Bridging Language and Items for Retrieval and Recommendation
Paper • 2403.03952 • Published
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0205616461 | Bio-Active Anti-Aging Serum (Firming Ultra-Hydrating Serum) | As we age, our once youthful, healthy skin succumbs to an enzymatic imbalance that wears away the cellular network, resulting in skin thinning and aging. Combining the best of nature and cosmetic biotechnology, Bio-Active products are formulated with Enzymes that gently exfoliate the skin and stimulate regeneration for... | null | [
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0558925278 | Eco Friendly Ecotools Quality Natural Bamboo Cosmetic Mineral Brush Set Kit of 4 Soft Brushes and 1 Pouch Baby Kabuki Eye Shading Brush Mineral Powder Brush Concealer Brush(travle Size) | Mineral Powder Brush--Apply powder or mineral foundation all over face in a circular, buffing motion and work inward towards nose.
Concealer Brush--Use with liquid or mineral powder concealer for more coverage on blemishes and under eyes.
Eye Shading Brush-- Expertly cut to apply and blend powder eye shadows.
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0733001998 | Mastiha Body Lotion | From the Greek island of Chios, this Mastiha body lotion is made from Mastic oil, a pure product derived from mastic. With organically grown: Olive oil, red grape leaves, Aloe vera, Rosemary, Bee's wax, Shea Butter. | null | [
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0737104473 | Hello Kitty Lustre Lipstick (See sellers comments for colors) | Limited edition Hello Kitty Lipstick featuring shiny black casing with Hello Kitty figure on a pop art pattern background. Cap features the logos of both MAC and Hello Kitty in this collection. | null | [
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0762451459 | Stephanie Johnson Mermaid Round Snap Mirror | The mermaid is an elusive (okay, mythical) creature, her beauty glimpsed only fleetingly by swimmers and sailors. With this mermaid-inspired iridescent compact, we landlubbers can capture a bit of that shimmering allure. Plus, having a mirror always on hand, we'll have no trouble catching a glimpse of our own gorgeousn... | null | [
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1304139212 | Set of 2 MAC Lip Care - Lip Pencil - Auburn | A pencil designed for shaping, lining or filling in the lip. Lip Pencils have a smooth, creamy texture that is perfect for lining the lips or filling them in. They are long-lasting and available in a wide selection of colors that work well with many different lipstick shades. The color of Lip Pencils is protected by vi... | null | [
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130414674X | Set of 2 Benefit She Laq Makeup Sealer | What it is:A magical makeup sealer. What it does:Benefit She Laq is a clear liquid that seals makeup with stay-put power. It makes your look smudge-proof!What else you need to know:This sealer comes with mini brushes to seal the deal. Indications Apply she laq over one of our BADgal mascaras for smudge-proof color that... | null | [
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130414089X | New Benefit Waterproof Automatic Eyeliner Pen - Black - BAD Gal Liner | Length : 13.5 cm
Color: Black
100% Brand new and unused.
Smudge free.
Fine-tip. Easy to blend and smooth to apply
Can make fine and bold eyeline with new texture and furnishing.
Provide rich and consistant colour
Longwearing and waterproof
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1304146537 | Set of 2 Goodskin Labs Eyliplex-2 Eye Life and Circle Reducer - 10ml | Eyliplex-2 is a dual solution that focuses on the problematic eye area. This breakthrough, 24-hour system from the scientists at good skin pharmacy visibly tightens eye areas while reducing dark circles. 0.34 oz. each. 64% of subjects reported younger looking eyes immediately and a 20% reduction in the appearance of da... | null | [
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1304174905 | *Macely* Good Afternoon Rose Lemon Tea Bb 30ml/1fl.zo Spa 20 Pa++bb Sunblock Cream White Water | INSTANTLY REVITALIZE SKIN MOIST THE FACE OF HIGH SPIRITS GLOW
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1304196135 | Max Factor Lasting Performance Foundation -106 - Natural beige 35ml | Max Factor Face Care Max Factor Lasting Performance Foundation - #106 Natural Beige Cosmetics Design House Max Factor Type Long Lasting Foundation - #106 Natural Beige Size 35 ml Gender Female Description Max Factor Face Care by Max Factor, Max Factor Lasting Performance Lasting Performance Liquid Fou... | Max Factor | [
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1304139220 | MAC Lip Care - Lip Pencil - Auburn | A pencil designed for shaping, lining or filling in the lip. Lip Pencils have a smooth, creamy texture that is perfect for lining the lips or filling them in. They are long-lasting and available in a wide selection of colors that work well with many different lipstick shades. The color of Lip Pencils is protected by vi... | M.A.C | [
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1304168522 | *Macely* Good Afternoon Apple Cinnamon TEA Bb 30ml/1fl.zo Spa 20 Pa++ / Bb Sunblock Cream | A brightening BB Cream that re-illuminates skin with apple extract and detoxifies impurities with cinnamon, promoting a more even and brighter skin tone | null | [
