez massimo dutti carte paris'
  • 'facture carte converse paris carte'
Shopping / sporting goods
  • 'achat decathlon besancon carte'
  • 'achat carte nike store carte'
  • 'paiement carte running store paris carte'
Leisure & Entertainment / travel
  • 'facture carte du seaworld san diego carte'
  • 'payment card louvre museum card'
  • 'retrait dab cairo airport card egy egp commission'
Investment / other
  • 'achat parts sociales cooperative agricole carte'
  • 'achat actions ia revolution carte'
  • 'investissement projet ecologique carte'
Leisure & Entertainment / other
  • 'facture carte du hbo max carte usa'
  • 'abonnement carte playstation plus carte eu'
  • 'abonnement mensuel canal carte'
Shopping / other
  • 'facture carte du fnac livres carte'
  • 'facture carte du les tresors de sophie bordeaux carte'
  • 'achat jouets et merveilles dijon carte'

Evaluation

Metrics

Label Accuracy
all 0.7008

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("HEN10/setfit-particular-transaction-solon-embeddings-labels-large-v4")
# Run inference
preds = model("leçon de surf hossegor surf club carte")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 3 5.9159 12
Label Training Sample Count
Housing / rent 20
Housing / house loan 20
Housing / utilities & bills 20
Housing / services & maintenance 20
Housing / other 20
Food & Drinks / groceries 20
Food & Drinks / eating out 20
Food & Drinks / other 20
Leisure & Entertainment / sports & hobbies 20
Leisure & Entertainment / culture & events 20
Leisure & Entertainment / travel 20
Leisure & Entertainment / other 20
Transportation / car loan & leasing 20
Transportation / fuel 20
Transportation / public transportation 20
Transportation / taxi & carpool 20
Transportation / maitenance 20
Transportation / other 20
Recurrent Payments / loans 20
Recurrent Payments / insurance 20
Recurrent Payments / subscription 20
Recurrent Payments / other 20
Investment / securities 20
Investment / retirement & savings 20
Investment / real estate 20
Investment / other 20
Shopping / clothing 20
Shopping / electronics & multimedia 20
Shopping / sporting goods 20
Shopping / housing equipment 20
Shopping / other 20
Healthy & Beauty / doctor fees 20
Healthy & Beauty / pharmacy 20
Healthy & Beauty / beauty & self-care 20
Healthy & Beauty / veterinary 20
Healthy & Beauty / other 20
Bank services / transfers 20
Bank services / withdrawal 20
Bank services / general fees 20
Bank services / other 20
Other / taxes 20
Other / kids 20
Other / pets 20
Other / other 20

Training Hyperparameters

  • batch_size: (26, 26)
  • num_epochs: (1, 1)
  • max_steps: -1
  • sampling_strategy: oversampling
  • body_learning_rate: (2e-05, 1e-05)
  • head_learning_rate: 0.01
  • loss: CosineSimilarityLoss
  • distance_metric: cosine_distance
  • margin: 0.25
  • end_to_end: True
  • use_amp: False
  • warmup_proportion: 0.1
  • seed: 6
  • eval_max_steps: -1
  • load_best_model_at_end: False

