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setfit-e5-base-category-classifier-oversampled-validated

Text Classification
setfit
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sentence-transformers
xlm-roberta
generated_from_setfit_trainer
Eval Results
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setfit-e5-base-category-classifier-oversampled-validated / README.md
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metadata
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
widget:
  - text: >-
      Just add speakers  I tested this amazing-looking streaming amplifier, and
      its filled with futuristic features to make your music sound epic. 3,000
      of premium Wi-Fi sound
  - text: >-
      Alon Aboutboul Dies   The Dark Knight     Snowfall  Actor was 60. The
      actor was swimming on a beach when the scary moment happened.
  - text: >-
      Karnataka  Train Services Disrupted By Boulder Fall Near Yedakumari 
      Normalcy Restored By Morning. Bengaluru Sakleshpur  Train operations on
      the South Western Railway route were briefly disrupted early Saturday
      morning after boulders fell onto the track
  - text: Ari Paparo on Google s Digital Dominance. Our guest is Ari Paparo.
  - text: >-
      Seen elsewhere  The hill of crosses. I don t want to hear about this. He
      says it again and again. 1,775 people murdered on South African farms from
      1991 to 2006. I want to go away and never come back.
metrics:
  - accuracy
pipeline_tag: text-classification
library_name: setfit
inference: true
base_model: intfloat/multilingual-e5-base
model-index:
  - name: SetFit with intfloat/multilingual-e5-base
    results:
      - task:
          type: text-classification
          name: Text Classification
        dataset:
          name: Unknown
          type: unknown
          split: test
        metrics:
          - type: accuracy
            value: 0.8421052631578947
            name: Accuracy

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
General News
  • 'VCNBGOMEZ RUPERT.jpg. Click here to view this image from abqjournal.'
  • 'Breadlines and Bare Shelves Suweida Faces Deepening Humanitarian Crisis. Despite calm on the military front, residents see little hope for immediate improvement, al-Hal writes.'
  • 'Sarawak protects 4 million hectares, or 30 pct of State, as water catchments to ensure water security. By DayakDaily Team KUCHING, June 24 A total of 28 areas, covering four million hectares or about 30 per cent of Sarawak, have been gazetted as water catchments in one of the State s key measures t'
Politics
  • 'House committee issues subpoenas for Epstein files and depositions with the Clintons. Local news, sports, obituaries, photos, videos and more by journalists covering Butler County, Pennsylvania. Subscribe today.'
  • '44 candidates running for major offices in 2025 Manchester municipal election. The number of candidates running for alderman and school board seats in the 2025 Manchester municipal election continues to grow, with another three individuals filing paperwork at City Hall on'
  • 'Liberals to upend housing policies and make peace with business Bragg. The Coalition s new housing and productivity spokesman says no housing policy will escape critical review, the Coalition will oppose Labor s crazy housing policies, and he wants to rebuild relations with business.'
Sports
  • 'Playing Alongside Ravindra Jadeja A Great Honour Kuldeep Yadav. India s left-arm wrist spinner also talked about the new Test skipper, Shubman Gill, and said that the youngster is continuing the good work done by Virat Kohli and Rohit Sharma'
  • 'Xabi Alonso s Real Madrid Lineup Still Undecided. Xabi Alonso is keeping us all on the edge of our seats as he tinkers with his squad in Austria against WSG Tirol, giving us a tantalizing glimpse of what might be his starting XI for his grand debut'
  • '20 40 Uttoxeter - Racecard - Quinnbet Handicap Chase 4. 20 40 Uttoxeter Quinnbet Handicap Chase 4 full racecard - tips, runners, odds and analysts reviews from Timeform..'
Health
  • 'WaterSafe urges plumbers to use only lead-free solder to protect UK drinking water. WaterSafe is issuing a strong call to all plumbing professionals make the switch to lead-free solder exclusively.'
  • 'FDA Approves Novavax COVID-19 Vaccine. The company s Nuvaxovid vaccine is the only recombinant protein-based, non-mRNA COVID-19 immunization available in the US.'
