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rodekruis
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sml-ukr-message-classifier-2

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
Model card Files Community
sml-ukr-message-classifier-2 / README.md
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metadata
base_model: intfloat/e5-base-v2
library_name: setfit
metrics:
  - accuracy
pipeline_tag: text-classification
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
widget:
  - text: >-
      Good afternoon! Certified psychologist with 20 years of experience. My
      specialization: *Relations *Crises * Emotional well-being * Parent-child
      relationships * Professional development * Work with dependencies
      *Self-esteem * Individual requests With my approach, every client is
      unique and I will help you reach your potential. The first consultation is
      acquaintance and recommendations. Online on WhatsApp, Telegram, Skype
      platforms. Recording exclusively in private messages. Take care of
      yourself!
  - text: >-
      Good evening! Please give me the contacts of a trusted refrigerator
      master.
  - text: >-
      People Needed for Remote Employment Schedule - Free from 850$ Weekly with
      us training from you only Desire! From anywhere in the world The number of
      places is limited! For details, write to me + in Personal
  - text: Guys, someone sent parcels with this carrier from Odessa to Plovdiv
  - text: Tell me a site in Bulgaria for the sale of animals
inference: true

SetFit with intfloat/e5-base-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses intfloat/e5-base-v2 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
CVA PROGRAMS
  • "And one more thing... This is a very important point!! The Red Cross compensates Ukrainians for the cost of medicines and even surgery. But you need to provide supporting documents.... Doctor's prescription and receipts. I know that the Ukrainian woman was fully paid for the operation... Not cheap!!!"
  • 'Good afternoon. My sister needs to close it, but it is not included in the lease agreement. Is it possible to close under this contract? Perhaps the Red Cross will be able to register it at a common address? Has anyone encountered this? Thank you in advance.'
  • 'Contact the Red Cross, they will help you'
EDUCATION
  • "And after vocational school, you won't be able to enter a university?"
  • '**We prepare applicants for admission to universities in Slovakia for state-funded departments. ** HIGHER AND SECONDARY EDUCATION IN SLOVAKIA IS: Free education in Slovakia Higher education in Slovakia for citizens of Ukraine, Kazakhstan, Belarus is FREE, provided that they study in the national language, that is, in Slovak. Paid form of education Admission without entrance exams, with a certificate of Slovak B1 level Ability to combine study and work The Slovak language is very close to all Slavic languages High level of security Diploma recognized in all European countries We will help you: * choose a university and a specialty * Prepare a package of documents * Recommend Slovak language courses * book a place in the dormitory * Apply for a residence permit based on studies * Provide support at all stages Our Chat **You can get a FREE consultation here **'
  • 'Good afternoon, who is in Sofia, tell me, is there a Ukrainian school there? Still interested in sensory integration and speech therapy?thank you'
LEGAL
  • 'Hello) Where do I apply for a waiver of temporary protection? I need to be given a paper of refusal'
  • 'Good afternoon. Which application can I use to see the availability of UKR status?'
  • 'Good evening, how to refuse the status of ukr? Moving to another country'
FOOD
  • 'I will give rice for free, deadline until 05/01/2024, there is a nuance: I saw two weevils inside, there are four packs'
  • "You were invited by the church not by the Hope of the Generations, but by the New Generation. These are two different churches. It's just that they have a service on the same day and in the same hall, only the time is different. You will need to sit out the service for two hours and after it they will be issued. Help - pasta, cereals, beans. You'll report it yourself."
  • 'Exchange, drip coffee maker for canned meat.'
