Add SetFit model

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1_Pooling/config.json +10 -0
README.md +746 -0
config.json +26 -0
config_sentence_transformers.json +9 -0
config_setfit.json +4 -0
model.safetensors +3 -0
model_head.pkl +3 -0
modules.json +14 -0
sentence_bert_config.json +4 -0
special_tokens_map.json +37 -0
tokenizer.json +0 -0
tokenizer_config.json +64 -0
vocab.txt +0 -0

1_Pooling/config.json ADDED Viewed

	@@ -0,0 +1,10 @@

+{
+  "word_embedding_dimension": 384,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false,
+  "pooling_mode_weightedmean_tokens": false,
+  "pooling_mode_lasttoken": false,
+  "include_prompt": true
+}

README.md ADDED Viewed

	@@ -0,0 +1,746 @@

+---
+library_name: setfit
+tags:
+- setfit
+- sentence-transformers
+- text-classification
+- generated_from_setfit_trainer
+base_model: sentence-transformers/paraphrase-MiniLM-L6-v2
+metrics:
+- accuracy
+widget:
+- text: What fabric has a comfortable feel and is suitable for people with sensitive
+    skin?
+- text: What is the most recommended fabric for making outerwear that requires a blend
+    of comfort and resilience?
+- text: What fabric has a fluid drape and is ideal for creating lightweight summer
+    dresses?
+- text: Which fabric is best for creating versatile clothing items like casual shirts,
+    blouses, and dresses in a periwinkle blue hue?
+- text: What kind of fabric is suitable for making form-fitting activewear like yoga
+    pants and t-shirts?
+pipeline_tag: text-classification
+inference: true
+model-index:
+- name: SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2
+  results:
+  - task:
+      type: text-classification
+      name: Text Classification
+    dataset:
+      name: Unknown
+      type: unknown
+      split: test
+    metrics:
+    - type: accuracy
+      value: 0.3462566844919786
+      name: Accuracy
+---
+# SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2
+This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) 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](https://www.sbert.net) 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](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2)
+- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
+- **Maximum Sequence Length:** 128 tokens
+- **Number of Classes:** 75 classes
+<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+### Model Sources
+- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
+- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
+- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
+### Model Labels
+| Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                          |
+|:------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| 9     | <ul><li>'What type of fabric is recommended for creating comfortable clothing that is resistant to wear and tear?'</li><li>'What type of fabric is best for creating garments with slight nubs and variations for a natural look?'</li><li>'Where can I buy durable cotton fabric in deep olive green for everyday wear?'</li></ul>                                                                                               |
+| 43    | <ul><li>'What is a tightly woven fabric suitable for lightweight jackets and formal trousers?'</li><li>'What fabric is not ideal for garments requiring significant stretch or drape, such as knitwear or flowy dresses?'</li><li>'Which textile is best for garments that need a subtle texture and medium weight?'</li></ul>                                                                                                    |
+| 66    | <ul><li>'Searching for a dark gray textile with a soft texture and fine weave pattern suitable for making skirts and dresses.'</li><li>'What fabric type is recommended for making garments that need to maintain their shape while being comfortable and adaptable for different styles?'</li><li>'Which fabric is suitable for making clothes that maintain their shape but also provide comfort and flexibility?'</li></ul>    |
+| 22    | <ul><li>'What fabric has a raised texture and tight weave for garments that require strength and longevity?'</li><li>'What fabric is recommended for garments that require both comfort and resilience?'</li><li>'What is the best fabric for creating outerwear with a medium weight and good body?'</li></ul>                                                                                                                   |
+| 5     | <ul><li>'What kind of textile is suitable for crafting lightweight summer dresses with a fluid drape and hint of elasticity?'</li><li>'What type of textile and weave is consistent with an interlocking loop structure and stretchable properties?'</li><li>'What fabric can I use to make soft loungewear that has a luxurious feel and good performance in apparel?'</li></ul>                                                 |
+| 52    | <ul><li>'What fabric has moisture-wicking properties for sporty summer wear?'</li><li>'Where to find textiles suitable for people with sensitive skin for comfortable wear?'</li><li>'What are the best fabrics for moisture-wicking properties in sporty or casual summer wear?'</li></ul>                                                                                                                                       |
