pattabaa/setfit-materials-office-chairs

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

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/all-MiniLM-L6-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

1. Fine-tuning a Sentence Transformer with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

• Model Type: SetFit
• Sentence Transformer body: sentence-transformers/all-MiniLM-L6-v2
• Classification head: a LogisticRegression instance
• Maximum Sequence Length: 256 tokens
• Number of Classes: 3 classes

Model Sources

• Repository: SetFit on GitHub
• Paper: Efficient Few-Shot Learning Without Prompts
• Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
Faux Leather	"Title: Brandyce Task Chair Description: This swivel task chair brings mid-century style and plenty of functionality to your home office. We love that its height is adjustable with a 360° swivel base, so you can find just the right position while you’re working or studying. This armless chair is crafted from steel, and it's wrapped in padded upholstery in your choice of color for a textured feel while you work. We love how the wide seat lets you sit cross-legged for some extra comfort, while the metal cross base offers distinctive contrast. Plus, the channel-tufted designs round out its look with a tactile touch. This chair accommodates up to 275 lbs. Features: Spring tilt mechanism, Upright locking position, Adjustable tilt tension control Definition: Faux leather is a synthetic upholstery material made to resemble genuine leather. Usually composed of a fabric backing with a polyurethane (PU) or polyvinyl chloride (PVC) coating, faux leather is animal-free, easy to clean, and less expensive than real leather, but may be less durable over time." 'Title: Teodoro Task Chair Upholstery Color: Antique Brown Faux Leather Description: Enhance your productivity and comfort with this stylish task chair! Designed with a modern minimalist aesthetic, this chair seamlessly blends into any work environment. Enjoy effortless mobility and adjust the height to your liking for optimal support throughout your workday. Features: Definition: Faux leather is a synthetic upholstery material made to resemble genuine leather. Usually composed of a fabric backing with a polyurethane (PU) or polyvinyl chloride (PVC) coating, faux leather is animal-free, easy to clean, and less expensive than real leather, but may be less durable over time.' 'Title: Canelle Conference Chair Upholstery Color: Black Description: Sink into the comfort of this modern office chair and watch your productivity soar. Delivering plush cushions and faux leather upholstery with channel tufting, this desk chair rests on a five-point caster base for easy, smooth mobility. Gracefully curved armrests add a decorative touch while providing comfort and support. It also features a height-adjustable seat and a swivel function for ease of movement. With a stylish, contemporary design, this office chair is a fabulous choice for both home and professional workspaces. Features: Easy-to-follow instruction guide included'
Other	"Title: Cauldwell 360° Swivel PU Leather Task Chair with Height Adjust for Office, Living Room Frame Color: White Description: Give your home office a modern refresh with this armless desk chair. It's crafted from molded plastic, making it easy to wipe down as needed. A padded, foam-filled seat cushion completes the look for an inviting look and feel as you tackle your to-do list. This task chair is set on a 5-star base with casters, meaning you can easily move around your office. Plus, there is a lever under the seat, so you can adjust the height to best fit your desk. Features: Simple & modern style with compact size easily matches rooms of all kinds of style, Multi-color options complement your specific tastes, Double wheel casters & 360° swivel rotation: Sturdy and very convenient to move when sitting on it, Easy to clean: With a seat made of plastic material, wipe the dirt very easily with a clean, damp cloth, Easy assembly: With assembly instructions, install this chair with ease Definition: Polyurethane is a synthetic material often used as a coating on upholstery fabrics or as faux leather (PU). It provides water resistance, flexibility, and a soft, leather-like feel, but may not be as durable or breathable as genuine leather." "Title: Arola High Back Conference Chair Genuine Leather Office Chair with with Aluminum Base and Frame Upholstery Color: Black Description: This sleek conference chair makes your WFH setup stylish and supportive. Its frame is crafted from sleek aluminum, creating a polished vibe, while the high-back design offers a touch of executive appeal. Enjoy the luxurious touch of genuine leather upholstery, adding an element of old-world charm. With swivel functionality and adjustable height, it's tailored to fit any desk setup. We love that it has a tilt lock for that much-needed stretch-break. And, if you'd like to stay put, you can remove the wheels too. Features: The tilt tension adjustment knob regulates backward tilt resistance, The tilt lock mechanism rocks and locks the chair in an upright position, Contemporary executive/conference office chair with arms, Premium Genuine Leather, luxurious, waterproof and wear-resistant, Rust-proof aluminum alloy base and frame for durability, Easy to assemble and Equipped with detailed instructions, This chair effortlessly transitions between roles as an office chair, desk chair, task chair, executive chair or computer chair, catering to various needs seamlessly, Relieve leg pressure with a waterfall seat design, Pneumatic seat height adjustment, Support your back with a high-back design, Maneuver effortlessly with premium PU universal wheels and dual casters, Effortlessly rotate 360 degrees with silky smooth motion" "Title: