Jazielinho/fabric_model

SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-MiniLM-L6-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 Type: SetFit
• Sentence Transformer body: sentence-transformers/paraphrase-MiniLM-L6-v2
• Classification head: a LogisticRegression instance
• Maximum Sequence Length: 128 tokens
• Number of Classes: 75 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
9	'What type of fabric is recommended for creating comfortable clothing that is resistant to wear and tear?' 'What type of fabric is best for creating garments with slight nubs and variations for a natural look?' 'Where can I buy durable cotton fabric in deep olive green for everyday wear?'
43	'What is a tightly woven fabric suitable for lightweight jackets and formal trousers?' 'What fabric is not ideal for garments requiring significant stretch or drape, such as knitwear or flowy dresses?' 'Which textile is best for garments that need a subtle texture and medium weight?'
66	'Searching for a dark gray textile with a soft texture and fine weave pattern suitable for making skirts and dresses.' 'What fabric type is recommended for making garments that need to maintain their shape while being comfortable and adaptable for different styles?' 'Which fabric is suitable for making clothes that maintain their shape but also provide comfort and flexibility?'
22	'What fabric has a raised texture and tight weave for garments that require strength and longevity?' 'What fabric is recommended for garments that require both comfort and resilience?' 'What is the best fabric for creating outerwear with a medium weight and good body?'
5	'What kind of textile is suitable for crafting lightweight summer dresses with a fluid drape and hint of elasticity?' 'What type of textile and weave is consistent with an interlocking loop structure and stretchable properties?' 'What fabric can I use to make soft loungewear that has a luxurious feel and good performance in apparel?'
52	'What fabric has moisture-wicking properties for sporty summer wear?' 'Where to find textiles suitable for people with sensitive skin for comfortable wear?' 'What are the best fabrics for moisture-wicking properties in sporty or casual summer wear?'
67	'What fabric is recommended for making durable clothing with a smooth, consistent grain?' 'Which fabric has a solid color resembling taupe and a moderate saturation?' 'What kind of textile is good for creating garments with a soft drape and gentle folds?'
32	'What fabric is best suited for creating clothing with a fine gauge knit and a smooth flow for ease of movement?' 'What fabric is ideal for making form-fitting leggings and sports tops with good stretch and flexibility?' 'What type of fabric is recommended for crafting garments with a consistent dark gray hue and a slight sheen on the surface?'
53	'Where can I find a high-quality textile ideal for making athletic wear with stretchability?' 'What textile is perfect for making garments that require both structure and elasticity?' 'Which fabric is ideal for creating athletic wear with strong saturation and even color distribution?'
16	'What fabric has a textured surface with visible loops and a cozy hand feel?' 'What fabric is best for making durable garments that have a mottled black, white, and gray appearance?' 'What type of fabric displays a mottled grayscale coloration with a melange effect?'
4	'Which fabric has a fine knit weave, smooth texture, and a slight sheen?' 'What is the most suitable fabric for creating clothing items for individuals with sensitive skin?' 'What fabric can I use for creating lightweight and breathable summer tops with a soft texture?'
65	'What type of fabric is this deep blue twill textile with a slight rough texture and medium-weight suitable for?' 'What fabric would be suitable for making comfortable and form-fitting jeans?' 'What type of fabric is ideal for making durable and form-fitting jeans?'
55	'What is the composition of the knit fabric with a fluid drape and some stretch?' 'What fabric would be best for making form-fitting dresses that require some stretch and elasticity?' 'What fabric is suitable for form-fitting clothing like t-shirts, leggings, and dresses?'
12	'Which textile is suitable for garments that need a delicate fall and a matte finish?' 'What fabric is recommended for creating linings in apparel due to its lightness and versatility?' 'What is a versatile fabric option for making shirts that are both comfortable and durable?'
71	'Which textile exhibits a striped pattern achieved through yarn dyeing for a sharp contrast?' 'What type of cotton fabric has a smooth texture and is suitable for making summer dresses?' 'Which fabric is suitable for making casual shirting with a soft hand feel and fluid drape?'
25	'What material is floppy with some flexibility but not significant stretch?' 'Which fabric is better for utility wear rather than structured silhouettes?' 'What textile has small colorful fibers and lacks a traditional woven or knitted structure?'
6	'What fabric is suitable for casual wear and layering in various climates with a subtle sheen and clean surface?' 'What fabric can I use to make moisture-wicking clothing suitable for people with sensitive skin and a versatile look?' 'What fabric can I use to create garments that have a neat finish and attention to detail in the textile processing?'
