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alunadiderot/
setfit-e5-base-category-classifier_v2

Name: setfit-e5-base-category-classifier_v2
Availability: InStock

setfit

safetensors

xlm-roberta

sentence-transformers

text-classification

generated_from_setfit_trainer

2209.11055

intfloat/multilingual-e5-base

finetune

model-index

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SetFit with intfloat/multilingual-e5-base

This is a SetFit model that can be used for Text Classification. This SetFit model uses intfloat/multilingual-e5-base as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

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

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

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: intfloat/multilingual-e5-base
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 12 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
Business	'Atour stock price target raised to 39 by Macquarie By Investing. Atour stock price target raised to 39 by Macquarie' '1 Smart Growth Stock to Buy With Under 100 in August. Upstart is on track to generate over 1 billion in annual revenue for the first time in its history.' 'Circle shares climb as Q2 revenue surges 53 on Stablecoin demand. Circle Internet Group shares rose on Tuesday after the company reported its first quarterly earnings as a public company.'
Politics	'Mieke Vogels Condemns Climate Violence.. Understands Radicalization Amid Belgium s OCAD Report Fallout. Climate activism in Belgium faces concerns over radicalization, as GroenPlus chair Mieke Vogels urges understanding of youth climate urgency.' 'The Paradox of Slavery in American History. Juneteenth marks the end of slavery in the U.S., yet the legacy of human bondage extends far beyond American shores. From African complicity in the slave trade to Black slaveholders in early America, and the persistence of slavery in parts of modern Africa, this article explores the often overlooked complexities of a global and ongoing issue.' 'Government of Egypt, UNHCR and UNDP Launch Egypt Refugee and Resilience Response Plan. Government of Egypt, UNHCR and UNDP Launch Egypt Refugee and Resilience Response Plan'
Entertainment	'Proms in the Park back in West Bridgford with Wild Boys headlining. The award-winning Proms in the Park returns to Bridgford Park in West Bridgford on Saturday June 28 from 12.30pm to 9pm with live 80s band Wild Boys' 'Marvellous thriller with Adolescence and Line of Duty stars streaming free. This underrated period thriller which originally aired on BBC One is now available to watch for free' 'Jadakiss Reflects On The Lox, Dipset Verzuz Battle I Was Out Of My Mind. Jadakiss reflects on The Lox s legendary Verzuz battle against Dipset in his new podcast with Fat Joe.'
Crime	'Fake buyer dupes seller of four split ACs worth Rs 2 lakh, arrested. Excelsior Correspondent JAMMU, Aug 8 Police have arrested two individuals involved in a fraud case where four split AC units worth nearly Rs 2 lakh were deceitfully taken from a seller. The case came to light after Karamjeet Singh, a resident of Sanjay Nagar, reported that he received a call on August 5 from an unknown number regarding the purchase of four split air conditioners. Believing the caller, Singh sent the units through an auto-rickshaw to the provided location. Upon' 'Stanislaus Co. worker exposes personal data of nearly 10,000 veterans. The email was initially sent at 2 09 p.m. Monday, followed by a message from the same employee at 3 18 p.m. stating, Please delete, email sent in error.' 'Odisha Islamists attack ambulance during Muharram procession. An ambulance carrying critically ill children was attacked by an Islamist mob during a Muharram procession in Remuna, Balasore'
Science	'Lost monuments of the people of the cloud forest unearthed at Gran Pajatén. The World Monuments Fund WMF has announced the discovery of more than 100 previously undocumented structures at Gran Pajatén, located within Peru s Río Abiseo National Park.' 'Green ammonia revolution New electrolyte strategy boosts sustainable fertilizer production. A joint international research team has, for the first time, unveiled the crucial link between the structure of the solid electrolyte interphase SEI and the efficiency of lithium-mediated nitrogen reduction to ammonia, a promising eco-friendly approach to fertilizer production. Using in situ spectroscopy, the team directly observed the previously poorly understood SEI formation process, revealing that the ethanol-to-water ratio in the electrolyte significantly impacts ammonia conversion efficiency. This discovery opens a new avenue for sustainable fertilizer production by reducing reliance on fossil fuels and lowering greenhouse gas emissions.' 'The Kessler Effect The Haunted Housewives. Author Christopher Lee Jones spoke about the Kessler Effect-- the problem of accumulating space debris. Followed by Theresa Argie and Cathi Weber, known as the Haunted Housewives, with insights from their paranormal investigations.'