Training Results

Epoch Step Training Loss Validation Loss
0.0000 1 0.2084 -
0.0012 50 0.2041 -
0.0000 1 0.1841 -
0.0017 50 0.219 -
0.0034 100 0.2197 -
0.0052 150 0.1724 -
0.0069 200 0.2291 -
0.0086 250 0.1693 -
0.0103 300 0.0832 -
0.0120 350 0.1414 -
0.0137 400 0.0989 -
0.0155 450 0.0962 -
0.0172 500 0.1132 -
0.0189 550 0.1 -
0.0206 600 0.0561 -
0.0223 650 0.0851 -
0.0240 700 0.0762 -
0.0258 750 0.0876 -
0.0275 800 0.0414 -
0.0292 850 0.0368 -
0.0309 900 0.0409 -
0.0326 950 0.0212 -
0.0344 1000 0.0175 -
0.0361 1050 0.05 -
0.0378 1100 0.0848 -
0.0395 1150 0.0549 -
0.0412 1200 0.0395 -
0.0429 1250 0.029 -
0.0447 1300 0.0047 -
0.0464 1350 0.0387 -
0.0481 1400 0.0268 -
0.0498 1450 0.0531 -
0.0515 1500 0.0038 -
0.0532 1550 0.0226 -
0.0550 1600 0.0349 -
0.0567 1650 0.0106 -
0.0584 1700 0.0049 -
0.0601 1750 0.0171 -
0.0618 1800 0.0066 -
0.0636 1850 0.0066 -
0.0653 1900 0.0039 -
0.0670 1950 0.0016 -
0.0687 2000 0.0414 -
0.0704 2050 0.0172 -
0.0721 2100 0.0039 -
0.0739 2150 0.0036 -
0.0756 2200 0.0334 -
0.0773 2250 0.0025 -
0.0790 2300 0.0022 -
0.0807 2350 0.0017 -
0.0825 2400 0.0015 -
0.0842 2450 0.0125 -
0.0859 2500 0.0023 -
0.0876 2550 0.0023 -
0.0893 2600 0.0013 -
0.0910 2650 0.0728 -
0.0928 2700 0.0141 -
0.0945 2750 0.0332 -
0.0962 2800 0.0632 -
0.0979 2850 0.0042 -
0.0996 2900 0.0117 -
0.1013 2950 0.0014 -
0.1031 3000 0.0013 -
0.1048 3050 0.0464 -
0.1065 3100 0.0031 -
0.1082 3150 0.0007 -
0.1099 3200 0.0008 -
0.1117 3250 0.001 -
0.1134 3300 0.001 -
0.1151 3350 0.0016 -
0.1168 3400 0.0006 -
0.1185 3450 0.0005 -
0.1202 3500 0.0006 -
0.1220 3550 0.0008 -
0.1237 3600 0.0368 -
0.1254 3650 0.0026 -
0.1271 3700 0.0372 -
0.1288 3750 0.0006 -
0.1305 3800 0.0005 -
0.1323 3850 0.0276 -
0.1340 3900 0.0007 -
0.1357 3950 0.0013 -
0.1374 4000 0.0008 -
0.1391 4050 0.0018 -
0.1409 4100 0.0292 -
0.1426 4150 0.0102 -
0.1443 4200 0.0093 -
0.1460 4250 0.0022 -
0.1477 4300 0.0032 -
0.1494 4350 0.001 -
0.1512 4400 0.0006 -
0.1529 4450 0.0007 -
0.1546 4500 0.0007 -
0.1563 4550 0.0007 -
0.1580 4600 0.0007 -
0.1597 4650 0.0011 -
0.1615 4700 0.0008 -
0.1632 4750 0.0374 -
0.1649 4800 0.0004 -
0.1666 4850 0.0008 -
0.1683 4900 0.005 -
0.1701 4950 0.0013 -
0.1718 5000 0.0016 -
0.1735 5050 0.0006 -
0.1752 5100 0.0007 -
0.1769 5150 0.0007 -
0.1786 5200 0.0004 -
0.1804 5250 0.0003 -
0.1821 5300 0.0004 -
0.1838 5350 0.0004 -
0.1855 5400 0.0002 -
0.1872 5450 0.036 -
0.1890 5500 0.0003 -
0.1907 5550 0.0003 -
0.1924 5600 0.0003 -
0.1941 5650 0.0006 -
0.1958 5700 0.0005 -
0.1975 5750 0.0057 -
0.1993 5800 0.0008 -
0.2010 5850 0.0002 -
0.2027 5900 0.0013 -
0.2044 5950 0.0004 -
0.2061 6000 0.0002 -
0.2078 6050 0.0002 -
0.2096 6100 0.0015 -