20	'What fabric is versatile for multi-seasonal use, durable, and maintains its shape over time?' 'What fabric is recommended for making leggings and casual wear with a balanced drape and consistent coloring?' 'Where can I find a fabric suitable for multi-seasonal use with a consistent hue and soft hand texture?'
10	'What type of cotton fabric is ideal for making casual shirts and trousers?' 'Which fabric has a soft drape and medium weight for making versatile garments?' 'What type of fabric is ideal for making versatile garments with good movement and flow?'
0	'Which fabric has a clean appearance with a subtle sheen from bamboo fibers?' 'Which fabric is ideal for making garments that need to maintain their shape but have some stretch?' 'What fabric is recommended for making garments with a clean and even black color without significant variations or patterns?'
42	'What fabric is suitable for making versatile dresses with a fluid drape and stretchy feel?' 'What type of knit fabric is recommended for creating garments that require a fluid drape and some degree of elasticity?' 'Where can I find a vibrant red fabric with high saturation for making eye-catching garments?'
57	'What type of fabric is light grey with a cool undertone and has a soft, fluid drape?' 'What material is best for making comfortable and durable clothing suitable for regular wear?' 'Which fabric offers a combination of comfort, durability, and stretch for versatile garment applications?'
36	'What fabric can I use to make comfortable and flexible activewear?' 'What type of fabric is best for making lightweight sweaters with a smooth texture?' 'What type of textile is best for making layering pieces for cooler climates?'
37	'What textile is smooth with fine threads and a gentle drape?' 'What is the best fabric for creating breathable and comfortable dresses for warm weather?' 'What type of fabric is best for creating lightweight blouses with a soft drape?'
58	"Which textile is lightweight and breathable, suitable for children's wear with a green and blue floral design?" 'Ideal textile for t-shirts that require a degree of stretchability' 'Which fabric is recommended for creating garments with moisture-wicking properties and a vibrant color palette?'
56	'What type of fabric is this medium grey textile with a smooth drape and slight stretch?' 'What is the best fabric for making light sweaters that are durable and long-lasting?' 'What type of fabric is ideal for making everyday wear garments with a smooth texture and solid color?'
17	'What fabric is textured with fine loops and suitable for creating garments that require some structural qualities?' 'What fabric exhibits a brushed or fleeced finish and would be perfect for crafting cozy winter clothing?' 'What fabric is recommended for fall and winter activewear due to its warmth and comfort?'
72	'What is a versatile cotton fabric with fine to medium thread count, perfect for creating breathable garments for warm climates?' 'What fabric is ideal for making blouses and dresses with a simple, unadorned aesthetic?' 'What fabric is suitable for creating durable and versatile garments without unique finishes?'
54	'Looking for a fabric suitable for making lightweight jackets with a soft drape.' 'What type of fabric is commonly used in t-shirts for a comfortable and breathable feel?' 'What kind of textile weave is ideal for crafting casual t-shirts with some stretchability?'
59	'Where can I find a knit fabric with a slightly textured surface and fine, soft feel that is comfortable for casual wear?' 'What fabric is versatile and comfortable for casual wear?' 'What knit fabric is ideal for making dresses that require a bit of stretch and versatility in styling?'
60	'What fabric would be suitable for making t-shirts that conform well to body shapes and have vibrant hues?' 'Where can I find a jersey knit fabric with a smooth texture and fine knit structure suitable for t-shirts?' 'What type of fabric is this deep purple floral patterned material made of?'
1	'What is the best fabric for making clothing with moisture-wicking properties?' 'What type of fabric would be recommended for creating structured garments that also offer stretch and flexibility?' 'What is the best fabric for making clothing with moisture-wicking properties?'
47	'What type of textile is ideal for making spring and summer leggings with a smooth texture and stretchability?' 'Which fabric is lightweight and ideal for creating leggings that maintain their shape and offer flexibility?' 'What fabric composition is suitable for creating lightweight jackets that allow for movement and breathability?'
28	'What fabric is suitable for making blouses, dresses, skirts, and lightweight jackets?' 'What fabric with a smooth surface and medium weight is suitable for structured garments?' 'What fabric is durable and likely to maintain its color and shape well?'
13	'Which fabric is recommended for casual loungewear that needs to be both comfortable and resilient?' 'What is the best fabric blend for making soft and durable lightweight sweaters?' 'What type of fabric offers a good balance between performance and aesthetics for everyday wear?'