  • 'Doctors Urge Better Health Checks for Psychiatric Patients. A major new Lancet Commission has called for people taking psychiatric medications - such as antidepressants, antipsychotics, and mood stabilisers'
Lifestyle
  • 'Charleston s Queer Bloomsbury festival programme announced, featuring Bimini, Jodie Harsh, Charlie Porter, and an exhibition of the UK AIDS Memorial Quilt. The full programme for Charleston s annual Queer Bloomsbury festival is now live a celebration of queer creativity, bringing together bold performance, joyful activism and powerful LGBTQIA voices to remember, resist and reimagine.'
  • 'Free Family Fun Day at American Quarter Horse Hall of Fame and Museum set for July 19. Mark your calendars for Saturday, July 19, and bring the whole family to the American Quarter Horse Hall of Fame and Museum for a free day of fun, discovery and hands-on activities.'
  • 'Anant Ambani Radhika Merchant s Swiss Getaway Must-Visit Spots in Switzerland. Join Anant Ambani and Radhika Merchant on their stunning Swiss holiday complete with romantic cities, scenic lakes, and luxurious alpine escapes.'
Entertainment
  • 'The 8 Best Game Series That Died On The PS2. The PS2 was home to a lot of gaming franchises, and while some continue to thrive today, others died on the console and have yet to resurface.'
  • 'Borderlands 4 Is More Vertical and Lets You Go Anywhere, And That s Why It Doesn t Have a Minimap. Gearbox Software founder and president Randy Pitchford explained why the upcoming game Borderlands 4 won t include a minimap.'
  • 'Coleen Nolan supported as she introduces latest member of our family. The TV star was flooded with messages of praise and support as she revealed the latest member of our family'
Business
  • 'Inchcape Director Increases Stake with ADR Purchase. Inchcape GB INCH has provided an announcement. Inchcape plc announced that Stuart Rowley, a Non-Executive Director of the company, purchased 3,000 American d...'
  • 'Nvidia s May surge signals investors love AI, even if you don t. Nvidia posted a staggering 24 monthly jump its best performance since May 2024 after delivering stronger-than-expected quarterly earnings.'
  • 'Obituary Sunjay Kapur was the man who saw tomorrow and made Sona Comstar future-ready. Sunjay Kapur, the force behind Sona Comstar s EV pivot and IPO, died during a private polo match. Industry mourns a leader who future-proofed Indian auto components.'
Technology
  • 'Malicious Code Digest Monthly Recap July. Explore Xygeni s July 2025 Malicious Code Digest with insights on 160 compromised packages. Stay ahead of software threats!'
  • 'What are Decentralized Applications dApps ? The 2025 Guide. Discover the benefits and drawbacks of decentralized applications DApps , and how they compare to centralized apps.'
  • 'iPhone 17 Pro Leaks New Colors, Price, and Everything We Know So Far. Language Selector English'
Religion
  • 'World Religions Christianity. Christianity'
  • 'RELIGION Crying out to God from the depths. Out of the depths I have cried to you, O LORD. Lord, hear my voice. Let your ears be attentive to the voice of my supplications. If you, LORD, should mark iniquities, O Lord, who shall stand? But there is forgiveness with you so that you may be feared. Psalm 130 1-4'
  • 'What Buddhist monks can teach you about pain management. Much of the global population suffers from chronic pain. Here s what we can learn from Buddhism about how to manage it.'
Crime
  • 'Gold wars in Peru town leave Amazon nature defenders vulnerable. Illegal gold mining in one of Peru s most ecologically significant areas has unleashed environmental destruction and gang violence'
  • 'Stablehand dies after tragic incident at Cranbourne Training Centre. A female stable worker has died after being kicked by a horse at the Cranbourne Training Centre on Tuesday morning. Racing Victoria confirmed the fatal incident'
  • 'Thirteen-year-old girl charged with rioting in Ballymena and man arrested for Larne leisure centre attack. The teenager was arrested for rioting in Ballymena on Wednesday, and is one of 28 people detained after last week s race-fuelled disorder.'
Science
  • '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.'
  • 'Episode 27 lava geysers skyrocket from Halemaʻumaʻu Crater at Big Island s Kīlauea volcano. Fountains started out about 500 feet tall by 9 a.m. when the eruptive episode began, but by about 10 30 a.m., a view of any of the three livestreams provided by U.S. Geological Survey watching the volcano s summit molten rock pumping likely close to or even well more than 1,000 feet high.'