Lifestyle	'These are the 15 best things to do in Houston this weekend. weekend event planner' 'No Better Place to Be Locals embrace Open Day. The team at Capricorn Adventist Retirement Plus rolled out the welcome mat recently for a special open day event, offering ...' 'Carter s Memorial Day Sale offers 50 off sitewide with deals starting from just 2. Carter s Memorial Day Sale offers 50 off sitewide with deals starting from just 2. Prices are as marked. Customers receive free delivery on orders of 35 or more. One of our top picks from this sale is the 2-Piece Mickey Mouse Polo Shirt and Shorts that s marked down to 19 and originally sold for 38.'
Education	'5 best traditional learning techniques that parents need to teach their children. While modern education is heavily influenced by gadgets, online videos, and digital apps, there s something irreplaceably beautiful about traditional learning techniques. These aren t just old-school methods they are rooted in culture, tested across generations, and carry a kind of warmth that modern tools can never replicate. Many of these techniques don t just aim at stuffing information into the brain they help children build patience, deepen memory, and develop emotional bonding with the learning process itself. Here are 5 such forgotten gems that deserve a comeback.' 'Classroom Central supports students, teachers for upcoming school year. Christina Klukow, who teaches at Tuckaseegee Elementary, is going into her 14th year of teaching. She said she teaches fourth grade at the best school.' 'Most Chosen By Older Students. Find the right college for you. Search colleges by cost, size, location, and more to find your best fit.'
Sports	'Siraj Bowls to Harry Maguire, Pant Takes Penalty as Bruno Fernandes Watches Team India Joins Man Utd in Epic Crossover. In a memorable sporting crossover, the Indian cricket team on Sunday linked up with players of the world-renowned football club Manchester United and exchanged jerseys and pleasantries while engaging in some light-hearted drills., Cricket, Times Now' 'Probable Biggest Trade Moves Between IPL Teams Ahead 2026 Season. The IPL franchises will be looking to compose their teams and be in a position of strength from now on. Here are some trade moves between IPL franchises that can surprise the fans and experts.' 'La Liga 2025 26 live streaming When does the Spanish league season begin? When and where to watch in India?. Football News La Liga is set to begin on Friday, with Barcelona, Real Madrid, and Atletico Madrid vying for the title. Barcelona, the defending champions, are deter'
Health	'Doctor s five foods that help you full for longer and lose weight. A weight loss expert shared the five foods he recommends to anyone wanting to feel full for longer and shed pounds' 'Extracellular Vesicles Delivered by a Nanofiber-Hydrogel Composite Enhance Healing In Vivo in a Model of Crohn s Disease Perianal Fistula. ARTICLE Extracellular Vesicles Delivered by a Nanofiber-Hydrogel Composite Enhance Healing In Vivo in a Model of Crohn s Disease Perianal Fistula AUTHORS Ling Li, Zhicheng Yao, Kevan J Salimian5, Jiayuan Kong, Atif Zaheer, Alyssa Parian, Susan L Gearhart, Hai-Quan Mao, Florin M Selaru JOURNAL Adv Healthc Mater. 2025 Mar 14 7 e2402292. doi 10.1002 adhm.202402292. Epub 2024 Sep 6. Abstract Perianal fistulas represent a common, aggressive, and disabling complication of Crohn s disease CD .' 'Beating the Odds Diagnosed with Stage IV Lung Cancer at 44. At 44, Jennifer Olson was diagnosed with stage IV lung cancer. Ten years later, she s in remission and sharing her powerful story of survival, faith, and resilience. Discover how she beat the odds, found support, and continues to inspire others facing lung cancer.'
General News	'Miss Maddy U d by Yur GF s stepDd. You may like these posts' 'What s that going to be next to Calvary Baptist Church?. An Edwardsville business will be moving to a new location.' 'Several Bright Explosions Captured Over Newburgh, New York. A security camera captured two explosive bursts of light that appeared over Newburgh, New York in the early morning hours this weekend.'
Technology	'Centre launches RailOne super app to streamline all passenger services. The Centre on Tuesday launched RailOne , a super app designed to serve as a one-stop platform for all railway-related queries, passenger needs and services INDIA BEYOND' 'Cherishville s Summer 2025 in Second Life. As I noted back in 2018, America s historic Route 66 has been a popular theme for Second Life region designs over the years. In fact I made the observation about Motorheadz Café Route66, designed by ROCKET Rocket Biedermann - see Another trip on Route 66 in Second Life. Another popular Route 66 destination from' 'M2 MacBook Air is available with Rs 30,000 discount on Flipkart. Looking for a great laptop deal? The MacBook Air M2 is now under Rs 70,000 on Flipkart powerful, sleek, and packed with impressive features.'
Religion	'Religion growing in importance for S poreans IPS study. Read more at straitstimes. Read more at straitstimes.' 'Islam s Greatest Stories of Love. Premieres Friday, Aug. 22, 2025 at 8 p.m. on KPBS 2 PBS app. This powerful two-hour documentary about how a heartbroken woman finds solace is told in five great love stories from the Islamic tradition. At the heart of the film is Ariella Gayotto Hohl, a young Muslim woman grappling with the loss of her beloved father.' 'Free Methodist World Missions. North Macedonia Pray for pastors and leaders as they seek to overcome racial issues, grow the body of Christ and develop healthy disciples.'