26	'What fabric has a plain weave pattern, smooth surface, and fine thread count with a slight sheen?' 'Is there a fabric with moderate strength and a smooth finish ideal for creating garments with soft silhouettes?' 'What fabric is 100% Rayon, lightweight, and ideal for creating garments with soft silhouettes?'
15	'What knit fabric would be suitable for making cozy apparel with warmth without excessive bulk?' 'Which fabric is best for creating casual wear with an understated aesthetic and versatile appeal?' 'What type of fabric is characterized by a melange of earthy tones with a heathered effect?'
50	'Where can I find a vibrant blue fabric with consistent dye saturation for t-shirts and activewear?' 'What fabric is best for creating clothing with a consistent, even dye and some stretchability for comfort and durability?' 'Where can I find a knit fabric with vibrant blue color and a smooth, fine texture?'
24	'What type of polyester fabric offers a comfortable fit with a moderate drape for daily wear?' 'What fabric has a textured surface and slight elasticity for comfortable fit?' 'What type of textile is recommended for garments that require consistent saturation and evenness in color?'
29	'Which fabric is ideal for creating garments that can withstand regular wear and maintain their texture over time?' 'What type of fabric has a consistent grey hue with a subtle mottled appearance?' 'What polyester textile has a micro crinkle texture and fine threads?'
44	'What knit textile is suitable for creating casual dresses with a fluid drape and soft texture?' "I'm searching for a jersey knit fabric with durable, wrinkle-resistant properties for everyday wear, do you have any options?" 'What type of knit fabric is recommended for everyday apparel due to its comfort and ease of movement?'
38	'What fabric is best for creating blouses with a clean and crisp appearance?' 'What type of fabric provides a combination of durability and practicality for everyday wear garments?' "I'm looking for a fabric with a clean and crisp appearance that is durable and easy to care for, any suggestions?"
23	'What fabric is appropriate for garments that require a hint of texture in the surface?' 'What type of fabric is suitable for creating structured jackets and trousers with a professional look?' 'What fabric is suitable for making medium-weight garments with a hint of roughness in texture?'
45	'Interested in a fabric with stretch and recovery for making garments that require some elasticity and resilience?' 'Which fabric is recommended for creating durable clothing suitable for people with sensitive skin, featuring a smooth texture and vibrant blue color with white dots?' 'What fabric is recommended for making polka dot clothing with a smooth surface and vibrant color?'
31	'What type of knit textile is recommended for creating layering pieces in solid, dark colors?' 'What is a versatile fabric for creating garments with a matte finish and uniform color?' 'Which fabric is suitable for activewear, leggings, and fitted tops due to its stretchability?'
19	"What type of fabric is ideal for making playful children's wear with a vibrant speckled pattern?" 'Which fabric is suitable for crafting garments that can hide wear and minor soiling due to its unique speckled pattern?' 'What fabric offers good recovery and fit due to elastane content?'
11	'What is a medium weight textile with a soft drape for creating versatile garments?' 'What fabric is lightweight and breathable, perfect for making soft summer blouses?' 'Which fabric is suitable for making soft and comfortable shirts and blouses with a consistent light blue hue?'
73	'What type of fabric is suitable for apparel that requires both form and function?' 'Best fabric for creating statement pieces with a pop of color using a twill weave texture?' 'Which fabric has a slightly textured surface with medium fineness threads, ideal for structured garments?'
64	'What fabric would be best for making pants that maintain their shape while offering flexibility?' 'What fabric blend offers both comfort and durability for creating long-lasting clothing?' 'Which fabric is known for its simple yet durable qualities with no unique finishes?'
35	'What type of fabric is recommended for creating breathable and comfortable clothing for warm weather?' 'What fabric would be suitable for making lightweight sweaters with a ribbed texture and soft hand?' 'What type of fabric is best for making form-fitting t-shirts with a fluid drape?'
21	'What fabric blend offers durability and slight stretchability for structured yet comfortable dresses?' 'What fabric is durable yet versatile for various garment constructions?' 'What type of cloth is versatile for various seasons due to its weight and composition?'
74	'Need medium weight cotton fabric for creating casual shirts with a balanced color scheme?' 'Looking for plain weave cotton fabric with a fine thread count and even color distribution?' 'Which textile is versatile for various seasons like spring and summer due to its lightness?'