TRANSLATION/LANGUAGE
  • "ENGLISH ANGLIIS'KA FOR ADULTS AND CHILDREN Online English classes I propose: - individual approach (based on your needs) - high-quality materials and interesting activities - training of all aspects (speaking, listening, reading and writing) - Help with homework - Constant support and motivation I work with all levels. I have a philological education and teaching experience +380675519090 -viber, whatsapp @IYourTeacher - telegram"
  • 'Good morning, please tell me Bulgarian language courses as part of a group, in Varna'
  • "From a subscriber: Hungarian classes are free for refugees. Lots of useful links and testimonials Organisation: ELTE University (teacher Kata) Level: A1 from scratch Classes: 1 time a week from 17:30 to 18:45 (19.00) on Mondays Terms: 2 times for 2-3 months Email: elte.popup.school@gmail.com Volunteers signed us up first in a Viber chat, then in a group for courses. And now it's the same scheme, only with different teachers. From time to time, there are sets. There was no textbook, each time the teacher brought printouts of the exercises. There were DZ. She spoke to us in English and Hungarian, drew on the blackboard, if it was not clear. I joined from the 10th lesson, so it was difficult at first. A group of 10-12 people of different levels and ages, at the end there were about 5 of us. They wrote a lot, did interesting exercises, learned about the family, body parts, face, home and family, transport and the street, songs, poems, there were complex texts. Not very systematic. There was no exam, we continued to study after the break. Organization: Menedek (classes at the Hungarian Converzum School) Level: A1 from scratch Classes: 2 times a week from 9.00 to 11.15 (2 hours - Tue, Thu) Timeframe: 90 days Email: menedek@menedek.hu Hungarian language school in Buda (bus 9, stop near the entrance). Small groups of 5-6 people. We were given a textbook, a notebook and a pen for free. The teacher is Hungarian, knows a little English, but tried to talk to us in Hungarian. If something is not clear, I drew it on the blackboard. Everyday Hungarian textbook (by the way, I can give it away, I have others). We studied for 90 days, then passed the exam and then the grant was not extended, probably, there were no more classes. Each lesson began with a repetition, sometimes there were DZ, they started with the alphabet, then the topics: about yourself, home, family tree, transport, questions, hobbies. There were no difficult topics. We were prepared for the exam, we were sent the same task for training, and then there was a similar one. The exam consisted of 2 parts - oral and written. Issued a certificate of completion of the courses The Menedek organization also has free courses in the office. They send the schedule by mail or Viber/Telegram. You can look at the website of the organization and write to the mail menedek@menedek.hu I didn't go myself, it's beginner level and mostly in the mornings. Organization: CARITAS Level: A1, A2 (there was a level test) Classes: 2 times a week from 16.00 to 19.00 (3 hours with a break) Timeframe: 7 months and now I am walking Teacher: Melinda (2 more classes were in another group with Levi) Email: karpataljaert@caritas.org.hu The training lasts for 90 days, we are already completing the 2nd cycle. A good teacher, they finally began to teach systematically and I spoke a little :) The MagyarOk textbook was given out for free, the second time we were given another book with exercises, now we do tasks both in the textbook and in the notebook. For the first 90 days, we studied only with the textbook, the teacher gives a lot of practice - at the beginning and at the end of the lesson. We communicate in a group, ask each other questions, more repetition and new topics, the game format was at first. There is almost no theory, we immediately analyze it with examples and talk. For the first 90 days, she did not give DZ, now she gives a small one after each lesson. The group was 5-6 people, then about 10 and now there are 5-6 of us again. Mostly girls, sometimes foreigners. The teacher speaks mainly Hungarian, sometimes he can explain in English, he knows a couple of words in Russian. After the first 90 days, there was a written exam, we repeated a little before it. Then they gave everyone certificates of completion of the stage. At the moment, these are my best courses I've tried here. It helps me to additionally study at home in the Duolingo app, read theory in Telegram channels and separately in documents - everywhere I see :) If you have any additional information or notice any inaccuracies, please email me @yakatka. #hungarian_for_refugees #hungarian_language_school #hungarian_courses"
NFI
  • 'I will exchange a large pack of diapers for a large washing gel or capsules (at least for 30 washes)'
  • 'Hello, I will give things for a 98 cm boy in exchange for fruit for the child. Pickup Borodinsky. Write to me to send a photo. Have a nice day everyone'
  • 'Registration !for urological pads for IDPs in Lviv from the Rokada Charitable Foundation is open Registration via the link '
HEALTH
  • 'Can anyone recommend Ukr doctors, neurologists and a doctor who can help with the spine? Kosice, Presov'
  • "Good morning! Can you please recommend a good pediatrician or a good children's clinic?"