Everdene Office Ergonomic Task Chair Frame Color: Black, Upholstery Color: Black Description: Engineered for exceptional comfort and spinal health, this premium ergonomic chair features an anatomically-crafted S-curve backrest with adaptive butterfly lumbar support that dynamically adjusts to your posture. The 8cm high-density memory foam seat provides superior pressure relief with enhanced breathability, while flip-up armrests and a heavy-duty nylon base with silent-roll PU casters complete this sophisticated workspace solution – seamlessly blending clinical ergonomics with executive elegance for all-day productivity. Features: Body-contouring curved backrest with adjustable lumbar (butterfly support), 30° reclining with pressure-distributing structure, Adjustable headrest for full spinal alignment, High-density natural sponge cushion (30-50% thicker than standard), 300lb weight capacity with reinforced 5-star nylon base, Breathable materials for all-day comfort, Height-adjustable seat for personalized positioning, 90° rotating armrests for space-saving flexibility, PU mute casters for smooth 360° mobility, 15-minute quick assembly with video instructions, Minimalist aesthetic in neutral tones for modern offices Definition: Mesh is a woven or knitted synthetic material with an open, grid-like structure. Used primarily in chair backs and sometimes seats, it provides exceptional breathability, flexibility, and ergonomic support by conforming to the user's body."
Polyester Blend	'Title: Brilhantina Corduroy Mid-Century Modern Upholstered Swivel Barrel Task Chair Upholstery Color: Ivory Description: This ergonomic office chair offers 360° swivel functionality for effortless movement and maximum comfort during extended work sessions. Its mid-century modern barrel design features a curved backrest and armrests, adding an elegant touch to your home office. Upholstered in easy-to-clean corduroy fabric, this chair is resistant to spills, stains, and scratches, so it stands up to everyday use. Its engineered wood frame rests on a five-point metal base with smooth-rolling casters. Plus, the foam-filled seat and back provide medium usage support for up to 8 hours a day. To maintain its appearance, simply spot clean with a dry cloth. Features: Product including one office chair, assembly is required, Ergonomic 360 swivel office chair: This office chair offers outstanding ergonomic support, ensuring maximum comfort during extended work sessions, while minimizing strain on your body. Plus, it incorporates a convenient 360-degree swivel function, enabling effortless movement within your home office, 3-proof fabric: The chair boasts upholstery made of easy-clean corduroy 3-proof fabric, rendering it highly resistant to spills, stains, and scratches. This resilient fabric not only provides practicality but also imparts a touch of sophistication to your office setting, High quality & comfort: This office chair is crafted with a durable frame and premium 30D foam, guaranteeing long-lasting performance. Its sturdy construction ensures stability and longevity, while the foam padding provides comfort and retains its shape even during extended periods of sitting, Mid-century modern design: With a curved backrest and armrests, the chair features a sleek mid-century modern barrel design, bringing an elegant touch to your home office. It combines functionality and visual appeal seamlessly, making it a great addition to any workspace' "Title: Baden Swivel Task Chair Upholstery Color: Beige Description: This chair features a stylish, streamlined edge design, and the hand-tufted backrest adds a delightful touch to your office environment. Its swivel function, height adjustment mechanism, and smooth-rolling casters provide unmatched comfort, making it a breeze to use. Elevate your workspace with a polyester task chair that seamlessly blends quality and style with user-friendly features. Features: Unrestricted Movement:Bid farewell to constraints with our swivel chair, engineered for unparalleled mobility. The robust five-star base guarantees stability, and the 360° rotating pulleys empower you to navigate effortlessly in all directions. Crafted to prevent side slip and ensure fluid rolling, these pulleys amplify your freedom of movement during work, offering a seamless experience without compromising safety or convenience.[, Say goodbye to restrictions with our swivel chair, designed for unparalleled mobility. The sturdy five-star base guarantees stability, and the 360° rotating pulley allows you to navigate effortlessly in all directions. Carefully designed to prevent sideslip and ensure fluid rolling, these pulleys amplify your free movement during operation, providing a seamless experience without compromising safety or convenience., Indulgent Comfort:Immerse yourself in opulent comfort with our ergonomic office chair, thoughtfully crafted with skin-friendly elastic chenille fabric and a high-resilience sponge. This harmonious blend of materials embraces your body, delivering a cocoon of plush and supportive seating. The ingenious backrest buckle design not only maintains your posture but also introduces a contemporary touch of sophistication to your workspace, elevating both comfort and style in one seamless experience., The chair's indulgent comfort is achieved through a thoughtful combination of skin-friendly elastic chenille fabric and high-resilience sponge, creating a seating experience that envelops the user in plush support, while the innovative backrest buckle design not only maintains proper posture during extended periods of sitting but also introduces a contemporary aesthetic to the workspace, effectively blending ergonomic functionality with modern style to enhance both the user's physical well-being and the visual appeal of their office environment., The advanced ergonomic design promotes correct posture and reduces back strain, allowing for prolonged comfortable seating., Crafted with skin-friendly elastic chenille fabric and high-resilience sponge, providing plush and supportive seating for an exceptional experience., Indulgent Comfort:Immerse yourself in opulent comfort with our ergonomic office chair, thoughtfully crafted with skin-friendly elastic chenille fabric and a high-resilience sponge. This harmonious blend of materials embraces your body, delivering a cocoon of plush and supportive seating. The ingenious backrest buckle design not only maintains your posture but also introduces a contemporary touch of sophistication to your workspace, elevating both comfort and style in one seamless experience.