3	'Looking for a fabric for casual apparel applications in mild to warm climates with consistent dyeing?' 'Which fabric blend is recommended for creating apparel with both breathability and a gentle flow?' 'Where can I purchase a bamboo-spandex blend fabric suitable for all-season clothing with moisture-wicking properties?'
8	'What type of fabric is ideal for creating form-fitting tops with a fluid drape?' 'What fabric composition combines bamboo and Pret fibers for eco-friendly benefits?' 'What fabric can I use to make elegant and comfortable cardigans with stretch properties?'
18	'What fabric is recommended for making lightweight garments with a smooth flow and gentle folds?' 'What type of knit fabric is ideal for creating dresses with moderate stretchability?' 'What textile composition includes elastane and bamboo for stretchability and comfort in casual apparel?'
49	'What is the ideal textile for crafting activewear with moderate weight and stretch?' 'Where can I find a jersey knit textile with a soft texture and fine fibers for casual wear?' 'What is the recommended material for making activewear that allows for ease of movement?'
27	'What is the recommended fabric for creating spring and summer wear with a focus on breathability?' 'Which textile is recommended for creating blouses, skirts, and other apparel due to its natural sheen and uniform texture?' 'What type of fabric has a consistent coloration and high level of saturation for apparel applications?'
63	'Which fabric has a plain weave construction and a fine thread count for a smooth texture?' 'What fabric is durable and versatile for everyday wear?' 'What fabric can be used to make form-fitting clothing like dresses, thanks to its stretchability?'
61	'What fabric can I use to make casual dresses with a smooth texture and a lightweight feel?' 'What is a fabric with a tight structure and smooth drape ideal for making casual summer outfits?' 'What type of fabric is lightweight, breathable, and suitable for layering in variable climates?'
34	'What fabric is a periwinkle blue color with medium saturation and no visible defects?' 'What fabric has a soft and smooth texture with fine threads and a knit pattern?' 'Searching for a fabric that is durable, breathable, and suitable for people with sensitive skin, any options?'
30	'Are there any fabrics with a simple weave pattern that offer stretchability for semi-fitted garments?' 'What is the best fabric for creating garments with a good balance of structure and elasticity?' 'What fabric is suitable for creating garments that require good stretchability and resilience?'
7	'What type of fabric is commonly used in casual wear, loungewear, and active wear due to its durability and performance?' 'What type of fabric is suitable for creating comfortable loungewear and lightweight sweaters with a fine, smooth texture and good fabric care?' 'What is the best fabric for making active wear that offers breathability and performance?'
14	'What material provides a fluid drape and enough structure for t-shirts and lounge pants?' 'What fabric should I choose for producing clothing with good colorfastness and ease of care in a polyester composition?' 'What is the best material for creating casual dresses with a medium weight drape and a mix of darker and lighter grey tones?'
48	'What is the best fabric for making comfortable and stretchy t-shirts with a casual aesthetic?' 'Where can I buy a knit fabric that is versatile in styling and functional qualities for a range of clothing?' 'What type of fabric is durable and suitable for everyday wear with a casual aesthetic?'
2	'Which fabric contains bamboo and Spandex for creating comfortable casual dresses?' 'What fabric has a fluid drape and slight elasticity, suitable for summer dresses?' 'What is the recommended fabric for creating draped garments like dresses or tunics?'
46	'Which fabric is ideal for creating lightweight sweaters with a comfortable and breathable feel?' 'What type of fabric is ideal for making casual t-shirts with a vibrant striped pattern?' 'What is the recommended textile for making versatile garments that can be layered in cooler climates?'
51	'What knit fabric is versatile for use in various seasons and holds its shape well?' 'What type of fabric is recommended for creating casual tops with a gentle, soft drape?' 'What fabric is suitable for making lightweight and comfortable casual tops for everyday wear?'
39	'What fabric would be recommended for making moisture-wicking blouses suitable for warm climates?' 'What fabric would be apt for creating garments that require a fine, even weave structure?' 'What is a suitable fabric for creating drapery in light jackets with a slight sheen?'
70	'What type of cotton fabric is ideal for making shirts and blouses with a soft drape?' 'What textile has a slightly textured surface with a fine yet distinct weave?' 'Which cotton fabric is versatile and suitable for both menswear and womenswear?'
68	'Which fabric is breathable and soft to the touch, suitable for creating comfortable dresses?' 'Which fabric is recommended for making year-round garments with high color saturation?' 'What fabric can be used for making shirts, pants, and dresses that require a smooth drape and a hint of elasticity?'