+| 67    | <ul><li>'What fabric is recommended for making durable clothing with a smooth, consistent grain?'</li><li>'Which fabric has a solid color resembling taupe and a moderate saturation?'</li><li>'What kind of textile is good for creating garments with a soft drape and gentle folds?'</li></ul>                                                                                                                                 |
+| 32    | <ul><li>'What fabric is best suited for creating clothing with a fine gauge knit and a smooth flow for ease of movement?'</li><li>'What fabric is ideal for making form-fitting leggings and sports tops with good stretch and flexibility?'</li><li>'What type of fabric is recommended for crafting garments with a consistent dark gray hue and a slight sheen on the surface?'</li></ul>                                      |
+| 53    | <ul><li>'Where can I find a high-quality textile ideal for making athletic wear with stretchability?'</li><li>'What textile is perfect for making garments that require both structure and elasticity?'</li><li>'Which fabric is ideal for creating athletic wear with strong saturation and even color distribution?'</li></ul>                                                                                                  |
+| 16    | <ul><li>'What fabric has a textured surface with visible loops and a cozy hand feel?'</li><li>'What fabric is best for making durable garments that have a mottled black, white, and gray appearance?'</li><li>'What type of fabric displays a mottled grayscale coloration with a melange effect?'</li></ul>                                                                                                                     |
+| 4     | <ul><li>'Which fabric has a fine knit weave, smooth texture, and a slight sheen?'</li><li>'What is the most suitable fabric for creating clothing items for individuals with sensitive skin?'</li><li>'What fabric can I use for creating lightweight and breathable summer tops with a soft texture?'</li></ul>                                                                                                                  |
+| 65    | <ul><li>'What type of fabric is this deep blue twill textile with a slight rough texture and medium-weight suitable for?'</li><li>'What fabric would be suitable for making comfortable and form-fitting jeans?'</li><li>'What type of fabric is ideal for making durable and form-fitting jeans?'</li></ul>                                                                                                                      |
+| 55    | <ul><li>'What is the composition of the knit fabric with a fluid drape and some stretch?'</li><li>'What fabric would be best for making form-fitting dresses that require some stretch and elasticity?'</li><li>'What fabric is suitable for form-fitting clothing like t-shirts, leggings, and dresses?'</li></ul>                                                                                                               |
+| 12    | <ul><li>'Which textile is suitable for garments that need a delicate fall and a matte finish?'</li><li>'What fabric is recommended for creating linings in apparel due to its lightness and versatility?'</li><li>'What is a versatile fabric option for making shirts that are both comfortable and durable?'</li></ul>                                                                                                          |
+| 71    | <ul><li>'Which textile exhibits a striped pattern achieved through yarn dyeing for a sharp contrast?'</li><li>'What type of cotton fabric has a smooth texture and is suitable for making summer dresses?'</li><li>'Which fabric is suitable for making casual shirting with a soft hand feel and fluid drape?'</li></ul>                                                                                                         |
+| 25    | <ul><li>'What material is floppy with some flexibility but not significant stretch?'</li><li>'Which fabric is better for utility wear rather than structured silhouettes?'</li><li>'What textile has small colorful fibers and lacks a traditional woven or knitted structure?'</li></ul>                                                                                                                                         |
+| 6     | <ul><li>'What fabric is suitable for casual wear and layering in various climates with a subtle sheen and clean surface?'</li><li>'What fabric can I use to make moisture-wicking clothing suitable for people with sensitive skin and a versatile look?'</li><li>'What fabric can I use to create garments that have a neat finish and attention to detail in the textile processing?'</li></ul>                                 |
+| 20    | <ul><li>'What fabric is versatile for multi-seasonal use, durable, and maintains its shape over time?'</li><li>'What fabric is recommended for making leggings and casual wear with a balanced drape and consistent coloring?'</li><li>'Where can I find a fabric suitable for multi-seasonal use with a consistent hue and soft hand texture?'</li></ul>                                                                         |
+| 10    | <ul><li>'What type of cotton fabric is ideal for making casual shirts and trousers?'</li><li>'Which fabric has a soft drape and medium weight for making versatile garments?'</li><li>'What type of fabric is ideal for making versatile garments with good movement and flow?'</li></ul>                                                                                                                                         |