  • 'More than 500 years later, the Beaver is back in Portugal. After centuries of absence, evidence of the presence of the European beaver Castor fibre in Portuguese territory has finally emerged'
Education
  • 'Southside School Hops Charter Networks. Rocketship takes Stellar from Carmen and everyone is happy.'
  • 'New school year to be filled with opportunity for junior high students. MATTAPOISETT As the 2025-26 school year approaches, educators at Old Rochester Regional Junior High School are gearing up to help kids transition from elementary school to junior high. I think parents and kids are in good hands at the junior high...'
  • 'Anatomy education at central Europe medical schools a qualitative analysis of educators pedagogical knowledge, methods, practices, and challenges. Globally, there has been a growing demand for a unified education standard, spurred by sustainability initiatives such as the United Nations Agenda 2030 and the increasing internationalisation of higher education. The World Federation for Medical Education WFME promote accreditation process for international medical education institutions that provide curricula in English. However, some Central European Medical Schools offering such curricula are not fully aligned with WFME accreditation standards. Organisers of human anatomy courses at these schools are seeking to improve their skills and abilities to deliver high-quality teaching effectively in multicultural and multilingual environments. A survey conducted by the Erasmus Strategic Partnership project LEANbody, which aims to reach for quality management tools to teach human anatomy effectively in a multicultural and multilingual learning space, revealed that over 70 49 69 of anatomists in Hungary, the Czech Republic, and Croatia are unfamiliar with international quality standards for medical education and the concept of student-centred pedagogy. This study seeks to understand educators perceptions of pedagogical knowledge and concepts frameworks, such as constructive alignment CA , Intended Learning Outcomes ILOs , in relation to student-centred pedagogy and their anatomy teaching practices. The study also investigates perceived gaps at the institutional, departmental, and individual levels concerning anatomy teaching and the pedagogical practices that should be promoted. A descriptive cross-sectional study using a qualitative approach was used for this purpose. In 2022, face-to-face or online interviews were conducted with 14 anatomy educators including course organisers from Zagreb, Masaryk and Pécs Universities. We found that most educators had not received formal teacher training on teaching methods prior to starting anatomy teaching and were unfamiliar with such pedagogical frameworks as CA, even though they were familiar with the concept of ILOs. Thematic analysis was applied to open-ended questions