40	'Which fabric is ideal for creating spring and summer collections with a soft touch and lightweight feel?' 'What textile is known for its easy care and durability in garment construction?' 'What type of fabric is best suited for creating blouses with a flowing drape and smooth texture?'
69	'Which fabric is durable, resilient, and has a slight give due to the Spandex content?' 'What fabric has a consistent charcoal gray hue with a matte finish and a twill weave pattern?' 'What fabric is recommended for making form-fitting jackets that are both durable and breathable?'
33	'What fabric would be suitable for creating draped skirts with a smooth surface and stretchability?' 'What is the best textile for creating draped skirts with a subtle iridescence?' 'Searching for a fabric with a smooth texture and slight shimmer effect for draped skirts?'
41	'What fabric has a soft drape and gentle folds, making it perfect for creating flowy and comfortable spring and summer dresses?' 'What type of knit fabric offers good resistance to wrinkles and shrinkage for practical everyday wear?' 'Searching for a polyester knit fabric with a consistent hue and saturation for making versatile and adaptable garments.'
62	'Which fabric is versatile and suitable for creating durable garments for everyday wear?' 'What fabric is suitable for making casual wear like t-shirts, dresses, and tops?' 'What fabric is known for its stable weave with a small percentage of elastane for comfort and durability?'

Evaluation

Metrics

Label	Accuracy
all	0.3463

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("Jazielinho/fabric_model")
# Run inference
preds = model("What fabric has a comfortable feel and is suitable for people with sensitive skin?")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	7	15.4858	30

Label	Training Sample Count
0	39
1	40
2	41
3	32
4	37
5	33
6	36
7	40
8	30
9	36
10	42
11	38
12	39
13	43
14	41
15	41
16	35
17	42
18	40
19	43
20	44
21	36
22	37
23	40
24	44
25	42
26	41
27	38
28	41
29	46
30	41
31	38
32	40
33	39
34	41
35	44
36	45
37	40
38	37
39	44
40	39
41	42
42	36
43	43
44	42
45	37
46	41
47	44
48	36
49	40
50	43
51	44
52	39
53	38
54	38
55	43
56	41
57	44
58	40
59	41
60	35
61	43
62	41
63	43
64	37
65	41
66	36
67	38
68	42
69	41
70	39
71	43
72	34
73	40
74	41

Training Hyperparameters

• batch_size: (256, 256)
• num_epochs: (20, 20)
• 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
• seed: 42
• eval_max_steps: -1
• load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0000	1	0.2732	-
0.0015	50	0.2545	-
0.0029	100	0.2538	-
0.0044	150	0.2633	-
0.0058	200	0.2598	-
0.0073	250	0.2624	-
0.0087	300	0.2537	-
0.0102	350	0.2592	-
0.0116	400	0.2475	-
0.0131	450	0.2483	-
0.0145	500	0.2418	-
0.0160	550	0.2403	-
0.0174	600	0.2386	-
0.0189	650	0.2542	-
