Bridging Language and Items for Retrieval and Recommendation
Paper • 2403.03952 • Published
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"Personalized Your Garmin Vivofit 4 Activity Tracker with this refined replacement wrist band",
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"Easy and direct installation and removal. Replacement Bands Only! Garmin device NOT included",
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B0822SL7JX | May Chen Compatible with MacBook Pro 16 inch Case 2020 2019 Release A2141 with Touch Bar&Touch ID, Plastic Hard Shell Case with Keyboard Cover + Screen Protector, Abstract Leaves | [
"May Chen High Quality Plastic Hard Shell Case & Keyboard cover and Screen protector and Dust plug Designed ONLY to be compatible with 2019 Release For Macbook Pro 16 inch Model:A2141. Please kindly check the model number \"\"A1xxx\"\"on the bottom of the notebook before you purchase, make sure you choose the exact... | 26.99 | 26.99 | 4.5 | 649 | [
"【 COMPATIBLE WITH 】 Designed to Fits Perfectly New For MacBook Pro 16 inch with Retina Display A2141 2019 Release,Please kindly check model number \"A1xxx\"on the back of the for MacBook before your purchase.",
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B0BSQL7M51 | PNY 1TB PRO Elite Class 10 U3 V30 microSDXC Flash Memory Card - 100MB/s, Class 10, U3, V30, A2, 4K UHD, Full HD, UHS-I, micro SD | [
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B08K2T4JFQ | JBL FLIP 5 - Waterproof Portable Bluetooth Speaker Made from 100% Recycled Plastic - Blue (Renewed) | [
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B07MVKYVVL | 10-Pack Replacement Clamp Bluetooth Ear Hook Loop Clip Replacement - Set Of 5 Black SMALL Clamps + 5 Pack Black Large Clamps Shape Clear Hook for Samsung, Motorola, LG & Other Bluetooth Headsets | [
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B0821M984B | Cable Raceways - Floor Cord Protector Cable Shield Cord Cover PVC Floor Wire Protect | [
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B06XKRXLDR | KHOMO - iPad 2 3 and 4 Generation Case - DUAL Series - Super Slim Black Cover with Rubberized back and Smart Auto Wake Sleep Feature for Apple iPad 2, 3rd and 4th. | [
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B0C3VJHW5Z | BORIYUAN iPad Mini 6 Keyboard Case 2021, 7 Colors Backlit Detachable Keyboard Slim Folio Smart Cover for iPad Mini 6th Generation 8.3 inch – Black | [
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B01N1TCT1Z | AK Bands Compatible with Fitbit Alta HR Bands, Genuine Leather Adjustable Comfortable Wristbands for Fitbit Alta HR/Fitbit Alta | [
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B0067HY1EQ | Tiffen 77mm Photo Essentials Kit with UV Protector, 812 Color Warming, Circular Polarizing Glass Filters and 4 Pocket Pouch | [
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B01MZA1AB2 | Intel Dual Band Wireless-Ac 8265 w/Bluetooth 8265.NGWMG | [
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B07M67FJDB | CaseBot Leather Case for Kindle Oasis (10th and 9th Gen, 2019 and 2017 Release) - Slim Fit Protective Cover, Black | [
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B0993H9FLR | Alcatel Joy Tab 2 8 inch 2020 Kids Case(Model 9032Z), Alcatel Joy Tab 2 Case-SHREBORN Kids Shockproof Handle Friendly Case with Stand for Metroby t-Mobile Alcatel Joy Tab 2 8" 2020 Tablet(Blue) | [
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B0B9JTJK7W | Valkit for New iPad Pro 12.9 2017 Cover, iPad Pro 12.9 Case, Apple iPad Pro 12.9 Inch 2015 Folio Smart Folio Stand Protective Heavy Duty Rugged Armor Cases with Apple Pencil Holder, Black | [
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... | 22.99 | 22.99 | 4.6 | 2,642 | [
"【 Great Compatibility 】 Both work with Apple iPad Pro 12.9 inch 2017 Edition [ A1670 / A1671 ] and iPad Pro 12.9 inch 2015 [ A1584 / A1652 ] Edition (Not included Apple pencil and iPad device). ***** Not Compatible with any other iPad model.",