+| 0     | <ul><li>'Which fabric has a clean appearance with a subtle sheen from bamboo fibers?'</li><li>'Which fabric is ideal for making garments that need to maintain their shape but have some stretch?'</li><li>'What fabric is recommended for making garments with a clean and even black color without significant variations or patterns?'</li></ul>                                                                               |
+| 42    | <ul><li>'What fabric is suitable for making versatile dresses with a fluid drape and stretchy feel?'</li><li>'What type of knit fabric is recommended for creating garments that require a fluid drape and some degree of elasticity?'</li><li>'Where can I find a vibrant red fabric with high saturation for making eye-catching garments?'</li></ul>                                                                           |
+| 57    | <ul><li>'What type of fabric is light grey with a cool undertone and has a soft, fluid drape?'</li><li>'What material is best for making comfortable and durable clothing suitable for regular wear?'</li><li>'Which fabric offers a combination of comfort, durability, and stretch for versatile garment applications?'</li></ul>                                                                                               |
+| 36    | <ul><li>'What fabric can I use to make comfortable and flexible activewear?'</li><li>'What type of fabric is best for making lightweight sweaters with a smooth texture?'</li><li>'What type of textile is best for making layering pieces for cooler climates?'</li></ul>                                                                                                                                                        |
+| 37    | <ul><li>'What textile is smooth with fine threads and a gentle drape?'</li><li>'What is the best fabric for creating breathable and comfortable dresses for warm weather?'</li><li>'What type of fabric is best for creating lightweight blouses with a soft drape?'</li></ul>                                                                                                                                                    |
+| 58    | <ul><li>"Which textile is lightweight and breathable, suitable for children's wear with a green and blue floral design?"</li><li>'Ideal textile for t-shirts that require a degree of stretchability'</li><li>'Which fabric is recommended for creating garments with moisture-wicking properties and a vibrant color palette?'</li></ul>                                                                                         |
+| 56    | <ul><li>'What type of fabric is this medium grey textile with a smooth drape and slight stretch?'</li><li>'What is the best fabric for making light sweaters that are durable and long-lasting?'</li><li>'What type of fabric is ideal for making everyday wear garments with a smooth texture and solid color?'</li></ul>                                                                                                        |
+| 17    | <ul><li>'What fabric is textured with fine loops and suitable for creating garments that require some structural qualities?'</li><li>'What fabric exhibits a brushed or fleeced finish and would be perfect for crafting cozy winter clothing?'</li><li>'What fabric is recommended for fall and winter activewear due to its warmth and comfort?'</li></ul>                                                                      |
+| 72    | <ul><li>'What is a versatile cotton fabric with fine to medium thread count, perfect for creating breathable garments for warm climates?'</li><li>'What fabric is ideal for making blouses and dresses with a simple, unadorned aesthetic?'</li><li>'What fabric is suitable for creating durable and versatile garments without unique finishes?'</li></ul>                                                                      |
+| 54    | <ul><li>'Looking for a fabric suitable for making lightweight jackets with a soft drape.'</li><li>'What type of fabric is commonly used in t-shirts for a comfortable and breathable feel?'</li><li>'What kind of textile weave is ideal for crafting casual t-shirts with some stretchability?'</li></ul>                                                                                                                        |
+| 59    | <ul><li>'Where can I find a knit fabric with a slightly textured surface and fine, soft feel that is comfortable for casual wear?'</li><li>'What fabric is versatile and comfortable for casual wear?'</li><li>'What knit fabric is ideal for making dresses that require a bit of stretch and versatility in styling?'</li></ul>                                                                                                 |
+| 60    | <ul><li>'What fabric would be suitable for making t-shirts that conform well to body shapes and have vibrant hues?'</li><li>'Where can I find a jersey knit fabric with a smooth texture and fine knit structure suitable for t-shirts?'</li><li>'What type of fabric is this deep purple floral patterned material made of?'</li></ul>                                                                                           |