0.0203	700	0.237	-
0.0218	750	0.2423	-
0.0232	800	0.2421	-
0.0247	850	0.2409	-
0.0261	900	0.2453	-
0.0276	950	0.2404	-
0.0290	1000	0.2418	-
0.0305	1050	0.2454	-
0.0319	1100	0.2446	-
0.0001	1	0.2471	-
0.0058	50	0.2375	-
0.0116	100	0.2351	-
0.0174	150	0.2406	-
0.0232	200	0.2382	-
0.0290	250	0.2374	-
0.0000	1	0.2515	-
0.0007	50	0.2335	-
0.0015	100	0.229	-
0.0022	150	0.2387	-
0.0029	200	0.2209	-
0.0036	250	0.2367	-
0.0044	300	0.2521	-
0.0051	350	0.239	-
0.0058	400	0.2405	-
0.0065	450	0.2541	-
0.0073	500	0.2308	-
0.0080	550	0.2381	-
0.0087	600	0.2456	-
0.0094	650	0.2301	-
0.0102	700	0.2486	-
0.0109	750	0.2243	-
0.0116	800	0.2399	-
0.0123	850	0.2341	-
0.0131	900	0.2417	-
0.0138	950	0.215	-
0.0145	1000	0.2264	-
0.0152	1050	0.2161	-
0.0160	1100	0.2273	-
0.0167	1150	0.2345	-
0.0174	1200	0.2302	-
0.0181	1250	0.2337	-
0.0189	1300	0.2278	-
0.0196	1350	0.2345	-
0.0203	1400	0.2323	-
0.0210	1450	0.2371	-
0.0218	1500	0.2217	-
0.0225	1550	0.2282	-
0.0232	1600	0.224	-
0.0239	1650	0.2346	-
0.0247	1700	0.2087	-
0.0254	1750	0.2299	-
0.0261	1800	0.2154	-
0.0268	1850	0.2108	-
0.0276	1900	0.216	-
0.0283	1950	0.2128	-
0.0290	2000	0.2083	-
0.0297	2050	0.2053	-
0.0305	2100	0.2265	-
0.0312	2150	0.2245	-
0.0319	2200	0.2036	-
0.0326	2250	0.2192	-
0.0334	2300	0.2259	-
0.0341	2350	0.2038	-
0.0348	2400	0.2129	-
0.0355	2450	0.2029	-
0.0363	2500	0.1883	-
0.0370	2550	0.187	-
0.0377	2600	0.2083	-
0.0384	2650	0.2138	-
0.0392	2700	0.2057	-
0.0399	2750	0.2134	-
0.0406	2800	0.2008	-
0.0413	2850	0.2018	-
0.0421	2900	0.2226	-
0.0428	2950	0.1815	-
0.0435	3000	0.1943	-
0.0442	3050	0.1926	-
0.0450	3100	0.1877	-
0.0457	3150	0.1764	-
0.0464	3200	0.2021	-
0.0471	3250	0.2071	-
0.0479	3300	0.1832	-
0.0486	3350	0.1714	-
0.0493	3400	0.1914	-
0.0500	3450	0.1749	-
0.0508	3500	0.1752	-
0.0515	3550	0.1829	-
0.0522	3600	0.175	-
0.0529	3650	0.1752	-
0.0537	3700	0.1973	-
0.0544	3750	0.1866	-
0.0551	3800	0.156	-
0.0558	3850	0.1923	-
0.0566	3900	0.1683	-
0.0573	3950	0.1642	-
0.0580	4000	0.1705	-
0.0587	4050	0.174	-
0.0595	4100	0.1609	-
0.0602	4150	0.17	-
0.0609	4200	0.1843	-
0.0616	4250	0.1855	-
0.0624	4300	0.1385	-
0.0631	4350	0.1765	-
0.0638	4400	0.1873	-
0.0645	4450	0.1654	-
0.0653	4500	0.1912	-
0.0660	4550	0.1533	-
0.0667	4600	0.1759	-
0.0674	4650	0.154	-
0.0682	4700	0.147	-
0.0689	4750	0.161	-
0.0696	4800	0.1603	-
0.0703	4850	0.1529	-
0.0711	4900	0.1538	-
0.0718	4950	0.1487	-
0.0725	5000	0.1593	-
0.0732	5050	0.1491	-
0.0740	5100	0.1389	-
0.0747	5150	0.1132	-
0.0754	5200	0.1622	-
0.0761	5250	0.1628	-
0.0769	5300	0.1598	-
0.0776	5350	0.1362	-
0.0783	5400	0.1637	-
0.0790	5450	0.1352	-
0.0798	5500	0.1523	-
0.0805	5550	0.1604	-
0.0812	5600	0.1534	-
0.0819	5650	0.1206	-
0.0827	5700	0.1331	-
0.0834	5750	0.1449	-
0.0841	5800	0.1376	-
0.0848	5850	0.1293	-
0.0856	5900	0.1258	-