  • 'Good morning. Where in Kramatorsk can I get an ultrasound for a fee?'
ANOMALY
  • 'Tell your pensioner friends that a swindler walks from house to house, introduces himself as a doctor from the 5th office, offers portable devices for the treatment of joints, which are allegedly distributed by the Red Cross and they cost 20 thousand, but if the pensioner presents documents, then a discount of 5 thousand. This swindler, has psychological influence, brazenly enters the house and scams for money. The most expensive such device, costs a thousand gr.'
  • 'If you receive a link of this format, please do not click.This is a hack.They are trying to write off money from the card!!! !'
  • 'Making money on CryPto Can be used from any device Time 1-2 hours a day From $250/day Can be combined with the main job Write + in PM'
OTHER PROGRAMS/NGOS
  • 'And what if people receive from the UN, there is a refusal?'
  • "Girls, who designed children's online through the action of e-Baby?"
  • 'How do you even look for 40+ ?'
CONNECTIVITY
  • "Good afternoon! Who has Vodafone? Does anyone know something? Why doesn't it work here in Slovakia?"
  • 'Who wants to meet in Poland write'
  • 'Poker and mafia for Ukrainians - every Thursday at Lamparen Nearest game night: Thursday 2.05 18.00 Lamparen (Hlavna 115) Cost: 3-5EUR (free for beginners) New acquaintances and incredible emotions are guaranteed. There are also many other different board games for free. During the evening, you can try to play both mafia and poker (or play one thing all evening). Pre-registration is required. Registration & Details: @max_karpets.'
CHILDREN
  • 'ACTORS STUDIO The White Theater announces additional recruitment of children and teenagers to Ukrainian-speaking acting groups! If your child dreams: plunge into the fascinating world of reincarnation; try yourself in a variety of roles; feel free on stage; master the skills of self-presentation; learn to speak in a way that people want to listen to; learn how to parse texts of varying complexity, etc. If you have any questions, write to Telegram: @TaisijaB'
  • "For children aged 2-5 years (inclusive) This is for those who haven't received these kits yet 13.02.2024 And 14.02.2024 And 15.02.2024 From 10.00 a.m. to 1.00 p.m. In Sunny Beach At the IB of the Ministerial Council, in the second building, we will be giving out IOM art kits (age 2-5 years inclusive) The set includes: Paints Markers Pencils Coloring Magazines Magazines with stickers Glue Colored Paper Pencil Plain It's all packed in a folder. It is necessary to have the original closed and the copy closed (where the child is inscribed) with you. Without a copy of the closed, they do not issue sets! !!!!!!!!!!!!!! "
  • "For children aged 2-5 years (inclusive) For those who haven't received these kits yet 23.01.2024 And 24.01.2024 And 25.01.2024 From 10.00 a.m. to 1.00 p.m. In Sunny Beach At the IB of the Ministerial Council, in the second building, we will be giving out IOM art kits (age 2-5 years inclusive) The set includes: Paints Markers Pencils Coloring Pages Stickers glue Colored Paper Pencil Plain It's all in a folder. It is necessary to have a closed and a copy of the closed (where the child is inscribed) with you. Without a copy of the closed, they do not issue sets! !!!!!!!!!!!!!! "
PARCEL
  • 'Can I send a parcel with you from Odessa?'
