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.

python

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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0.9980	29050	0.0374	-
0.9997	29100	0.0001	-

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

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}
}