0.0863	5950	0.1391	-
0.0870	6000	0.1678	-
0.0877	6050	0.1439	-
0.0885	6100	0.1329	-
0.0892	6150	0.1416	-
0.0899	6200	0.126	-
0.0906	6250	0.1072	-
0.0914	6300	0.1314	-
0.0921	6350	0.1282	-
0.0928	6400	0.1418	-
0.0935	6450	0.1418	-
0.0943	6500	0.1126	-
0.0950	6550	0.1118	-
0.0957	6600	0.1437	-
0.0964	6650	0.1265	-
0.0972	6700	0.1203	-
0.0979	6750	0.1267	-
0.0986	6800	0.11	-
0.0993	6850	0.1273	-
0.1001	6900	0.1253	-
0.1008	6950	0.1145	-
0.1015	7000	0.1054	-
0.1022	7050	0.1311	-
0.1030	7100	0.1238	-
0.1037	7150	0.0951	-
0.1044	7200	0.1187	-
0.1051	7250	0.1114	-
0.1059	7300	0.1038	-
0.1066	7350	0.1048	-
0.1073	7400	0.0965	-
0.1080	7450	0.1006	-
0.1088	7500	0.1273	-
0.1095	7550	0.12	-
0.1102	7600	0.1055	-
0.0001	1	0.1192	-
0.0029	50	0.1128	-
0.0057	100	0.0981	-
0.0021	1	0.1188	-
0.1040	50	0.1121	-
0.0021	1	0.1172	-
0.1040	50	0.1109	-
0.2079	100	0.0965	-
0.3119	150	0.1013	-
0.4158	200	0.1157	-
0.5198	250	0.1093	-
0.6237	300	0.1029	-
0.7277	350	0.0904	-
0.8316	400	0.1084	-
0.9356	450	0.1127	-
1.0	481	-	0.1883
1.0395	500	0.0853	-
1.1435	550	0.0907	-
1.2474	600	0.0814	-
1.3514	650	0.0967	-
1.4553	700	0.118	-
1.5593	750	0.0841	-
1.6632	800	0.0992	-
1.7672	850	0.0965	-
1.8711	900	0.092	-
1.9751	950	0.109	-
2.0	962	-	0.193
2.0790	1000	0.0847	-
2.1830	1050	0.0864	-
2.2869	1100	0.0843	-
2.3909	1150	0.0792	-
2.4948	1200	0.0808	-
2.5988	1250	0.0913	-
2.7027	1300	0.0848	-
2.8067	1350	0.0889	-
2.9106	1400	0.0673	-
3.0	1443	-	0.1983
3.0146	1450	0.0671	-
3.1185	1500	0.0643	-
3.2225	1550	0.0649	-
3.3264	1600	0.0827	-
3.4304	1650	0.0752	-
3.5343	1700	0.0785	-
3.6383	1750	0.0629	-
3.7422	1800	0.0726	-
3.8462	1850	0.0672	-
3.9501	1900	0.0704	-
4.0	1924	-	0.2015
4.0541	1950	0.0812	-
4.1580	2000	0.0709	-
4.2620	2050	0.0866	-
4.3659	2100	0.0747	-
4.4699	2150	0.0554	-
4.5738	2200	0.0636	-
4.6778	2250	0.0655	-
4.7817	2300	0.0562	-
4.8857	2350	0.0531	-
4.9896	2400	0.0518	-
5.0	2405	-	0.2056
5.0936	2450	0.0808	-
5.1975	2500	0.0571	-
5.3015	2550	0.066	-
5.4054	2600	0.071	-
5.5094	2650	0.0507	-
5.6133	2700	0.0603	-
5.7173	2750	0.0548	-
5.8212	2800	0.0714	-
5.9252	2850	0.0532	-
6.0	2886	-	0.208
6.0291	2900	0.0581	-
6.1331	2950	0.0663	-
6.2370	3000	0.0717	-
6.3410	3050	0.0549	-
6.4449	3100	0.0611	-
6.5489	3150	0.0515	-
6.6528	3200	0.0546	-
6.7568	3250	0.0406	-
6.8607	3300	0.0582	-
6.9647	3350	0.0565	-
7.0	3367	-	0.2176
7.0686	3400	0.0737	-
7.1726	3450	0.0554	-
7.2765	3500	0.0462	-
7.3805	3550	0.051	-
7.4844	3600	0.0441	-
7.5884	3650	0.0503	-
7.6923	3700	0.0531	-
7.7963	3750	0.0464	-
7.9002	3800	0.0443	-
8.0	3848	-	0.2234
8.0042	3850	0.0376	-
8.1081	3900	0.0542	-
8.2121	3950	0.0453	-
8.3160	4000	0.0448	-
8.4200	4050	0.0535	-
8.5239	4100	0.0645	-
8.6279	4150	0.0451	-
8.7318	4200	0.0472	-
8.8358	4250	0.0477	-
8.9397	4300	0.0327	-
9.0	4329	-	0.2272
9.0437	4350	0.0346	-