Evaluation

Metrics

Label	Accuracy
all	0.8222

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("setfit_model_id")
# Run inference
preds = model("Bavarian PM calls to stop refugee payments for Ukrainians   Ambassador responds. Read more")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	2	42.6906	454

Label	Training Sample Count
Business	346
Sports	244
Politics	210
Lifestyle	186
General News	186
Entertainment	150
Crime	98
Technology	71
Health	70
Science	30
Religion	13
Education	12

Training Hyperparameters

batch_size: (16, 16)
num_epochs: (5, 5)
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
l2_weight: 0.01
seed: 42
eval_max_steps: -1
load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0005	1	0.1861	-
0.0248	50	0.3204	-
0.0495	100	0.2765	-
0.0743	150	0.2462	-
0.0990	200	0.2192	-
0.1238	250	0.1755	-
0.1485	300	0.135	-
0.1733	350	0.1135	-
0.1980	400	0.092	-
0.2228	450	0.0885	-
0.2475	500	0.0739	-
0.2723	550	0.0762	-
0.2970	600	0.0688	-
0.3218	650	0.0633	-
0.3465	700	0.0535	-
0.3713	750	0.0363	-
0.3960	800	0.0388	-
0.4208	850	0.0339	-
0.4455	900	0.0265	-
0.4703	950	0.0344	-
0.4950	1000	0.016	-
0.5198	1050	0.0231	-
0.5446	1100	0.0152	-
0.5693	1150	0.0118	-
0.5941	1200	0.0102	-
0.6188	1250	0.0089	-
0.6436	1300	0.0125	-
0.6683	1350	0.0082	-
0.6931	1400	0.004	-
0.7178	1450	0.004	-
0.7426	1500	0.0062	-
0.7673	1550	0.004	-
0.7921	1600	0.0039	-
0.8168	1650	0.0111	-
0.8416	1700	0.0024	-
0.8663	1750	0.0047	-
0.8911	1800	0.0013	-
0.9158	1850	0.0023	-
0.9406	1900	0.0039	-
0.9653	1950	0.0036	-
0.9901	2000	0.004	-
1.0149	2050	0.0007	-
1.0396	2100	0.001	-
1.0644	2150	0.0029	-
1.0891	2200	0.0005	-
1.1139	2250	0.0005	-
1.1386	2300	0.0006	-
1.1634	2350	0.0003	-
1.1881	2400	0.0002	-
1.2129	2450	0.0018	-
1.2376	2500	0.0013	-
1.2624	2550	0.0039	-
1.2871	2600	0.0025	-
1.3119	2650	0.0025	-
1.3366	2700	0.0013	-
1.3614	2750	0.0017	-
1.3861	2800	0.0005	-
1.4109	2850	0.0012	-
1.4356	2900	0.0002	-
1.4604	2950	0.0006	-
1.4851	3000	0.0017	-
1.5099	3050	0.0004	-
1.5347	3100	0.0002	-
1.5594	3150	0.0015	-
1.5842	3200	0.0002	-
1.6089	3250	0.0002	-
1.6337	3300	0.0023	-
1.6584	3350	0.0025	-
1.6832	3400	0.0002	-
1.7079	3450	0.0006	-
1.7327	3500	0.0006	-
1.7574	3550	0.0014	-
1.7822	3600	0.0003	-
1.8069	3650	0.0024	-
1.8317	3700	0.0003	-
1.8564	3750	0.001	-
1.8812	3800	0.0005	-
1.9059	3850	0.0014	-
1.9307	3900	0.0007	-
1.9554	3950	0.0016	-
1.9802	4000	0.0013	-
2.0050	4050	0.0007	-
2.0297	4100	0.001	-
2.0545	4150	0.0005	-
2.0792	4200	0.0002	-
2.1040	4250	0.0001	-
2.1287	4300	0.0003	-