0.2113 6150 0.037 -
0.2130 6200 0.0003 -
0.2147 6250 0.0003 -
0.2164 6300 0.0002 -
0.2182 6350 0.0003 -
0.2199 6400 0.0005 -
0.2216 6450 0.0004 -
0.2233 6500 0.0042 -
0.2250 6550 0.0004 -
0.2267 6600 0.0006 -
0.2285 6650 0.0004 -
0.2302 6700 0.0005 -
0.2319 6750 0.0021 -
0.2336 6800 0.0003 -
0.2353 6850 0.0003 -
0.2370 6900 0.0005 -
0.2388 6950 0.0003 -
0.2405 7000 0.0002 -
0.2422 7050 0.0003 -
0.2439 7100 0.0004 -
0.2456 7150 0.0005 -
0.2474 7200 0.0005 -
0.2491 7250 0.001 -
0.2508 7300 0.0055 -
0.2525 7350 0.0005 -
0.2542 7400 0.0005 -
0.2559 7450 0.0007 -
0.2577 7500 0.0002 -
0.2594 7550 0.0745 -
0.2611 7600 0.0003 -
0.2628 7650 0.0002 -
0.2645 7700 0.0002 -
0.2662 7750 0.0004 -
0.2680 7800 0.0002 -
0.2697 7850 0.0002 -
0.2714 7900 0.0003 -
0.2731 7950 0.0002 -
0.2748 8000 0.0002 -
0.2766 8050 0.0003 -
0.2783 8100 0.0003 -
0.2800 8150 0.0313 -
0.2817 8200 0.0007 -
0.2834 8250 0.0002 -
0.2851 8300 0.0003 -
0.2869 8350 0.0003 -
0.2886 8400 0.0003 -
0.2903 8450 0.0002 -
0.2920 8500 0.0003 -
0.2937 8550 0.0154 -
0.2955 8600 0.0003 -
0.2972 8650 0.0005 -
0.2989 8700 0.0041 -
0.3006 8750 0.0003 -
0.3023 8800 0.0002 -
0.3040 8850 0.0003 -
0.3058 8900 0.0001 -
0.3075 8950 0.0005 -
0.3092 9000 0.0022 -
0.3109 9050 0.0002 -
0.3126 9100 0.0003 -
0.3143 9150 0.0002 -
0.3161 9200 0.0001 -
0.3178 9250 0.0002 -
0.3195 9300 0.0001 -
0.3212 9350 0.0002 -
0.3229 9400 0.0002 -
0.3247 9450 0.0003 -
0.3264 9500 0.0017 -
0.3281 9550 0.003 -
0.3298 9600 0.0039 -
0.3315 9650 0.0028 -
0.3332 9700 0.0037 -
0.3350 9750 0.0005 -
0.3367 9800 0.0352 -
0.3384 9850 0.0006 -
0.3401 9900 0.0006 -
0.3418 9950 0.0004 -
0.3435 10000 0.0002 -
0.3453 10050 0.0012 -
0.3470 10100 0.0002 -
0.3487 10150 0.0003 -
0.3504 10200 0.0002 -
0.3521 10250 0.0002 -
0.3539 10300 0.0004 -
0.3556 10350 0.0003 -
0.3573 10400 0.0003 -
0.3590 10450 0.0002 -
0.3607 10500 0.0004 -
0.3624 10550 0.0004 -
0.3642 10600 0.0371 -
0.3659 10650 0.0005 -
0.3676 10700 0.0236 -
0.3693 10750 0.0002 -
0.3710 10800 0.0002 -
0.3727 10850 0.0003 -
0.3745 10900 0.0004 -
0.3762 10950 0.0002 -
0.3779 11000 0.0002 -
0.3796 11050 0.0002 -
0.3813 11100 0.0001 -
0.3831 11150 0.0001 -
0.3848 11200 0.0002 -
0.3865 11250 0.0002 -
0.3882 11300 0.0001 -
0.3899 11350 0.0001 -
0.3916 11400 0.0351 -
0.3934 11450 0.0003 -
0.3951 11500 0.0001 -
0.3968 11550 0.0326 -
0.3985 11600 0.0001 -
0.4002 11650 0.0006 -
0.4020 11700 0.0002 -
0.4037 11750 0.0004 -
0.4054 11800 0.0002 -
0.4071 11850 0.0002 -
0.4088 11900 0.0001 -
0.4105 11950 0.0002 -
0.4123 12000 0.0002 -
0.4140 12050 0.0003 -
0.4157 12100 0.0003 -
0.4174 12150 0.0001 -
0.4191 12200 0.0001 -
0.4208 12250 0.0003 -
