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setfit-e5-base-category-classifier_v2

Text Classification
setfit
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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:

  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 Sources

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.

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 

@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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