and the umbrella theme that emerged was Transforming Anatomy Teaching and Learning in the Glocal Classroom Navigating the Intersections of Pedagogical Practice, Constructive Alignment, and Student-Centred frameworks . Two themes and 5 subthemes were identified from the data. The study presents recommendations and a novel framework linking student-centred approaches, CA, and global educational sustainability agendas, such as the sustainable development goal 4 target 7 SDG4.7 to enhance the quality of anatomy teaching.'

Evaluation

Metrics

Label Accuracy
all 0.8421

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("Ari Paparo on Google s Digital Dominance. Our guest is Ari Paparo.")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 2 46.3786 454
Label Training Sample Count
Business 302
Sports 302
Politics 302
Lifestyle 302
General News 302
Entertainment 302
Crime 302
Technology 302
Health 302
Science 302
Religion 302
Education 302

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
0.0002 1 0.2487 -
0.0110 50 0.3115 -
0.0221 100 0.2961 -
0.0331 150 0.2719 -
0.0442 200 0.2379 -
0.0552 250 0.222 -
0.0662 300 0.2096 -
0.0773 350 0.1889 -
0.0883 400 0.1645 -
0.0993 450 0.1465 -
0.1104 500 0.1197 -
0.1214 550 0.0931 -
0.1325 600 0.0885 -
0.1435 650 0.0695 -
0.1545 700 0.0673 -
0.1656 750 0.0648 -
0.1766 800 0.0538 -
0.1876 850 0.0485 -
0.1987 900 0.041 -
0.2097 950 0.0328 -
0.2208 1000 0.0285 -
0.2318 1050 0.0222 -
0.2428 1100 0.0192 -
0.2539 1150 0.0179 -
0.2649 1200 0.0144 -
0.2759 1250 0.0174 -
0.2870 1300 0.0119 -
0.2980 1350 0.0187 -
0.3091 1400 0.0156 -
0.3201 1450 0.0068 -
0.3311 1500 0.0068 -
0.3422 1550 0.0067 -
0.3532 1600 0.0061 -
0.3642 1650 0.0073 -
0.3753 1700 0.0047 -
0.3863 1750 0.0047 -
0.3974 1800 0.0054 -
0.4084 1850 0.0043 -
0.4194 1900 0.0022 -
0.4305 1950 0.0046 -
0.4415 2000 0.0018 -
0.4525 2050 0.0035 -
0.4636 2100 0.0007 -
0.4746 2150 0.003 -
0.4857 2200 0.0009 -
0.4967 2250 0.0042 -
0.5077 2300 0.0023 -
0.5188 2350 0.0005 -
0.5298 2400 0.0031 -
0.5408 2450 0.0016 -
0.5519 2500 0.001 -
0.5629 2550 0.0028 -
0.5740 2600 0.0011 -
0.5850 2650 0.0004 -
0.5960 2700 0.0003 -
0.6071 2750 0.0003 -
0.6181 2800 0.0017 -
0.6291 2850 0.001 -
0.6402 2900 0.0011 -
0.6512 2950 0.0004 -
0.6623 3000 0.0015 -
0.6733 3050 0.0006 -
0.6843 3100 0.0003 -
0.6954 3150 0.0002 -
0.7064 3200 0.0017 -
0.7174 3250 0.0005 -
0.7285 3300 0.0011 -
0.7395 3350 0.0006 -
0.7506 3400 0.0015 -
0.7616 3450 0.0004 -
0.7726 3500 0.0009 -
0.7837 3550 0.0016 -
0.7947 3600 0.0008 -
0.8057 3650 0.0004 -
0.8168 3700 0.0016 -
0.8278 3750 0.0003 -
0.8389 3800 0.0002 -
0.8499 3850 0.0001 -
0.8609 3900 0.0027 -
0.8720 3950 0.0029 -
0.8830 4000 0.0019 -
0.8940 4050 0.0036 -
0.9051 4100 0.0018 -
0.9161 4150 0.0018 -
0.9272 4200 0.0021 -
0.9382 4250 0.0003 -
0.9492 4300 0.0002 -
0.9603 4350 0.0001 -
0.9713 4400 0.0002 -
0.9823 4450 0.0016 -
0.9934 4500 0.0003 -