  • 'Good afternoon! Can someone share the contacts of the courier who is Budva-Bar?) I will be very grateful'
  • "Or in Ukraine? It is necessary to urgently hand over the child's birth certificate"
PETS
  • 'Please tell me a good veterinarian, I want to take a cat, if there is somewhere on Sambirskaya, it would be good'
  • 'Good evening, please tell me what documents are needed to enter with a dog'
  • 'Hello, we give the cat into good hands! Looking for a home) 2.5 months'
TRANSPORT/MOVEMENT
  • 'Has anyone flown with Ryanair with an extended passport? Not renewed, but one with a seal for 5 years. Is everything okay?'
  • 'Transfer in Bulgaria. A cozy and safe sedan for 3 passengers and luggage. You can do it with your pets. The price of the trip will be a VERY pleasant surprise!! Territorialo Plovdiv UA +380997858133 (Telegram, Viber) BG +359888203042 (Telegram, Viber)'
  • 'Hello! By what number is it possible to order a taxi from Budva to Podgorica airport. Thanks'
SHELTER
  • 'Good morning ! Ukrainian Montenegrins, please tell me where you can see apartments for rent for a long time in Budva or Podgorica?'
  • 'And what kind of city is it? Are refugees accepted from Ukraine?'
  • 'Tell me, please, what is the average price for renting a 3-room apartment in Varna? Thank you just at least the range'
WORK/JOBS
  • 'Job search on the Internet: features of the Bulgarian labor market, how to respond to a vacancy, offers for Ukrainians You will learn about all this at our FREE offline lecture on the course "Career Development in Bulgaria" from the Network of Ukrainian Educational Hubs and the Association of Innovative and Digital Education, which will be held with the support of the Central European Initiative (CEI) Speaker: Svetlozar Petrov - Managing Director of Jobtaigr OOD. When? The lecture will take place on April 22, 2024 at 18:00 Eastern European Time Duration: 1 hour Venue: Sofia, blvd. Slivnitsa, 188 in. Would. Hurry! REGISTER HERE '
  • 'WE INVITE YOU TO WORK! Sales consultant of smartphones and accessories Truskavets We offer: High wages 14000 - 18000 thousand rubles Partial compensation for travel Convenient shift schedule Staff training PHONES OF THE PERSONNEL DEPARTMENT: 094-400-45-00 050-728-48-15 098-353-16-30'
  • 'Good afternoon! We are looking for pharmacists and assistants, preferably with experience, to work in a large network of pharmacies in Sofia'
PSS & RFL
  • 'Heart-to-heart conversations over tea 12.04.2024, Friday Beginning at 16.00 For whom: for young people 15+ and adults Hlavna, 68, (our second floor, room 1.04) Blue Dot Kosice spaces We invite everyone who is interested in psychology and personal development to tea with a psychologist This week we continue to explore the theme of LONELINESS AND SOLITUDE. This Friday, we will talk about relationships, about the reasons why this feeling appears in a couple, in a team. About loneliness in emigration. We will find out what is the power of loneliness and how to strengthen your weak points. Interesting exercises are also waiting for you - self-exploration and discussion. Pre-registration is mandatory: '
  • 'Vera Stepanova: "Help me find my sonToday, at about 15-00, in the city of Drohobych (city center), my son, Stepanov Alexander Sergeevich, born in 2010, was lost. (13 years) He was wearing a purple T-shirt, gray sweatpants and black sneakers. I ask for help in finding the child, I have informed the Police."'
  • 'Good evening, if there is a Russian-speaking psychologist in Bratislava?'
MONEY/BANKING
  • 'Good afternoon, maybe someone has hryvnias on the card, I will give cash euros in PM!!'
  • 'Tell me, please, where can I get a duplicate of the identification code and pension certificate if I am an IDP?'