9.1476	4400	0.0435	-
9.2516	4450	0.0479	-
9.3555	4500	0.0508	-
9.4595	4550	0.0535	-
9.5634	4600	0.0631	-
9.6674	4650	0.0286	-
9.7713	4700	0.0564	-
9.8753	4750	0.0349	-
9.9792	4800	0.0487	-
10.0	4810	-	0.2288
10.0832	4850	0.0317	-
10.1871	4900	0.0546	-
10.2911	4950	0.0353	-
10.3950	5000	0.0437	-
10.4990	5050	0.056	-
10.6029	5100	0.0353	-
10.7069	5150	0.0304	-
10.8108	5200	0.0358	-
10.9148	5250	0.0481	-
11.0	5291	-	0.2282
11.0187	5300	0.0318	-
11.1227	5350	0.0373	-
11.2266	5400	0.0305	-
11.3306	5450	0.0443	-
11.4345	5500	0.0383	-
11.5385	5550	0.0425	-
11.6424	5600	0.039	-
11.7464	5650	0.0443	-
11.8503	5700	0.0503	-
11.9543	5750	0.0553	-
12.0	5772	-	0.2342
12.0582	5800	0.0362	-
12.1622	5850	0.0509	-
12.2661	5900	0.0337	-
12.3701	5950	0.0436	-
12.4740	6000	0.0462	-
12.5780	6050	0.034	-
12.6819	6100	0.0334	-
12.7859	6150	0.0365	-
12.8898	6200	0.047	-
12.9938	6250	0.0489	-
13.0	6253	-	0.2317
13.0977	6300	0.035	-
13.2017	6350	0.0412	-
13.3056	6400	0.0358	-
13.4096	6450	0.0366	-
13.5135	6500	0.0473	-
13.6175	6550	0.0481	-
13.7214	6600	0.0443	-
13.8254	6650	0.0454	-
13.9293	6700	0.0344	-
14.0	6734	-	0.2304
14.0333	6750	0.0327	-
14.1372	6800	0.0386	-
14.2412	6850	0.0503	-
14.3451	6900	0.0236	-
14.4491	6950	0.042	-
14.5530	7000	0.0405	-
14.6570	7050	0.0339	-
14.7609	7100	0.0435	-
14.8649	7150	0.0314	-
14.9688	7200	0.0263	-
15.0	7215	-	0.234
15.0728	7250	0.0369	-
15.1767	7300	0.0329	-
15.2807	7350	0.0366	-
15.3846	7400	0.0401	-
15.4886	7450	0.0321	-
15.5925	7500	0.0571	-
15.6965	7550	0.0353	-
15.8004	7600	0.0381	-
15.9044	7650	0.0347	-
16.0	7696	-	0.2334
16.0083	7700	0.0341	-
16.1123	7750	0.0276	-
16.2162	7800	0.0555	-
16.3202	7850	0.0338	-
16.4241	7900	0.0227	-
16.5281	7950	0.0256	-
16.6320	8000	0.0356	-
16.7360	8050	0.0413	-
16.8399	8100	0.032	-
16.9439	8150	0.0329	-
17.0	8177	-	0.2356
17.0478	8200	0.0382	-
17.1518	8250	0.0434	-
17.2557	8300	0.0411	-
17.3597	8350	0.0329	-
17.4636	8400	0.0388	-
17.5676	8450	0.0384	-
17.6715	8500	0.0306	-
17.7755	8550	0.0185	-
17.8794	8600	0.0357	-
17.9834	8650	0.0349	-
18.0	8658	-	0.2368
18.0873	8700	0.0515	-
18.1913	8750	0.0326	-
18.2952	8800	0.0367	-
18.3992	8850	0.0241	-
18.5031	8900	0.0313	-
18.6071	8950	0.0275	-
18.7110	9000	0.0378	-
18.8150	9050	0.0401	-
18.9189	9100	0.0285	-
19.0	9139	-	0.2347
19.0229	9150	0.0309	-
19.1268	9200	0.035	-
19.2308	9250	0.0415	-
19.3347	9300	0.0301	-
19.4387	9350	0.0293	-
19.5426	9400	0.0323	-
19.6466	9450	0.0342	-
19.7505	9500	0.0205	-
19.8545	9550	0.0331	-
19.9584	9600	0.0226	-
20.0	9620	-	0.237

• The bold row denotes the saved checkpoint.

Framework Versions

• Python: 3.10.12
• SetFit: 1.0.3
• Sentence Transformers: 2.7.0
• Transformers: 4.40.1
• PyTorch: 2.2.1+cu121
• Datasets: 2.19.0
• Tokenizers: 0.19.1

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}
}