+| 1     | <ul><li>'What is the best fabric for making clothing with moisture-wicking properties?'</li><li>'What type of fabric would be recommended for creating structured garments that also offer stretch and flexibility?'</li><li>'What is the best fabric for making clothing with moisture-wicking properties?'</li></ul>                                                                                                            |
+| 47    | <ul><li>'What type of textile is ideal for making spring and summer leggings with a smooth texture and stretchability?'</li><li>'Which fabric is lightweight and ideal for creating leggings that maintain their shape and offer flexibility?'</li><li>'What fabric composition is suitable for creating lightweight jackets that allow for movement and breathability?'</li></ul>                                                |
+| 28    | <ul><li>'What fabric is suitable for making blouses, dresses, skirts, and lightweight jackets?'</li><li>'What fabric with a smooth surface and medium weight is suitable for structured garments?'</li><li>'What fabric is durable and likely to maintain its color and shape well?'</li></ul>                                                                                                                                    |
+| 13    | <ul><li>'Which fabric is recommended for casual loungewear that needs to be both comfortable and resilient?'</li><li>'What is the best fabric blend for making soft and durable lightweight sweaters?'</li><li>'What type of fabric offers a good balance between performance and aesthetics for everyday wear?'</li></ul>                                                                                                        |
+| 26    | <ul><li>'What fabric has a plain weave pattern, smooth surface, and fine thread count with a slight sheen?'</li><li>'Is there a fabric with moderate strength and a smooth finish ideal for creating garments with soft silhouettes?'</li><li>'What fabric is 100% Rayon, lightweight, and ideal for creating garments with soft silhouettes?'</li></ul>                                                                          |
+| 15    | <ul><li>'What knit fabric would be suitable for making cozy apparel with warmth without excessive bulk?'</li><li>'Which fabric is best for creating casual wear with an understated aesthetic and versatile appeal?'</li><li>'What type of fabric is characterized by a melange of earthy tones with a heathered effect?'</li></ul>                                                                                               |
+| 50    | <ul><li>'Where can I find a vibrant blue fabric with consistent dye saturation for t-shirts and activewear?'</li><li>'What fabric is best for creating clothing with a consistent, even dye and some stretchability for comfort and durability?'</li><li>'Where can I find a knit fabric with vibrant blue color and a smooth, fine texture?'</li></ul>                                                                           |
+| 24    | <ul><li>'What type of polyester fabric offers a comfortable fit with a moderate drape for daily wear?'</li><li>'What fabric has a textured surface and slight elasticity for comfortable fit?'</li><li>'What type of textile is recommended for garments that require consistent saturation and evenness in color?'</li></ul>                                                                                                     |
+| 29    | <ul><li>'Which fabric is ideal for creating garments that can withstand regular wear and maintain their texture over time?'</li><li>'What type of fabric has a consistent grey hue with a subtle mottled appearance?'</li><li>'What polyester textile has a micro crinkle texture and fine threads?'</li></ul>                                                                                                                    |
+| 44    | <ul><li>'What knit textile is suitable for creating casual dresses with a fluid drape and soft texture?'</li><li>"I'm searching for a jersey knit fabric with durable, wrinkle-resistant properties for everyday wear, do you have any options?"</li><li>'What type of knit fabric is recommended for everyday apparel due to its comfort and ease of movement?'</li></ul>                                                        |
+| 38    | <ul><li>'What fabric is best for creating blouses with a clean and crisp appearance?'</li><li>'What type of fabric provides a combination of durability and practicality for everyday wear garments?'</li><li>"I'm looking for a fabric with a clean and crisp appearance that is durable and easy to care for, any suggestions?"</li></ul>                                                                                       |
+| 23    | <ul><li>'What fabric is appropriate for garments that require a hint of texture in the surface?'</li><li>'What type of fabric is suitable for creating structured jackets and trousers with a professional look?'</li><li>'What fabric is suitable for making medium-weight garments with a hint of roughness in texture?'</li></ul>                                                                                              |
+| 45    | <ul><li>'Interested in a fabric with stretch and recovery for making garments that require some elasticity and resilience?'</li><li>'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?'</li><li>'What fabric is recommended for making polka dot clothing with a smooth surface and vibrant color?'</li></ul> |