0.4226 12300 0.0001 -
0.4243 12350 0.0002 -
0.4260 12400 0.0003 -
0.4277 12450 0.0002 -
0.4294 12500 0.0002 -
0.4312 12550 0.0002 -
0.4329 12600 0.0002 -
0.4346 12650 0.0007 -
0.4363 12700 0.0002 -
0.4380 12750 0.0003 -
0.4397 12800 0.0001 -
0.4415 12850 0.0001 -
0.4432 12900 0.0002 -
0.4449 12950 0.001 -
0.4466 13000 0.0002 -
0.4483 13050 0.0002 -
0.4500 13100 0.0005 -
0.4518 13150 0.0002 -
0.4535 13200 0.0002 -
0.4552 13250 0.0001 -
0.4569 13300 0.0003 -
0.4586 13350 0.0013 -
0.4604 13400 0.0002 -
0.4621 13450 0.0372 -
0.4638 13500 0.0002 -
0.4655 13550 0.0003 -
0.4672 13600 0.0025 -
0.4689 13650 0.0002 -
0.4707 13700 0.0002 -
0.4724 13750 0.0001 -
0.4741 13800 0.0002 -
0.4758 13850 0.0001 -
0.4775 13900 0.0003 -
0.4792 13950 0.0026 -
0.4810 14000 0.0002 -
0.4827 14050 0.0002 -
0.4844 14100 0.0002 -
0.4861 14150 0.0002 -
0.4878 14200 0.0002 -
0.4896 14250 0.0002 -
0.4913 14300 0.0003 -
0.4930 14350 0.0002 -
0.4947 14400 0.0014 -
0.4964 14450 0.0002 -
0.4981 14500 0.0001 -
0.4999 14550 0.0002 -
0.5016 14600 0.0001 -
0.5033 14650 0.0002 -
0.5050 14700 0.0001 -
0.5067 14750 0.0002 -
0.5085 14800 0.0001 -
0.5102 14850 0.0001 -
0.5119 14900 0.0002 -
0.5136 14950 0.0001 -
0.5153 15000 0.0001 -
0.5170 15050 0.0001 -
0.5188 15100 0.0002 -
0.5205 15150 0.0002 -
0.5222 15200 0.0002 -
0.5239 15250 0.0001 -
0.5256 15300 0.0001 -
0.5273 15350 0.0001 -
0.5291 15400 0.0001 -
0.5308 15450 0.0001 -
0.5325 15500 0.0001 -
0.5342 15550 0.0001 -
0.5359 15600 0.0001 -
0.5377 15650 0.0001 -
0.5394 15700 0.0001 -
0.5411 15750 0.0001 -
0.5428 15800 0.0001 -
0.5445 15850 0.0002 -
0.5462 15900 0.0002 -
0.5480 15950 0.0001 -
0.5497 16000 0.0001 -
0.5514 16050 0.0001 -
0.5531 16100 0.0001 -
0.5548 16150 0.0001 -
0.5565 16200 0.0001 -
0.5583 16250 0.0001 -
0.5600 16300 0.0001 -
0.5617 16350 0.0001 -
0.5634 16400 0.0002 -
0.5651 16450 0.0001 -
0.5669 16500 0.0001 -
0.5686 16550 0.0001 -
0.5703 16600 0.0001 -
0.5720 16650 0.0002 -
0.5737 16700 0.0001 -
0.5754 16750 0.0001 -
0.5772 16800 0.0001 -
0.5789 16850 0.0001 -
0.5806 16900 0.0001 -
0.5823 16950 0.0001 -
0.5840 17000 0.0001 -
0.5857 17050 0.0002 -
0.5875 17100 0.0001 -
0.5892 17150 0.0001 -
0.5909 17200 0.0001 -
0.5926 17250 0.0001 -
0.5943 17300 0.0001 -
0.5961 17350 0.0001 -
0.5978 17400 0.0001 -
0.5995 17450 0.0001 -
0.6012 17500 0.0371 -
0.6029 17550 0.0001 -
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Framework Versions

  • Python: 3.10.13
  • SetFit: 1.0.3
  • Sentence Transformers: 2.6.1
  • Transformers: 4.38.2
  • PyTorch: 2.1.2
  • Datasets: 2.17.0
  • Tokenizers: 0.15.2

Citation

BibTeX 

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