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B01N4IEZ67 | LZCT 4K HDMI 2.0 Cable 100FT Unidirectional High-Speed HDMI Cord V2.0 with Built-in Signal Booster Support 3D UHD 2160P HDR 1080P with Ethernet and ARC(Length from 3' to 125') Dual Color Mould | [
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B00XIT6C20 | Metra TYTO-01 JBL Amplifier Interface Harness & Metra 70-8114 Steering Wheel Control Wire Harness with RCA for 2003-Up Select Toyota/Scion/Lexus Vehicles | [
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"Product 1: For select 2005-2007 Toyota JBL and JBL Synthesis amplified audio system",
"Product 1: Adjustable input gain",
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B07Q1JN792 | C&E High Speed HDMI Cable with Ethernet Black, (6 Feet/1.8 Meters), Supports 4K, 3D and Audio Return | [
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"Category 2 Certified - Super High Quality HDMI Cable for 3D Tv's With 2.0/1.4a/1.4/1.3c/1.3b devices and Supports 3D Movies.",
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B09WZSDM22 | SUPCASE Unicorn Beetle Case for MacBook Pro 14 Inch (2023/2021) A2779 M2 Pro / M2 Max & A2442 M1 Pro / M1 Max, Dual Layer Hard Shell Protective Cover for MacBook Pro 14" with Touch ID (Lilac) | [
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B08BCTB6HF | Bingfu UHF PL259 Male to SO239 Female RG58 Antenna Extension Coax Jumper Cable 5m 16.5 feet for Vehicle CB Radio Ham Radio Two Way Radio Amateur Radio Walkie Talkie VHF Radio | [
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B08Y5C187B | Elook Car Cassette Aux Adapter, 3.5mm Universal Audio Cable Tape Adapter for Car, Phone, MP3 ect. Black | [
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B08LN5LK85 | Charger Fit for Samsung Laptop (with UL Safety Certification)(Round Tip)(Compatible with XE500C13) | [
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"Fit for Samsung Laptop (with UL Safety Certification)(Round Tip)",
"Manufacturer Contact Information",
"Fujian, China"
] | 14.99 | 14.99 | 4.6 | 509 | [
"⛑️ Safety - Compliant with UL safety certification products, the most basic thing we sell chargers is to ensure your safe use",
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B08ZYX4D4K | Corsair 4GB(2x2GB)(Dual Channel Kit) 1333MHz DDR3 Desktop Memory (PC3 10666) 1.5V | [
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B096NCPQC2 | Sony MDR-E9LPB Headphone | [
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"Sony écouteurs E9 noirs"
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B01FB654PI | NETGEAR AC1600 WiFi VDSL/ADSL Modem Router – 802.11ac Dual Band Gigabit (D6400-100NAS) | [
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B07X98BD2G | MoKo Case Fit iPad Mini 3/2/1- Light Weight Shock Proof Soft Silicone Back Cover [Kids Friendly] Fit iPad Mini 1 (2012), iPad Mini 2 (2013), iPad Mini 3 (2014), Blue | [
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B0C4T41XL9 | defean HD4.50BTNC Upgrade Quality Sheepskin Leather Ear Pads - Ear Cushion Replacement Compatible with Sennheiser HD 4.50BT HD 4.40BT 4.30BT Headset, High-Density Noise Cancelling Foam, Memory Foam | [
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B084HR4X5P | Dteck iPad 9.7 Inch 2017 / iPad Air 2 / iPad Air Case - [Multi-Angle Viewing] PU Leather Folio Smart Cover with Auto Wake/Sleep Wallet Protect Case for Apple iPad 9.7 2017 Model/Air 1 2,Colour Alpaca | [
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": A1474 or A1475 or A1476",
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B00SK0FOHG | Logitech Wireless Touch Keyboard K400 with Built-In Multi-Touch Touchpad, Black (Renewed) | [
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B08SCLGXRV | YOUKEX Nylon Watch Band Compatible with Fitbit Charge 3 Band/Fitbit Charge 4 Bands/SE HR Band, Soft Breathable Replacement Wristband Sport Strap with Band for Women Men | [
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B001SER460 | Canon PowerShot D10 12.1 MP Waterproof Digital Camera with 3x Optical Image Stabilized Zoom and 2.5-Inch LCD (OLD MODEL) | [