+| 31    | <ul><li>'What type of knit textile is recommended for creating layering pieces in solid, dark colors?'</li><li>'What is a versatile fabric for creating garments with a matte finish and uniform color?'</li><li>'Which fabric is suitable for activewear, leggings, and fitted tops due to its stretchability?'</li></ul>                                                                                                        |
+| 19    | <ul><li>"What type of fabric is ideal for making playful children's wear with a vibrant speckled pattern?"</li><li>'Which fabric is suitable for crafting garments that can hide wear and minor soiling due to its unique speckled pattern?'</li><li>'What fabric offers good recovery and fit due to elastane content?'</li></ul>                                                                                                |
+| 11    | <ul><li>'What is a medium weight textile with a soft drape for creating versatile garments?'</li><li>'What fabric is lightweight and breathable, perfect for making soft summer blouses?'</li><li>'Which fabric is suitable for making soft and comfortable shirts and blouses with a consistent light blue hue?'</li></ul>                                                                                                       |
+| 73    | <ul><li>'What type of fabric is suitable for apparel that requires both form and function?'</li><li>'Best fabric for creating statement pieces with a pop of color using a twill weave texture?'</li><li>'Which fabric has a slightly textured surface with medium fineness threads, ideal for structured garments?'</li></ul>                                                                                                    |
+| 64    | <ul><li>'What fabric would be best for making pants that maintain their shape while offering flexibility?'</li><li>'What fabric blend offers both comfort and durability for creating long-lasting clothing?'</li><li>'Which fabric is known for its simple yet durable qualities with no unique finishes?'</li></ul>                                                                                                             |
+| 35    | <ul><li>'What type of fabric is recommended for creating breathable and comfortable clothing for warm weather?'</li><li>'What fabric would be suitable for making lightweight sweaters with a ribbed texture and soft hand?'</li><li>'What type of fabric is best for making form-fitting t-shirts with a fluid drape?'</li></ul>                                                                                                 |
+| 21    | <ul><li>'What fabric blend offers durability and slight stretchability for structured yet comfortable dresses?'</li><li>'What fabric is durable yet versatile for various garment constructions?'</li><li>'What type of cloth is versatile for various seasons due to its weight and composition?'</li></ul>                                                                                                                      |
+| 74    | <ul><li>'Need medium weight cotton fabric for creating casual shirts with a balanced color scheme?'</li><li>'Looking for plain weave cotton fabric with a fine thread count and even color distribution?'</li><li>'Which textile is versatile for various seasons like spring and summer due to its lightness?'</li></ul>                                                                                                         |
+| 3     | <ul><li>'Looking for a fabric for casual apparel applications in mild to warm climates with consistent dyeing?'</li><li>'Which fabric blend is recommended for creating apparel with both breathability and a gentle flow?'</li><li>'Where can I purchase a bamboo-spandex blend fabric suitable for all-season clothing with moisture-wicking properties?'</li></ul>                                                             |
+| 8     | <ul><li>'What type of fabric is ideal for creating form-fitting tops with a fluid drape?'</li><li>'What fabric composition combines bamboo and Pret fibers for eco-friendly benefits?'</li><li>'What fabric can I use to make elegant and comfortable cardigans with stretch properties?'</li></ul>                                                                                                                               |
+| 18    | <ul><li>'What fabric is recommended for making lightweight garments with a smooth flow and gentle folds?'</li><li>'What type of knit fabric is ideal for creating dresses with moderate stretchability?'</li><li>'What textile composition includes elastane and bamboo for stretchability and comfort in casual apparel?'</li></ul>                                                                                              |
+| 49    | <ul><li>'What is the ideal textile for crafting activewear with moderate weight and stretch?'</li><li>'Where can I find a jersey knit textile with a soft texture and fine fibers for casual wear?'</li><li>'What is the recommended material for making activewear that allows for ease of movement?'</li></ul>                                                                                                                  |