[, Rely on the unwavering durability of our home office chair, validated through rigorous professional testing. Boasting an impressive weight-bearing capacity of up to 300 pounds, our desk chair stands as a testament to its safety and robust design. it's a steadfast companion for the long haul, ensuring durability that goes beyond expectations., The skin-friendly and resilient linen fabric upholstery provides a comfortable seating experience, allowing you to sit for long periods without discomfort., The ergonomic design supports your body, reducing the risk of back pain and discomfort during long hours of work., Exceptional Endurance:Rely on the unwavering durability of our home office chair, validated through rigorous professional testing. Boasting an impressive weight-bearing capacity of up to 300 pounds, our desk chair stands as a testament to its safety and robust design. it's a steadfast companion for the long haul, ensuring durability that goes beyond expectations., The robust five-star base guarantees stability, and the 360° rotating pulleys empower you to navigate effortlessly in all directions., Engineered for unrestricted movement, this swivel chair boasts a robust five-star base that ensures stability and safety, complemented by 360° rotating pulleys that enable effortless navigation in all directions, allowing users to glide smoothly across their workspace without the risk of side slip, thereby enhancing productivity by eliminating the need to constantly reposition or struggle with limited mobility, and creating a seamless, fluid experience that adapts to the dynamic needs of modern work environments., The advanced swivel mechanism allows for smooth and effortless rotation, facilitating easy access to various areas of your workspace., Innovative backrest buckle design promotes good posture while adding a modern aesthetic to your workspace., Attain the ideal sitting posture effortlessly with the height adjustment button on our chair. Whether you're engaged in desk work or perfecting your makeup at a dressing table, our Upholstered desk chair empowers you to tailor the seat's height to your specific preferences. Bid farewell to discomfort and welcome the embrace of optimal comfort as you discover your perfect seated position, fostering both productivity and well-being., The adjustable height feature allows you to customize the chair to your specific needs, providing optimal comfort and support for your back and neck., The swivel function enables easy movement and access to different areas of your workspace without any hassle., Personalized Comfort:Attain the ideal sitting posture effortlessly with the height adjustment button on our chair. Whether you're engaged in desk work or perfecting your makeup at a dressing table, our Upholstered desk chair empowers you to tailor the seat's height to your specific preferences. Bid farewell to discomfort and welcome the embrace of optimal comfort as you discover your perfect seated position, fostering both productivity and well-being., Boasting an impressive weight-bearing capacity of up to 300 pounds, our desk chair stands as a testament to its safety and robust design., With the height adjustment button on the chair, it is easy to achieve the ideal sitting position. Whether you're working at your desk or applying makeup on your dresser, our upholstered tables and chairs allow you to customize the seat height to your liking. Say goodbye to discomfort, embrace the most comfortable sitting position, and find the perfect sitting position, which can improve work efficiency and maintain health., The exceptional endurance of this home office chair is backed by rigorous professional testing, boasting an impressive weight-bearing capacity of up to 300 pounds, which not only speaks to its safety standards but also underscores its robust construction and long-term durability, making it a reliable choice for users of various sizes and ensuring that it can withstand the demands of daily use without compromising on stability or comfort, thus offering peace of mind and a worthwhile investment for those seeking a chair that can stand the test of time., The high-resilience sponge padding provides excellent cushioning and support, reducing fatigue during long hours of sitting., ]Personalized Comfort:Attain the ideal sitting posture effortlessly with the height adjustment button on our chair. Whether you're engaged in desk work or perfecting your makeup at a dressing table, our Upholstered desk chair empowers you to tailor the seat's height to your specific preferences. Bid farewell to discomfort and welcome the embrace of optimal comfort as you discover your perfect seated position, fostering both productivity and well-being.