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1304174867 | *Macely* Good Afternoon Honey Black Tea -- Elastic Durable Spf20 Pa+ | Pure natural honey extract contains a variety of inorganic salts and vitamins, iron, calcium, copper, manganese, potassium, phosphorus and other organic acids and trace elements beneficial to human health, making the skin more elastic, promote skin the new supersedes the old., enhance skin vitality and antibacterial ca... | null | [
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1304196070 | Max Factor Lasting Performance Foundation -Soft Beige 105 35ml | Lasting Performance Liquid Make-up feels natural on the skin because it is specially designed with silicones that feel lighter and less greasy than some traditional oil based formulas.Ingredients
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1304196046 | Max Factor Lasting Performance Foundation - Fair 100 35ml | Lasting Performance Liquid Make-up feels natural on the skin because it is specially designed with silicones that feel lighter and less greasy than some traditional oil based formulas.Ingredients
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1304351475 | NEW EUROPEAN COLLECTION Too Faced Natural Eyes Shadow Palette 9 Colors | Too Faced *Natural Eyes Shadow Palette*
Colors include: Heaven, Silk Teddy, Nude Beach, Velvet Revolver, Push-up, Honey Pot, Sexspresso, Erotica, and Cocoa Puff.
Collectible tin version
New in Box
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1304488608 | Mac Elaborate 12 Colors N 2 Palette | Set of 12 COLORS EYESHADOW PALETTE LIMITED EDITION
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1304511154 | Mac Magic N 8 Leopard 12 Eyeshadow Palette European Collection | Weightless color glides on smoothly and easily with fingertips.Fragrance-free, irritant-free, suitable for contact lens wearers
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1304495396 | Mac N 1 Professional 18 Color Eyeshadow Palette | High quality ingredients with silky shine color, can last for all day long! No dye and will not form a annoying eyeshadow mark! Perfect for both Professional Salon or Home use! Feel light and soft,easily create clear and brilliant eye makeup finish. Portable and convenient to use. Very pigmented and vibrant, easy to ma... | null | [
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1304511146 | Mac Magic N 7 Leopard 12 Eyeshadow Palette European Collection | Weightless color glides on smoothly and easily with fingertips.Fragrance-free, irritant-free, suitable for contact lens wearers
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5357955832 | Kms California Kms California Flat Out Hot Pressed Spray 200Ml | Kms california flatout hot pressed spray straightens your extremely curly hair, while providing thermal protection. It has been created to protect your hair from the heat of styling tools. Get sleek, straight and shiny hair with this fig and jojoba fragranced flatout hot pressed spray! formulated with a kms iops (insid... | KMS | [
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6022600812 | 2in1 Zebra Aluminum Makeup Cosmetic Train Rolling Case Hair Style Lockable Box | This trolley makeup case kit is very popular amongst makeup artists and hairstylists alike. It features a large base compartment and detachable top case compartment making it convenient use and customizable. In line skate wheels for easy mobility and settling. This makeup cosmetic case is the perfect choice for organiz... | Generic | [
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6022600804 | 38" 2in1 Rolling Makeup Artist Cosmetic Train Case Aluminum Hair Style Box Lock | This trolley makeup case kit is very popular amongst makeup artists and hairstylists alike. It features a large base compartment and detachable top case compartment making it convenient use and customizable. In line skate wheels for easy mobility and settling. This makeup cosmetic case is the perfect choice for organiz... | Generic | [
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6022600790 | Pro Cosmetic Makeup Artist Rolling Aluminum Train Case Hair Style Box Black | Brand New Black 2 in 1 Professional Rolling Makeup Train Case with Drawer Bar
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602260074X | Professional Large Black Aluminum Cosmetic Box Train Makeup Artist Storage Case | This pro makeup case features a large base compartment and 2 extendable trays making it convenient use and customizable. The large base compartment is big enough to hold your bottles and palettes. This makeup case is the perfect choice for organization of all your cosmetics. Completes with handle and shoulder strap gre... | Generic | [
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6022600685 | Professional Hair Stylist Aluminum Rolling Tool Box Makeup Artist Salon Train Case | Brand New Traveler Portable Stylist Train Case with Wheels & Telescoping Handle.
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6041134473 | Cellulite Massager Face Lift Face Massager 24k Gold Beauty Bar- Perfect Custom Fit Travel Bag for Your Awesome Device- Best 100% Satisfaction Money Back Guarantee- Click the "Add to Cart" Button Now to Make Your Skin Look & Feel Younger! | Restore your skin's firmness and elasticity.
