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--- |
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library_name: setfit |
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tags: |
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- setfit |
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- sentence-transformers |
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- text-classification |
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- generated_from_setfit_trainer |
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base_model: sentence-transformers/paraphrase-MiniLM-L6-v2 |
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metrics: |
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- accuracy |
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widget: |
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- text: What fabric has a comfortable feel and is suitable for people with sensitive |
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skin? |
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- text: What is the most recommended fabric for making outerwear that requires a blend |
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of comfort and resilience? |
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- text: What fabric has a fluid drape and is ideal for creating lightweight summer |
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dresses? |
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- text: Which fabric is best for creating versatile clothing items like casual shirts, |
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blouses, and dresses in a periwinkle blue hue? |
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- text: What kind of fabric is suitable for making form-fitting activewear like yoga |
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pants and t-shirts? |
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pipeline_tag: text-classification |
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inference: true |
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model-index: |
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- name: SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2 |
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results: |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: Unknown |
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type: unknown |
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split: test |
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metrics: |
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- type: accuracy |
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value: 0.3462566844919786 |
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name: Accuracy |
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--- |
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|
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# SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2 |
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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. |
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The model has been trained using an efficient few-shot learning technique that involves: |
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1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. |
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2. Training a classification head with features from the fine-tuned Sentence Transformer. |
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## Model Details |
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### Model Description |
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- **Model Type:** SetFit |
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- **Sentence Transformer body:** [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2) |
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- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance |
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- **Maximum Sequence Length:** 128 tokens |
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- **Number of Classes:** 75 classes |
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<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) --> |
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
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### Model Sources |
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- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) |
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- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) |
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) |
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### Model Labels |
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| Label | Examples | |
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|:------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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| 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> | |
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## Evaluation |
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### Metrics |
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| Label | Accuracy | |
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|:--------|:---------| |
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| **all** | 0.3463 | |
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## Uses |
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### Direct Use for Inference |
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First install the SetFit library: |
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```bash |
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pip install setfit |
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``` |
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Then you can load this model and run inference. |
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```python |
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from setfit import SetFitModel |
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# Download from the 🤗 Hub |
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model = SetFitModel.from_pretrained("Jazielinho/fabric_model") |
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# Run inference |
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preds = model("What fabric has a comfortable feel and is suitable for people with sensitive skin?") |
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``` |
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*List how someone could finetune this model on their own dataset.* |
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### Out-of-Scope Use |
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*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
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## Bias, Risks and Limitations |
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
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### Recommendations |
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
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## Training Details |
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### Training Set Metrics |
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| Training set | Min | Median | Max | |
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|:-------------|:----|:--------|:----| |
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| Word count | 7 | 15.4858 | 30 | |
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| Label | Training Sample Count | |
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|:------|:----------------------| |
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| 0 | 39 | |
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| 1 | 40 | |
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| 2 | 41 | |
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| 3 | 32 | |
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| 4 | 37 | |
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| 5 | 33 | |
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| 6 | 36 | |
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| 7 | 40 | |
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| 8 | 30 | |
|
| 9 | 36 | |
|
| 10 | 42 | |
|
| 11 | 38 | |
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| 12 | 39 | |
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| 13 | 43 | |
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| 14 | 41 | |
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| 15 | 41 | |
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| 16 | 35 | |
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| 17 | 42 | |
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| 18 | 40 | |
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| 19 | 43 | |
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| 20 | 44 | |
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| 21 | 36 | |
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| 22 | 37 | |
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| 23 | 40 | |
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| 24 | 44 | |
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| 25 | 42 | |
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| 26 | 41 | |
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| 27 | 38 | |
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| 28 | 41 | |
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| 29 | 46 | |
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| 30 | 41 | |
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| 31 | 38 | |
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| 32 | 40 | |
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| 33 | 39 | |
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| 34 | 41 | |
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| 35 | 44 | |
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| 36 | 45 | |
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| 37 | 40 | |
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| 38 | 37 | |
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| 39 | 44 | |
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| 40 | 39 | |
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| 41 | 42 | |
|
| 42 | 36 | |
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| 43 | 43 | |
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| 44 | 42 | |
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| 45 | 37 | |
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| 46 | 41 | |
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| 47 | 44 | |
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| 48 | 36 | |
|
| 49 | 40 | |
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| 50 | 43 | |
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| 51 | 44 | |
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| 52 | 39 | |
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| 53 | 38 | |
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| 54 | 38 | |
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| 55 | 43 | |
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| 56 | 41 | |
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| 57 | 44 | |
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| 58 | 40 | |
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| 59 | 41 | |
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| 60 | 35 | |
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| 61 | 43 | |
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| 62 | 41 | |
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| 63 | 43 | |
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| 64 | 37 | |
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| 65 | 41 | |
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| 66 | 36 | |
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| 67 | 38 | |
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| 68 | 42 | |
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| 69 | 41 | |
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| 70 | 39 | |
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| 71 | 43 | |
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| 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} |
|
} |
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``` |
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|
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