  • 'Good afternoon, who can throw hryvnias on the card in exchange for cash in euros or leva. The city of Varna will meet where it will be convenient for you. Urgent Need Help'
CAR
  • 'Hello, please help, where to go in the situation the guy got into an accident on the car of the company, they demand money for the repair of the car, they have already written off more than 8000 thousand zlotys, they do not provide an invoice, and they say more and more money is already repairing 12000 thousand'
  • 'Selling a car Renault Laguna Year 2005 Complete set Automaton 5 t lion Burgas'
  • 'Do you sell a car with Ukrainian license plates in the group? We want to buy it, because we are going home, write to the PM'
GOODS/SERVICES
  • 'Selling tires Falken 225/45 R17 40 euros Without wired charging 5 euros Humidifier EUR10'
  • 'Selling new sneakers 350,00UAH'
  • 'Hello everyone, I am selling an Acer laptop We bought it as a gift, but the child was given 2 identical ones, so it is no longer relevant Condition : Brand New Price :300 EUR Bought for 320EUR Suitable for both a child for study and a student (bought for this purpose) 2 Year Warranty Set : Box , Charger , Check, Laptop , Documents'

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("rodekruis/sml-ukr-message-classifier-2")
# Run inference
preds = model("Tell me a site in Bulgaria for the sale of animals")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 3 39.524 722
Label Training Sample Count
ANOMALY 60
CAR 47
CHILDREN 47
CONNECTIVITY 41
CVA PROGRAMS 46
EDUCATION 44
FOOD 57
GOODS/SERVICES 51
HEALTH 56
LEGAL 44
MONEY/BANKING 55
NFI 57
OTHER PROGRAMS/NGOS 55
PARCEL 45
PETS 48
PSS & RFL 51
SHELTER 47
TRANSLATION/LANGUAGE 56
TRANSPORT/MOVEMENT 48
WORK/JOBS 45

Training Hyperparameters

  • batch_size: (16, 16)
  • num_epochs: (4, 4)
  • max_steps: -1
  • sampling_strategy: undersampling
  • 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: True

Training Results

Epoch Step Training Loss Validation Loss
0.0003 1 0.1551 -
0.0155 50 0.3308 -
0.0310 100 0.3002 -
0.0465 150 0.264 -
0.0620 200 0.2227 -
0.0775 250 0.1935 -
0.0931 300 0.1727 -
0.1086 350 0.1437 -
0.1241 400 0.136 -
0.1396 450 0.1204 -
0.1551 500 0.0955 -
0.1706 550 0.0898 -
0.1861 600 0.0815 -
0.2016 650 0.0662 -
0.2171 700 0.0606 -
0.2326 750 0.0446 -
0.2481 800 0.0417 -
0.2636 850 0.0384 -
0.2792 900 0.0327 -
0.2947 950 0.0322 -
0.3102 1000 0.028 -
0.3257 1050 0.0256 -
0.3412 1100 0.0165 -
0.3567 1150 0.0163 -
0.3722 1200 0.0203 -
0.3877 1250 0.0148 -
0.4032 1300 0.0137 -
0.4187 1350 0.0131 -
0.4342 1400 0.0091 -