+| 27    | <ul><li>'What is the recommended fabric for creating spring and summer wear with a focus on breathability?'</li><li>'Which textile is recommended for creating blouses, skirts, and other apparel due to its natural sheen and uniform texture?'</li><li>'What type of fabric has a consistent coloration and high level of saturation for apparel applications?'</li></ul>                                                       |
+| 63    | <ul><li>'Which fabric has a plain weave construction and a fine thread count for a smooth texture?'</li><li>'What fabric is durable and versatile for everyday wear?'</li><li>'What fabric can be used to make form-fitting clothing like dresses, thanks to its stretchability?'</li></ul>                                                                                                                                       |
+| 61    | <ul><li>'What fabric can I use to make casual dresses with a smooth texture and a lightweight feel?'</li><li>'What is a fabric with a tight structure and smooth drape ideal for making casual summer outfits?'</li><li>'What type of fabric is lightweight, breathable, and suitable for layering in variable climates?'</li></ul>                                                                                               |
+| 34    | <ul><li>'What fabric is a periwinkle blue color with medium saturation and no visible defects?'</li><li>'What fabric has a soft and smooth texture with fine threads and a knit pattern?'</li><li>'Searching for a fabric that is durable, breathable, and suitable for people with sensitive skin, any options?'</li></ul>                                                                                                       |
+| 30    | <ul><li>'Are there any fabrics with a simple weave pattern that offer stretchability for semi-fitted garments?'</li><li>'What is the best fabric for creating garments with a good balance of structure and elasticity?'</li><li>'What fabric is suitable for creating garments that require good stretchability and resilience?'</li></ul>                                                                                       |
+| 7     | <ul><li>'What type of fabric is commonly used in casual wear, loungewear, and active wear due to its durability and performance?'</li><li>'What type of fabric is suitable for creating comfortable loungewear and lightweight sweaters with a fine, smooth texture and good fabric care?'</li><li>'What is the best fabric for making active wear that offers breathability and performance?'</li></ul>                          |
+| 14    | <ul><li>'What material provides a fluid drape and enough structure for t-shirts and lounge pants?'</li><li>'What fabric should I choose for producing clothing with good colorfastness and ease of care in a polyester composition?'</li><li>'What is the best material for creating casual dresses with a medium weight drape and a mix of darker and lighter grey tones?'</li></ul>                                             |
+| 48    | <ul><li>'What is the best fabric for making comfortable and stretchy t-shirts with a casual aesthetic?'</li><li>'Where can I buy a knit fabric that is versatile in styling and functional qualities for a range of clothing?'</li><li>'What type of fabric is durable and suitable for everyday wear with a casual aesthetic?'</li></ul>                                                                                         |
+| 2     | <ul><li>'Which fabric contains bamboo and Spandex for creating comfortable casual dresses?'</li><li>'What fabric has a fluid drape and slight elasticity, suitable for summer dresses?'</li><li>'What is the recommended fabric for creating draped garments like dresses or tunics?'</li></ul>                                                                                                                                   |
+| 46    | <ul><li>'Which fabric is ideal for creating lightweight sweaters with a comfortable and breathable feel?'</li><li>'What type of fabric is ideal for making casual t-shirts with a vibrant striped pattern?'</li><li>'What is the recommended textile for making versatile garments that can be layered in cooler climates?'</li></ul>                                                                                             |
+| 51    | <ul><li>'What knit fabric is versatile for use in various seasons and holds its shape well?'</li><li>'What type of fabric is recommended for creating casual tops with a gentle, soft drape?'</li><li>'What fabric is suitable for making lightweight and comfortable casual tops for everyday wear?'</li></ul>                                                                                                                   |
+| 39    | <ul><li>'What fabric would be recommended for making moisture-wicking blouses suitable for warm climates?'</li><li>'What fabric would be apt for creating garments that require a fine, even weave structure?'</li><li>'What is a suitable fabric for creating drapery in light jackets with a slight sheen?'</li></ul>                                                                                                           |
+| 70    | <ul><li>'What type of cotton fabric is ideal for making shirts and blouses with a soft drape?'</li><li>'What textile has a slightly textured surface with a fine yet distinct weave?'</li><li>'Which cotton fabric is versatile and suitable for both menswear and womenswear?'</li></ul>                                                                                                                                         |
