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

Name: setfit-e5-base-category-classifier-oversampled-validated
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
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.

python

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	-
4.1722	18900	0.0	-
4.1832	18950	0.0	-
4.1943	19000	0.0	-
4.2053	19050	0.0	-
4.2163	19100	0.0	-
4.2274	19150	0.0	-
4.2384	19200	0.0	-
4.2494	19250	0.0	-
4.2605	19300	0.0	-
4.2715	19350	0.0	-
4.2826	19400	0.0	-
4.2936	19450	0.0	-
4.3046	19500	0.0	-
4.3157	19550	0.0	-
4.3267	19600	0.0	-
4.3377	19650	0.0	-
4.3488	19700	0.0	-
4.3598	19750	0.0	-
4.3709	19800	0.0	-
4.3819	19850	0.0	-
4.3929	19900	0.0	-
4.4040	19950	0.0	-
4.4150	20000	0.0	-
4.4260	20050	0.0	-
4.4371	20100	0.0	-
4.4481	20150	0.0	-
4.4592	20200	0.0	-
4.4702	20250	0.0	-
4.4812	20300	0.0	-
4.4923	20350	0.0	-
4.5033	20400	0.0	-
4.5143	20450	0.0	-
4.5254	20500	0.0	-
4.5364	20550	0.0	-
4.5475	20600	0.0	-
4.5585	20650	0.0	-
4.5695	20700	0.0	-
4.5806	20750	0.0	-
4.5916	20800	0.0	-
4.6026	20850	0.0	-
4.6137	20900	0.0	-
4.6247	20950	0.0	-
4.6358	21000	0.0	-
4.6468	21050	0.0	-
4.6578	21100	0.0	-
4.6689	21150	0.0	-
4.6799	21200	0.0	-
4.6909	21250	0.0	-
4.7020	21300	0.0	-
4.7130	21350	0.0	-
4.7241	21400	0.0	-
4.7351	21450	0.0	-
4.7461	21500	0.0	-
4.7572	21550	0.0	-
4.7682	21600	0.0	-
4.7792	21650	0.0	-
4.7903	21700	0.0	-
4.8013	21750	0.0	-
4.8124	21800	0.0	-
4.8234	21850	0.0	-
4.8344	21900	0.0	-
4.8455	21950	0.0	-
4.8565	22000	0.0	-
4.8675	22050	0.0	-
4.8786	22100	0.0	-
4.8896	22150	0.0	-
4.9007	22200	0.0	-
4.9117	22250	0.0	-
4.9227	22300	0.0	-
4.9338	22350	0.0	-
4.9448	22400	0.0	-
4.9558	22450	0.0	-
4.9669	22500	0.0	-
4.9779	22550	0.0	-
4.9890	22600	0.0	-
5.0	22650	0.0	-

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-oversampled-validated