0.4498 1450 0.0094 -
0.4653 1500 0.0083 -
0.4808 1550 0.0033 -
0.4963 1600 0.0026 -
0.5118 1650 0.0054 -
0.5273 1700 0.0054 -
0.5428 1750 0.0063 -
0.5583 1800 0.0038 -
0.5738 1850 0.0059 -
0.5893 1900 0.0051 -
0.6048 1950 0.0024 -
0.6203 2000 0.0022 -
0.6359 2050 0.002 -
0.6514 2100 0.0069 -
0.6669 2150 0.0025 -
0.6824 2200 0.0052 -
0.6979 2250 0.0033 -
0.7134 2300 0.0048 -
0.7289 2350 0.003 -
0.7444 2400 0.0064 -
0.7599 2450 0.0052 -
0.7754 2500 0.0096 -
0.7909 2550 0.0041 -
0.8065 2600 0.0033 -
0.8220 2650 0.0009 -
0.8375 2700 0.0048 -
0.8530 2750 0.0058 -
0.8685 2800 0.0032 -
0.8840 2850 0.0031 -
0.8995 2900 0.0022 -
0.9150 2950 0.0015 -
0.9305 3000 0.0018 -
0.9460 3050 0.0025 -
0.9615 3100 0.0012 -
0.9770 3150 0.0012 -
0.9926 3200 0.0035 -
1.0 3224 - 0.1048
1.0081 3250 0.0024 -
1.0236 3300 0.0014 -
1.0391 3350 0.0012 -
1.0546 3400 0.0006 -
1.0701 3450 0.0014 -
1.0856 3500 0.0018 -
1.1011 3550 0.0012 -
1.1166 3600 0.0017 -
1.1321 3650 0.001 -
1.1476 3700 0.0008 -
1.1632 3750 0.0017 -
1.1787 3800 0.0004 -
1.1942 3850 0.0016 -
1.2097 3900 0.0015 -
1.2252 3950 0.0016 -
1.2407 4000 0.0004 -
1.2562 4050 0.001 -
1.2717 4100 0.0004 -
1.2872 4150 0.0003 -
1.3027 4200 0.0018 -
1.3182 4250 0.0004 -
1.3337 4300 0.0029 -
1.3493 4350 0.0005 -
1.3648 4400 0.0003 -
1.3803 4450 0.0009 -
1.3958 4500 0.0003 -
1.4113 4550 0.0002 -
1.4268 4600 0.0014 -
1.4423 4650 0.0005 -
1.4578 4700 0.0006 -
1.4733 4750 0.0011 -
1.4888 4800 0.0006 -
1.5043 4850 0.0004 -
1.5199 4900 0.0004 -
1.5354 4950 0.0003 -
1.5509 5000 0.0005 -
1.5664 5050 0.0006 -
1.5819 5100 0.0005 -
1.5974 5150 0.0006 -
1.6129 5200 0.0006 -
1.6284 5250 0.0003 -
1.6439 5300 0.0007 -
1.6594 5350 0.0004 -
1.6749 5400 0.0002 -
1.6904 5450 0.0002 -
1.7060 5500 0.0001 -
1.7215 5550 0.0004 -
1.7370 5600 0.0003 -
1.7525 5650 0.0001 -
1.7680 5700 0.0002 -
1.7835 5750 0.0004 -
1.7990 5800 0.0003 -
1.8145 5850 0.0003 -
1.8300 5900 0.0007 -
1.8455 5950 0.0002 -
1.8610 6000 0.0002 -
1.8766 6050 0.0004 -
1.8921 6100 0.0006 -
1.9076 6150 0.0003 -
1.9231 6200 0.0001 -
1.9386 6250 0.0002 -
1.9541 6300 0.0003 -
1.9696 6350 0.0008 -
1.9851 6400 0.0002 -
2.0 6448 - 0.1024
2.0006 6450 0.0008 -
2.0161 6500 0.0006 -
2.0316 6550 0.0005 -
2.0471 6600 0.0001 -
2.0627 6650 0.0009 -
2.0782 6700 0.0001 -
2.0937 6750 0.0011 -
2.1092 6800 0.0001 -
2.1247 6850 0.0002 -
2.1402 6900 0.0007 -
2.1557 6950 0.0003 -
2.1712 7000 0.0011 -
2.1867 7050 0.0001 -
2.2022 7100 0.0009 -
2.2177 7150 0.0002 -
2.2333 7200 0.0012 -
2.2488 7250 0.0002 -
2.2643 7300 0.0001 -
2.2798 7350 0.0001 -
2.2953 7400 0.0007 -
2.3108 7450 0.0002 -
2.3263 7500 0.0001 -