1.0044 4550 0.0015 -
1.0155 4600 0.0008 -
1.0265 4650 0.0002 -
1.0375 4700 0.0001 -
1.0486 4750 0.0007 -
1.0596 4800 0.0007 -
1.0706 4850 0.0001 -
1.0817 4900 0.0001 -
1.0927 4950 0.0001 -
1.1038 5000 0.0001 -
1.1148 5050 0.0001 -
1.1258 5100 0.0001 -
1.1369 5150 0.0001 -
1.1479 5200 0.0001 -
1.1589 5250 0.0001 -
1.1700 5300 0.0001 -
1.1810 5350 0.0001 -
1.1921 5400 0.0015 -
1.2031 5450 0.0045 -
1.2141 5500 0.0037 -
1.2252 5550 0.005 -
1.2362 5600 0.0006 -
1.2472 5650 0.0001 -
1.2583 5700 0.001 -
1.2693 5750 0.0001 -
1.2804 5800 0.0001 -
1.2914 5850 0.0022 -
1.3024 5900 0.0003 -
1.3135 5950 0.0016 -
1.3245 6000 0.0003 -
1.3355 6050 0.0001 -
1.3466 6100 0.0001 -
1.3576 6150 0.0001 -
1.3687 6200 0.0001 -
1.3797 6250 0.0002 -
1.3907 6300 0.0001 -
1.4018 6350 0.0001 -
1.4128 6400 0.0011 -
1.4238 6450 0.0003 -
1.4349 6500 0.0004 -
1.4459 6550 0.0001 -
1.4570 6600 0.0021 -
1.4680 6650 0.0013 -
1.4790 6700 0.0038 -
1.4901 6750 0.0002 -
1.5011 6800 0.0007 -
1.5121 6850 0.0001 -
1.5232 6900 0.0002 -
1.5342 6950 0.0014 -
1.5453 7000 0.0003 -
1.5563 7050 0.0001 -
1.5673 7100 0.0001 -
1.5784 7150 0.0001 -
1.5894 7200 0.0011 -
1.6004 7250 0.0001 -
1.6115 7300 0.0001 -
1.6225 7350 0.0001 -
1.6336 7400 0.0001 -
1.6446 7450 0.0 -
1.6556 7500 0.0 -
1.6667 7550 0.0 -
1.6777 7600 0.0 -
1.6887 7650 0.0 -
1.6998 7700 0.0 -
1.7108 7750 0.0 -
1.7219 7800 0.0 -
1.7329 7850 0.0 -
1.7439 7900 0.0001 -
1.7550 7950 0.0 -
1.7660 8000 0.0 -
1.7770 8050 0.0 -
1.7881 8100 0.0 -
1.7991 8150 0.0 -
1.8102 8200 0.0 -
1.8212 8250 0.0 -
1.8322 8300 0.0 -
1.8433 8350 0.0001 -
1.8543 8400 0.0018 -
1.8653 8450 0.0017 -
1.8764 8500 0.0001 -
1.8874 8550 0.0001 -
1.8985 8600 0.0001 -
1.9095 8650 0.0 -
1.9205 8700 0.0 -
1.9316 8750 0.0 -
1.9426 8800 0.0001 -
1.9536 8850 0.0001 -
1.9647 8900 0.0007 -
1.9757 8950 0.0015 -
1.9868 9000 0.0012 -
1.9978 9050 0.0015 -
2.0088 9100 0.0017 -
2.0199 9150 0.0021 -
2.0309 9200 0.0008 -
2.0419 9250 0.0033 -
2.0530 9300 0.0019 -
2.0640 9350 0.0002 -
2.0751 9400 0.0001 -
2.0861 9450 0.0 -
2.0971 9500 0.0 -
2.1082 9550 0.0 -
2.1192 9600 0.0 -
2.1302 9650 0.0 -
2.1413 9700 0.0 -
2.1523 9750 0.0 -
2.1634 9800 0.0001 -
2.1744 9850 0.0 -
2.1854 9900 0.0008 -
2.1965 9950 0.0143 -
2.2075 10000 0.0043 -
2.2185 10050 0.0067 -
2.2296 10100 0.0043 -
2.2406 10150 0.0017 -
2.2517 10200 0.0002 -
2.2627 10250 0.0022 -
2.2737 10300 0.0024 -
2.2848 10350 0.0004 -
2.2958 10400 0.0001 -
2.3068 10450 0.002 -
2.3179 10500 0.0001 -
2.3289 10550 0.001 -
2.3400 10600 0.0002 -
2.3510 10650 0.0002 -
2.3620 10700 0.0001 -
2.3731 10750 0.0 -
2.3841 10800 0.0016 -
2.3951 10850 0.0002 -
2.4062 10900 0.0012 -
2.4172 10950 0.0 -
2.4283 11000 0.0001 -
2.4393 11050 0.0002 -
2.4503 11100 0.0001 -
2.4614 11150 0.0001 -
2.4724 11200 0.0 -
2.4834 11250 0.0 -
2.4945 11300 0.0001 -
2.5055 11350 0.0 -
2.5166 11400 0.0 -
2.5276 11450 0.0 -
2.5386 11500 0.0 -
2.5497 11550 0.0 -