+| 68    | <ul><li>'Which fabric is breathable and soft to the touch, suitable for creating comfortable dresses?'</li><li>'Which fabric is recommended for making year-round garments with high color saturation?'</li><li>'What fabric can be used for making shirts, pants, and dresses that require a smooth drape and a hint of elasticity?'</li></ul>                                                                                   |
+| 40    | <ul><li>'Which fabric is ideal for creating spring and summer collections with a soft touch and lightweight feel?'</li><li>'What textile is known for its easy care and durability in garment construction?'</li><li>'What type of fabric is best suited for creating blouses with a flowing drape and smooth texture?'</li></ul>                                                                                                 |
+| 69    | <ul><li>'Which fabric is durable, resilient, and has a slight give due to the Spandex content?'</li><li>'What fabric has a consistent charcoal gray hue with a matte finish and a twill weave pattern?'</li><li>'What fabric is recommended for making form-fitting jackets that are both durable and breathable?'</li></ul>                                                                                                      |
+| 33    | <ul><li>'What fabric would be suitable for creating draped skirts with a smooth surface and stretchability?'</li><li>'What is the best textile for creating draped skirts with a subtle iridescence?'</li><li>'Searching for a fabric with a smooth texture and slight shimmer effect for draped skirts?'</li></ul>                                                                                                               |
+| 41    | <ul><li>'What fabric has a soft drape and gentle folds, making it perfect for creating flowy and comfortable spring and summer dresses?'</li><li>'What type of knit fabric offers good resistance to wrinkles and shrinkage for practical everyday wear?'</li><li>'Searching for a polyester knit fabric with a consistent hue and saturation for making versatile and adaptable garments.'</li></ul>                             |
+| 62    | <ul><li>'Which fabric is versatile and suitable for creating durable garments for everyday wear?'</li><li>'What fabric is suitable for making casual wear like t-shirts, dresses, and tops?'</li><li>'What fabric is known for its stable weave with a small percentage of elastane for comfort and durability?'</li></ul>                                                                                                        |
+## Evaluation
+### Metrics
+| Label   | Accuracy |
+|:--------|:---------|
+| **all** | 0.3463   |
+## Uses
+### Direct Use for Inference
+First install the SetFit library:
+```bash
+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("Jazielinho/fabric_model")
+# Run inference
+preds = model("What fabric has a comfortable feel and is suitable for people with sensitive skin?")
+```
+<!--
+### Downstream Use
+*List how someone could finetune this model on their own dataset.*
+-->
+<!--
+### Out-of-Scope Use
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+<!--
+## Bias, Risks and Limitations
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+<!--
+### Recommendations
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+## 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
+```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}
+}
+```
+<!--
+## Glossary
+*Clearly define terms in order to be accessible across audiences.*
+-->
+<!--
+## Model Card Authors
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+<!--
+## Model Card Contact
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json ADDED Viewed

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+{
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+  "architectures": [
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+  "model_type": "bert",
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+  "num_hidden_layers": 6,
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+  "position_embedding_type": "absolute",
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+  "type_vocab_size": 2,
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+}

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+{
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+    "transformers": "4.7.0",
+    "pytorch": "1.9.0+cu102"
+  },
+  "prompts": {},
+  "default_prompt_name": null
+}

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+  "labels": null
+}

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+    "type": "sentence_transformers.models.Pooling"
+  }
+]

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+  "do_lower_case": false
+}

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+  }
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tokenizer.json ADDED Viewed

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tokenizer_config.json ADDED Viewed

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+{
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+  "tokenizer_class": "BertTokenizer",
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+}

vocab.txt ADDED Viewed

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