Gold has magic energy of resisting oxidation.
Tightens your skin & see your skin turn soft & elastic
Reshapes your face contour to reveal your youthful look
The 24K Gold Y shape beauty bar will beautify your skin.
All you need is 3 minutes a day, and then you will se... | null | [
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6040652705 | Atnails Nail Uv Gel - Extreme White - French Manicure 20 Ml | Cure time: 3 minutes. Performs with ease when sculpting or creating that pristine smile line. | null | [
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6041134511 | 24k Gold Vibrating Face Lifting Tightening T Shape Patented Beauty Bar, Face Lift Device, Slim Face Face Lift Massager | Gold has magic energy of resisting oxidation.
With the high technology processed gold beauty bar and ion current slight vibration , it can go deep into your skin and release active ingredients to activate subcutaneous fibrous tissue and improve regeneration of collagen.
Enhances the tightness of fibrous tissue of t... | null | [
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"6041134473"
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604113449X | Derma Roller Titanium 1.0mm 600 Micro Needles Skin Care System-Best Facial 600 Microneedle Roller for Cellulite & Wrinkle Removal to Treat Aged Skin, Fine Lines, Crows Feet, Hyper-pigmentation-Stimulates Collagen and Elastin Production to Make Your Skin Firmer Tighter and Smoother Through Dermatology Therapy & ... | The Extra 600 Titanium Micro Needles per roller head in comparison with the standard 192 needles insures greater penetration in much less time. • The 600 Titanium performs comfortable treatments due to the increased density of punctures per cm2 and due to the titanium sharp edges. • The 600 Titanium gives... | null | [
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6053640972 | Toppik Hair Building Fibers Travel Size Small Dark Brown (2.5gm), Cover Bald Spots Instantly, Hair Loss Concealer, "HAIR TRANSPLANT", Keratin Fiber" | Worried about your hair loss, tired of using products that promise results and never give? Or wait 6 to12 months to see the poor results of a shampoo, lotion or pills? The solution is TOPPIK... | null | [
[
"Beauty",
"Hair Care",
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]
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"B00D8CQ8ZS",
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] | [
"B0072CSOYI",
"B006O4QE74",
"B006O4R3L0"
] | [
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End of preview. Expand in Data Studio
Amazon Beauty Dataset
Directory Structure
metadata: Contains product information.
reviews: Contains user reviews about the products.
filtered:
- e5-base-v2_embeddings.jsonl: Contains "asin" and "embeddings" created with e5-base-v2.
- metadata.jsonl: Contains "asin" and "text", where text is created from the title, description, brand, main category, and category.
- reviews.jsonl: Contains "reviewerID", "reviewTime", and "asin". Reviews are filtered to include only perfect 5-star ratings with a minimum of 5 ratings.
Usage
Download metadata
metadata = load_dataset(path="Studeni/Amazon_Beauty_2014", name="metadata", split="train")
Download reviews
metadata = load_dataset(path="Studeni/Amazon_Beauty_2014", name="reviews", split="train")
Download filtered files
filtered_reviews = load_dataset(
path="Studeni/Amazon_Beauty_2014",
data_files="filtered/reviews.parquet",
split="train",
)
📎 Note: You can set any file or list of files from the "filtered" directory as the "data_files" argument.
Citation
Amazon Reviews 2023
@article{hou2024bridging,
title={Bridging language and items for retrieval and recommendation},
author={Hou, Yupeng and Li, Jiacheng and He, Zhankui and Yan, An and Chen, Xiusi and McAuley, Julian},
journal={arXiv preprint arXiv:2403.03952},
year={2024}
}
Amazon Reviews 2018
@inproceedings{ni2019justifying,
title={Justifying recommendations using distantly-labeled reviews and fine-grained aspects},
author={Ni, Jianmo and Li, Jiacheng and McAuley, Julian},
booktitle={Proceedings of the 2019 conference on empirical methods in natural language processing and the 9th international joint conference on natural language processing (EMNLP-IJCNLP)},
pages={188--197},
year={2019}
}
Amazon Reviews 2014
@inproceedings{he2016ups,
title={Ups and downs: Modeling the visual evolution of fashion trends with one-class collaborative filtering},
author={He, Ruining and McAuley, Julian},
booktitle={proceedings of the 25th international conference on world wide web},
pages={507--517},
year={2016}
}
@inproceedings{mcauley2015image,
title={Image-based recommendations on styles and substitutes},
author={McAuley, Julian and Targett, Christopher and Shi, Qinfeng and Van Den Hengel, Anton},
booktitle={Proceedings of the 38th international ACM SIGIR conference on research and development in information retrieval},
pages={43--52},
year={2015}
}
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