2.5607 11600 0.0 -
2.5717 11650 0.0 -
2.5828 11700 0.0 -
2.5938 11750 0.0 -
2.6049 11800 0.0 -
2.6159 11850 0.0 -
2.6269 11900 0.0 -
2.6380 11950 0.0 -
2.6490 12000 0.0 -
2.6600 12050 0.0 -
2.6711 12100 0.0 -
2.6821 12150 0.0 -
2.6932 12200 0.0 -
2.7042 12250 0.0 -
2.7152 12300 0.0 -
2.7263 12350 0.0 -
2.7373 12400 0.0 -
2.7483 12450 0.0 -
2.7594 12500 0.0 -
2.7704 12550 0.0 -
2.7815 12600 0.0 -
2.7925 12650 0.0 -
2.8035 12700 0.0 -
2.8146 12750 0.0 -
2.8256 12800 0.0 -
2.8366 12850 0.0 -
2.8477 12900 0.0 -
2.8587 12950 0.0 -
2.8698 13000 0.0 -
2.8808 13050 0.0 -
2.8918 13100 0.0 -
2.9029 13150 0.0 -
2.9139 13200 0.0 -
2.9249 13250 0.0 -
2.9360 13300 0.0 -
2.9470 13350 0.0 -
2.9581 13400 0.0 -
2.9691 13450 0.0 -
2.9801 13500 0.0 -
2.9912 13550 0.0 -
3.0022 13600 0.0 -
3.0132 13650 0.0 -
3.0243 13700 0.0 -
3.0353 13750 0.0 -
3.0464 13800 0.0 -
3.0574 13850 0.0 -
3.0684 13900 0.0 -
3.0795 13950 0.0 -
3.0905 14000 0.0 -
3.1015 14050 0.0 -
3.1126 14100 0.0 -
3.1236 14150 0.0 -
3.1347 14200 0.0 -
3.1457 14250 0.0 -
3.1567 14300 0.0 -
3.1678 14350 0.0 -
3.1788 14400 0.0 -
3.1898 14450 0.0 -
3.2009 14500 0.0 -
3.2119 14550 0.0 -
3.2230 14600 0.0 -
3.2340 14650 0.0 -
3.2450 14700 0.0 -
3.2561 14750 0.0 -
3.2671 14800 0.0 -
3.2781 14850 0.0 -
3.2892 14900 0.0 -
3.3002 14950 0.0 -
3.3113 15000 0.0 -
3.3223 15050 0.0 -
3.3333 15100 0.0 -
3.3444 15150 0.0 -
3.3554 15200 0.0 -
3.3664 15250 0.0 -
3.3775 15300 0.0 -
3.3885 15350 0.0 -
3.3996 15400 0.0 -
3.4106 15450 0.0 -
3.4216 15500 0.0 -
3.4327 15550 0.0 -
3.4437 15600 0.0 -
3.4547 15650 0.0 -
3.4658 15700 0.0 -
3.4768 15750 0.0 -
3.4879 15800 0.0 -
3.4989 15850 0.0 -
3.5099 15900 0.0 -
3.5210 15950 0.0 -
3.5320 16000 0.0 -
3.5430 16050 0.0 -
3.5541 16100 0.0 -
3.5651 16150 0.0 -
3.5762 16200 0.0 -
3.5872 16250 0.0 -
3.5982 16300 0.0 -
3.6093 16350 0.0 -
3.6203 16400 0.0 -
3.6313 16450 0.0 -
3.6424 16500 0.0 -
3.6534 16550 0.0 -
3.6645 16600 0.0 -
3.6755 16650 0.0 -
3.6865 16700 0.0 -
3.6976 16750 0.0 -
3.7086 16800 0.0 -
3.7196 16850 0.0 -
3.7307 16900 0.0 -
3.7417 16950 0.0 -
3.7528 17000 0.0 -
3.7638 17050 0.0 -
3.7748 17100 0.0 -
3.7859 17150 0.0 -
3.7969 17200 0.0 -
3.8079 17250 0.0 -
3.8190 17300 0.0 -
3.8300 17350 0.0 -
3.8411 17400 0.0 -
3.8521 17450 0.0 -
3.8631 17500 0.0 -
3.8742 17550 0.0 -
3.8852 17600 0.0 -
3.8962 17650 0.0 -
3.9073 17700 0.0 -
3.9183 17750 0.0 -
3.9294 17800 0.0 -
3.9404 17850 0.0 -
3.9514 17900 0.0 -
3.9625 17950 0.0 -
3.9735 18000 0.0 -
3.9845 18050 0.0 -
3.9956 18100 0.0 -
4.0066 18150 0.0 -
4.0177 18200 0.0 -
4.0287 18250 0.0 -
4.0397 18300 0.0 -
4.0508 18350 0.0 -
4.0618 18400 0.0 -
4.0728 18450 0.0 -
4.0839 18500 0.0 -
4.0949 18550 0.0 -
4.1060 18600 0.0 -
4.1170 18650 0.0 -
4.1280 18700 0.0 -
4.1391 18750 0.0 -
4.1501 18800 0.0 -
4.1611 18850 0.0 -
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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}
}