2.1535	4350	0.0001	-
2.1782	4400	0.0009	-
2.2030	4450	0.0002	-
2.2277	4500	0.0004	-
2.2525	4550	0.0003	-
2.2772	4600	0.0001	-
2.3020	4650	0.0001	-
2.3267	4700	0.0011	-
2.3515	4750	0.0016	-
2.3762	4800	0.0004	-
2.4010	4850	0.0002	-
2.4257	4900	0.0001	-
2.4505	4950	0.0004	-
2.4752	5000	0.0001	-
2.5	5050	0.0002	-
2.5248	5100	0.0017	-
2.5495	5150	0.0002	-
2.5743	5200	0.0001	-
2.5990	5250	0.0013	-
2.6238	5300	0.0014	-
2.6485	5350	0.0001	-
2.6733	5400	0.0001	-
2.6980	5450	0.0001	-
2.7228	5500	0.0001	-
2.7475	5550	0.0001	-
2.7723	5600	0.0001	-
2.7970	5650	0.0001	-
2.8218	5700	0.0	-
2.8465	5750	0.0	-
2.8713	5800	0.0012	-
2.8960	5850	0.0001	-
2.9208	5900	0.0001	-
2.9455	5950	0.0003	-
2.9703	6000	0.0001	-
2.9950	6050	0.0001	-
3.0198	6100	0.0	-
3.0446	6150	0.0	-
3.0693	6200	0.0	-
3.0941	6250	0.0	-
3.1188	6300	0.0	-
3.1436	6350	0.0	-
3.1683	6400	0.0	-
3.1931	6450	0.0001	-
3.2178	6500	0.0001	-
3.2426	6550	0.0001	-
3.2673	6600	0.0	-
3.2921	6650	0.0	-
3.3168	6700	0.0	-
3.3416	6750	0.0	-
3.3663	6800	0.0	-
3.3911	6850	0.0012	-
3.4158	6900	0.0013	-
3.4406	6950	0.0001	-
3.4653	7000	0.001	-
3.4901	7050	0.0001	-
3.5149	7100	0.0002	-
3.5396	7150	0.0002	-
3.5644	7200	0.0001	-
3.5891	7250	0.0001	-
3.6139	7300	0.0002	-
3.6386	7350	0.0001	-
3.6634	7400	0.0001	-
3.6881	7450	0.0013	-
3.7129	7500	0.0001	-
3.7376	7550	0.0	-
3.7624	7600	0.0	-
3.7871	7650	0.0	-
3.8119	7700	0.0	-
3.8366	7750	0.0	-
3.8614	7800	0.0	-
3.8861	7850	0.0	-
3.9109	7900	0.0	-
3.9356	7950	0.0	-
3.9604	8000	0.0	-
3.9851	8050	0.0	-
4.0099	8100	0.0001	-
4.0347	8150	0.0	-
4.0594	8200	0.0	-
4.0842	8250	0.0	-
4.1089	8300	0.0	-
4.1337	8350	0.0	-
4.1584	8400	0.0	-
4.1832	8450	0.0	-
4.2079	8500	0.0	-
4.2327	8550	0.0	-
4.2574	8600	0.0	-
4.2822	8650	0.0	-
4.3069	8700	0.0	-
4.3317	8750	0.0	-
4.3564	8800	0.0	-
4.3812	8850	0.0	-
4.4059	8900	0.0	-
4.4307	8950	0.0	-
4.4554	9000	0.0	-
4.4802	9050	0.0	-
4.5050	9100	0.0	-
4.5297	9150	0.0	-
4.5545	9200	0.0	-
4.5792	9250	0.0008	-
4.6040	9300	0.0001	-
4.6287	9350	0.0	-
4.6535	9400	0.0	-
4.6782	9450	0.0	-
4.7030	9500	0.0	-
4.7277	9550	0.0013	-
4.7525	9600	0.0001	-
4.7772	9650	0.0	-
4.8020	9700	0.0001	-
4.8267	9750	0.0	-
4.8515	9800	0.0	-
4.8762	9850	0.0	-
4.9010	9900	0.0	-
4.9257	9950	0.0001	-
4.9505	10000	0.0	-
4.9752	10050	0.0	-
5.0	10100	0.0001	-

Framework Versions

Python: 3.10.12
SetFit: 1.1.3
Sentence Transformers: 5.1.0
Transformers: 4.55.2
PyTorch: 2.7.1+cu118
Datasets: 4.0.0
Tokenizers: 0.21.4

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}
}

alunadiderot/setfit-e5-base-category-classifier_v2