2.3418 7550 0.0001 -
2.3573 7600 0.0005 -
2.3728 7650 0.0002 -
2.3883 7700 0.0007 -
2.4038 7750 0.0004 -
2.4194 7800 0.0004 -
2.4349 7850 0.0004 -
2.4504 7900 0.0001 -
2.4659 7950 0.0003 -
2.4814 8000 0.0004 -
2.4969 8050 0.0002 -
2.5124 8100 0.0004 -
2.5279 8150 0.0005 -
2.5434 8200 0.0003 -
2.5589 8250 0.0004 -
2.5744 8300 0.0003 -
2.5900 8350 0.0001 -
2.6055 8400 0.0002 -
2.6210 8450 0.0001 -
2.6365 8500 0.0005 -
2.6520 8550 0.0002 -
2.6675 8600 0.0001 -
2.6830 8650 0.0003 -
2.6985 8700 0.0003 -
2.7140 8750 0.0002 -
2.7295 8800 0.0004 -
2.7450 8850 0.0001 -
2.7605 8900 0.0002 -
2.7761 8950 0.0001 -
2.7916 9000 0.0004 -
2.8071 9050 0.0002 -
2.8226 9100 0.0004 -
2.8381 9150 0.0012 -
2.8536 9200 0.0001 -
2.8691 9250 0.0013 -
2.8846 9300 0.0003 -
2.9001 9350 0.0004 -
2.9156 9400 0.0013 -
2.9311 9450 0.0002 -
2.9467 9500 0.0001 -
2.9622 9550 0.0001 -
2.9777 9600 0.0005 -
2.9932 9650 0.0001 -
3.0 9672 - 0.1077
3.0087 9700 0.0004 -
3.0242 9750 0.0001 -
3.0397 9800 0.0001 -
3.0552 9850 0.0001 -
3.0707 9900 0.0011 -
3.0862 9950 0.0003 -
3.1017 10000 0.0002 -
3.1172 10050 0.0003 -
3.1328 10100 0.0003 -
3.1483 10150 0.0001 -
3.1638 10200 0.0002 -
3.1793 10250 0.0002 -
3.1948 10300 0.0002 -
3.2103 10350 0.0001 -
3.2258 10400 0.0004 -
3.2413 10450 0.0004 -
3.2568 10500 0.0001 -
3.2723 10550 0.0001 -
3.2878 10600 0.0003 -
3.3033 10650 0.0002 -
3.3189 10700 0.0007 -
3.3344 10750 0.0006 -
3.3499 10800 0.0003 -
3.3654 10850 0.0002 -
3.3809 10900 0.0004 -
3.3964 10950 0.0005 -
3.4119 11000 0.0009 -
3.4274 11050 0.0002 -
3.4429 11100 0.0001 -
3.4584 11150 0.0003 -
3.4739 11200 0.0001 -
3.4895 11250 0.0002 -
3.5050 11300 0.0002 -
3.5205 11350 0.0002 -
3.5360 11400 0.0002 -
3.5515 11450 0.0002 -
3.5670 11500 0.0008 -
3.5825 11550 0.0006 -
3.5980 11600 0.0001 -
3.6135 11650 0.0003 -
3.6290 11700 0.0003 -
3.6445 11750 0.0005 -
3.6600 11800 0.0002 -
3.6756 11850 0.0003 -
3.6911 11900 0.0002 -
3.7066 11950 0.0 -
3.7221 12000 0.0003 -
3.7376 12050 0.0003 -
3.7531 12100 0.0008 -
3.7686 12150 0.0002 -
3.7841 12200 0.0002 -
3.7996 12250 0.0004 -
3.8151 12300 0.0002 -
3.8306 12350 0.0003 -
3.8462 12400 0.0002 -
3.8617 12450 0.0004 -
3.8772 12500 0.0003 -
3.8927 12550 0.0001 -
3.9082 12600 0.0001 -
3.9237 12650 0.0002 -
3.9392 12700 0.0001 -
3.9547 12750 0.0002 -
3.9702 12800 0.0001 -
3.9857 12850 0.0007 -
4.0 12896 - 0.1088

Framework Versions

  • Python: 3.10.14
  • SetFit: 1.1.0
  • Sentence Transformers: 3.1.1
  • Transformers: 4.45.1
  • PyTorch: 2.4.1+cu121
  • Datasets: 3.0.1
  • Tokenizers: 0.20.0

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}
}