[, Features a sturdy five-star base and 360° rotating wheels for effortless navigation in any direction, enhancing your freedom of movement., The adjustable height feature allows you to customize the chair to your specific needs. You can easily raise or lower the seat to find the perfect sitting position, ensuring proper alignment of your body., The high-resilience sponge in the seat provides excellent cushioning and long-lasting comfort., Whether you're engaged in desk work or perfecting your makeup at a dressing table, our Upholstered desk chair empowers you to tailor the seat's height to your specific preferences., Commitment to Sustainability:We proudly hold numerous professional certifications such as FSC and TSCA, underscoring our dedication to sustainable sourcing and manufacturing practices. When you choose our computer chair, you're making a conscious choice for a greener planet without compromising on quality or style., Personalized comfort is at the forefront of this chair's design, featuring a height adjustment button that allows users to easily find their ideal sitting posture, whether they're engaged in desk work or seated at a dressing table, empowering individuals to tailor their seating experience to their specific body type and task requirements, thereby promoting better ergonomics, reducing the risk of discomfort or strain during extended periods of use, and ultimately fostering an environment conducive to increased productivity and overall well-being., The unique backrest buckle design adds stability and support for a better sitting experience., ]Commitment to Sustainability:We proudly hold numerous professional certifications such as FSC and TSCA, underscoring our dedication to sustainable sourcing and manufacturing practices. When you choose our computer chair, you're making a conscious choice for a greener planet without compromising on quality or style., Rigorously tested for reliability, this chair supports up to 300 pounds, ensuring long-term safety and durability., The 360° swivel function enables you to easily reach different areas of your desk without having to strain or move the chair. This allows for greater flexibility and productivity in your work environment., The backrest buckle design helps maintain a correct sitting posture and adds a unique touch to the chair., The chair needs to be assembled. Whether you're crunching numbers or brainstorming ideas, this contemporary office chair is a practical and stylish addition that enhances your comfort and productivity in the workplace., Purchase instructions.1. Product color and pictures will be slightly different in different light.2. Manual measurement of the size will have an error of 1 to 2 cm. There is a size chart of our products on the picture, please check., The chair's commitment to sustainability is evidenced by its numerous professional certifications, including FSC and TSCA, which highlight the manufacturer's dedication to responsible sourcing and eco-friendly production practices, allowing environmentally conscious consumers to make a choice that aligns with their values without sacrificing quality or style, and contributing to a larger movement towards sustainable furniture options in the home office market., The unique backrest design offers proper lumbar support, enhancing your overall sitting experience and reducing the strain on your back., Easily adjust the seat height to achieve your ideal sitting posture, making it perfect for both desk work and dressing table use., The universal wheels make it easy to move the chair around on any surface, whether it's carpet, hardwood, or tile. You can effortlessly glide from one area to another, saving time and effort., The chair's weight-bearing capacity ensures stability and safety, allowing you to work with peace of mind., Encourages Better Posture: Promotes a natural sitting position by reducing reliance on armrests for support., The armless design of this upholstered desk chair offers a sleek and space-efficient solution for home offices and study areas, allowing for easy tucking under desks when not in use and providing unrestricted lateral movement, which can be particularly beneficial for tasks requiring frequent reaching or shifting positions, while the chenille fabric upholstery not only adds a touch of luxury and comfort but also offers durability and easy maintenance, making it an ideal choice for both aesthetic appeal and practical functionality in various home settings., Easy Accessibility: Effortlessly slide in and out of the chair without armrests getting in the way., Elegance Design: A streamlined edge design with a hand-tufted backrest adds sophistication to any workspace., Effortless Mobility & Adjustable Height: 360° swivel & smooth-rolling casters let you move freely with ease. Definition: Polyester blend refers to upholstery fabric primarily composed of polyester mixed with other fibers such as cotton, viscose, or rayon. Blending polyester enhances durability, wrinkle resistance, and breathability while maintaining a soft texture and a wide array of colors and patterns." 'Title: Johannsen Task Chair Description: This 2-piece desk chair set delivers a sleek, functional aesthetic to your home office. Each chair has a foam-filled seat wrapped in black polyester-blend upholstery and a breathable mesh back. They stand on five-wheel plastic bases, and their fixed armrests and built-in lumbar support help you stand up to the daily grind. Easily swivel these ergonomic chairs as you turn from task to task, and adjust their tilt and seat heights to best suit your workspace. Features: Thick, soft seat cushions, Ergonomically designed to fit the human body, Strong load-bearing capacity, Breathable mesh fabric:, Equipped with a 360-degree swivel and silent rollers, Height-adjustable seat Definition: Polyester blend refers to upholstery fabric primarily composed of polyester mixed with other fibers such as cotton, viscose, or rayon. Blending polyester enhances durability, wrinkle resistance, and breathability while maintaining a soft texture and a wide array of colors and patterns.'