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null
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B071QZ5JL1 | USB 3.0 Extension Cable 20Ft, TanGuYu USB 3.0 Extender Cord Type A Male to A Female for Oculus VR, Playstation, Xbox, USB Flash Drive, Card Reader, Hard Drive,Keyboard, Printer, Scanner, Camera | [
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B00RVFCFI2 | ExpertPower XP-669 7.5-Inch Dual Band SMA-F Antenna (Black) | [
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... | Cell Phones & Accessories | Electronics |
B07G57JHYP | Laptop Skin Shop 15 15.6 inch Laptop Notebook Skin Sticker Cover Art Decal Fits 13.3" 14" 15.6" 16" HP Dell (Free 2 Wrist Pad Included) Others25-1 (Abstract) | [
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"𝐏𝐑𝐄𝐌𝐈𝐔𝐌 𝐋𝐀𝐏𝐓𝐎𝐏 𝐒𝐊𝐈𝐍 𝐒𝐓𝐈𝐂𝐊𝐄𝐑 𝐃𝐄𝐂𝐀𝐋: Our laptop sticker is made of the finest quality PVC vinyl that makes it highly durable, dustproof, water resistant, non-fading, anti-scratch, and guaranteed to last longer.",
"𝐔𝐍𝐈𝐐𝐔𝐄 𝐃𝐄𝐒𝐈𝐆𝐍 𝐒𝐓𝐈𝐂𝐊𝐄𝐑 𝐅𝐎𝐑 𝐏𝐂: These computer sti... | [
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B07FLXV8TT | ASUS RGB LGA1151 DDR4 5-Way Optimization ATX Motherboard (Z170 Pro Gaming/AURA) | [
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B0BP3ZSMH5 | BTECH, BaoFeng BL-5 Battery Eliminator for for BF-F8HP, UV-5X3, and UV-5R Radios | [
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B09C962K8L | Aluratek 7" Distressed Wood Digital Photo Frame, Auto Slideshow Feature, USB/SD/SDHC Supported, Built-in Clock & Calendar, Easy Setup | [
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"Share the memories: an Aluratek digital frame makes a great gift for grandparents, moms and just about anyone who would like to SHARE in your family's most memorable moments.",
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End of preview. Expand in Data Studio
Amazon Products Sample Dataset
A curated sample of 2,000 popular products from the Amazon Reviews 2023 dataset, designed for educational use in building RAG (Retrieval-Augmented Generation) systems and shopping agents.
Dataset Description
This dataset contains product metadata across 4 categories:
- Electronics (500 products)
- Video Games (500 products)
- Books (500 products)
- Home & Kitchen (500 products)
Products were filtered to include only those with 500+ reviews, ensuring recognizable, well-documented items.
Dataset Structure
Each product includes:
parent_asin: Unique product identifiertitle: Product titledescription: Product description (list of strings)price: Listed price (string)price_numeric: Price as floataverage_rating: Average star rating (1-5)rating_number: Number of reviewsfeatures: Product features (list)categories: Category hierarchy (list)category: Simplified category labelstore: Store/brand nameimages: Product images (list of dicts)main_category: Original main category
Usage
from datasets import load_dataset
dataset = load_dataset("gatech-scheller-ai-in-business/amazon-products")
df = dataset['train'].to_pandas()
# Filter by category
electronics = df[df['category'] == 'Electronics']
Source & Citation
This dataset is derived from the Amazon Reviews 2023 dataset compiled by the McAuley Lab at UC San Diego.
Original Dataset: McAuley-Lab/Amazon-Reviews-2023
Project Page: https://amazon-reviews-2023.github.io/
If you use this data, please cite the original work:
@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}
}
License
This dataset follows the licensing terms of the original Amazon Reviews 2023 dataset. It is intended for research and educational purposes only.
Intended Use
This dataset was created for the Georgia Tech Scheller College of Business course on AI in Business, specifically for assignments involving:
- Building RAG systems for product search
- Creating tool-using LLM agents
- E-commerce recommendation systems
Limitations
- Products are filtered by review count (500+ reviews), which may introduce popularity bias
- Prices and availability may be outdated
- Not intended for production e-commerce applications
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