Evaluation

Metrics

Label	Accuracy
all	0.78

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("Title: Lancel Faux Leather Task Chair Upholstery Color: Charcoal Description: Meet your new desk buddy, this task chair – a stylish and supportive companion for long work or study sessions. It features a sleek black frame that rests on four sturdy, slender angled legs. The armless seat and back are wrapped in faux leather and generously padded with foam for just the right amount of support. A 360° swivel makes it easy to turn in any direction. Plus, this chair has a weight capacity of 250 lbs. Features: An MDF frame with thick foam-padded upholstery Definition: Faux leather is a synthetic upholstery material made to resemble genuine leather. Usually composed of a fabric backing with a polyurethane (PU) or polyvinyl chloride (PVC) coating, faux leather is animal-free, easy to clean, and less expensive than real leather, but may be less durable over time.")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	46	200.53	1892

Label	Training Sample Count
Faux Leather	80
Polyester Blend	31
Other	89

Training Hyperparameters

• batch_size: (16, 16)
• num_epochs: (1, 1)
• max_steps: -1
• sampling_strategy: oversampling
• body_learning_rate: (2e-05, 1e-05)
• head_learning_rate: 0.01
• loss: CosineSimilarityLoss
• distance_metric: cosine_distance
• margin: 0.25
• end_to_end: False
• use_amp: False
• warmup_proportion: 0.1
• l2_weight: 0.01
• seed: 42
• evaluation_strategy: epoch
• eval_max_steps: -1
• load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0006	1	0.2	-
0.0324	50	0.2456	-
0.0647	100	0.2172	-
0.0971	150	0.1742	-
0.1294	200	0.1149	-
0.1618	250	0.0848	-
0.1942	300	0.0665	-
0.2265	350	0.0273	-
0.2589	400	0.0186	-
0.2913	450	0.0087	-
0.3236	500	0.0055	-
0.3560	550	0.0044	-
0.3883	600	0.0047	-
0.4207	650	0.0026	-
0.4531	700	0.0022	-
0.4854	750	0.0021	-
0.5178	800	0.0023	-
0.5502	850	0.0018	-
0.5825	900	0.0019	-
0.6149	950	0.0011	-
0.6472	1000	0.001	-
0.6796	1050	0.001	-
0.7120	1100	0.0011	-
0.7443	1150	0.001	-
0.7767	1200	0.001	-
0.8091	1250	0.0009	-
0.8414	1300	0.0008	-
0.8738	1350	0.0007	-
0.9061	1400	0.0007	-
0.9385	1450	0.0007	-
0.9709	1500	0.001	-
1.0	1545	-	0.1946

Framework Versions

• Python: 3.12.0
• SetFit: 1.1.3
• Sentence Transformers: 3.4.1
• Transformers: 4.57.6
• PyTorch: 2.10.0
• Datasets: 4.5.0
• Tokenizers: 0.22.2

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}