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Given the interaction history of a user with books as follows: Title: The Goldfinch: A Novel (Pulitzer Prize for Fiction); Author: Visit Amazon's Donna Tartt Page; Review: I loved the beginning of this book - once the scene changed from New York to Las Vegas, the story and the characters went downhill. I kept reading ...
amazon_books
Given the interaction history of a user with books as follows: Title: Midnight Embrace; Author: Visit Amazon's Amanda Ashley Page; Review: I am a true Amanda Ashley fan this book was completely riveting. I enjoyed it from the first word to the last.; Rating: 5.0/5.0 Title: AN Unexpected Gentleman; Author: Visit Amazon...
amazon_books
Given the interaction history of a user with products as follows: Title: DHP 8-Inch Independently-Encased Coil Premium Futon Mattress, Full Size, Tan; Brand: DHP; Review: I must say that I spent long hours, and many weeks researching affordable futons. I finally decided to order this matress with the Alessa metal fram...
amazon_Home_and_Kitchen
Given the interaction history of a user with products as follows: Title: Griffin Technology 4039-EJAM EarJam Earbud Sound Enhancing Covers (Discontinued by Manufacturer); Brand: Griffin Technology; Review: Bought these to enhance the uncomfortable earphones on my wife's new 2nd generation Nano...problem is they don't ...
amazon_Electronics
Given the interaction history of a user with products as follows: Title: Universal Smart Phone/ Smart Tablet Stylus Pen - 5 Pack; Brand: Generic; Review: Just what I needed....so when I loose it...no big deal!; Rating: 4.0/5.0 Title: Generic Styli for iPhone 4G/3G/3GS - Non-Retail Packaging - Pack of 5; Brand: Generic...
amazon_Electronics
Given the interaction history of a user with products as follows: Title: Diadora Forza ID Soccer Cleat (Toddler/Little Kid/Big Kid); Brand: Diadora; Review: Shoes are great for indoor soccer, but they run small. I had to return both pairs for a half size bigger. Kids love them, no sliding on hardwood floor and by next...
amazon_Clothing_Shoes_and_Jewelry
Given the interaction history of a user with books as follows: Title: Baby Signs: How to Talk with Your Baby Before Your Baby Can Talk, New Edition; Author: Linda Acredolo; Review: My son and his wife have included me in the adventure of their first baby by telling me about this great idea/book. This book gives clear ...
amazon_books
Given the interaction history of a user with news articles as follows: Title: Angelina Jolie Says It Was Hard to Find Strength to Play Maleficent Again: 'I Was Pretty Broken'; Abstract: Angelina Jolie Was 'Pretty Broken' Before Maleficent 2; Category: movies Title: Off to the World Series, these Nationals have proved ...
mind
Given the interaction history of a user with books as follows: Title: The Great American Jerky Cookbook: A simple guide to making your own authentic beef jerky; Author: Visit Amazon's Amanda Stock Page; Review: Many repeats of the same basic 2 or 3 "recipes". Glad I have Kindle Unlimited and didn't pay for this one.; ...
amazon_books
Given the interaction history of a user with movies/shows as follows: Title: The Others (2001); Rating: 2.0/5.0 Title: Jurassic Park (1993); Rating: 4.0/5.0 Title: Lethal Weapon 4 (1998); Rating: 3.0/5.0 Title: Tomb Raider (2001); Rating: 2.0/5.0 Title: Titanic (1997); Rating: 4.0/5.0 Title: John Q (2001); Rating: 4.0...
netflix
Given the interaction history of a user with hotels as follows: Title: Comfort Inn Suites McMinnville; City: McMinnville Oregon; Review: This was one of the nicest pet friendly properties we have stayed in over the past ten years. Very clean, large comfortable rooms, good "comp" breakfast and a quiet place to stay des...
hotelrec
Given the interaction history of a user with books as follows: Title: New Food Fast; Author: Visit Amazon's Donna Hay Page; Review: The best cookbook author....easy and delicious recipes that are not too fussy or time consuming and are always fabulous. A must have. Dorick; Rating: 5.0/5.0 Title: Your Long Erotic Weeke...
amazon_books
Given the interaction history of a user with books as follows: Title: The Dangerous Case of Donald Trump: 27 Psychiatrists and Mental Health Experts Assess a President; Author: Visit Amazon's Bandy X. Lee Page; Review: Managing investment funds for private clients this book is most worrying as to how an ignorant, arro...
amazon_books
Given the interaction history of a user with books as follows: Title: Miracles and Massacres: True and Untold Stories of the Making of America; Author: Visit Amazon's Glenn Beck Page; Review: Very good stories that are little known in history. Good read over the winter or waiting in the doctors office because they are...
amazon_books
Given the interaction history of a user with products as follows: Title: CableWholesales RG6 Cable Clip, Black (100 pieces per bag); Brand: Cblwhl; Review: Kept them for when I would need them; Rating: 4.0/5.0 Title: CHANNEL MASTER Antenna Mast Steel Antenna Mast (5ft) (CM-1805); Brand: Channel Master; Review: I didn'...
amazon_Electronics
Given the interaction history of a user with products as follows: Title: Panasonic PP501 Replacement Battery for Panasonic 900MHz Phones; Brand: Panasonic; Review: This phone battery is exactly right for my phone and works perfectly. I'm very pleased with it, especially the price when compared to buying it at my local...
amazon_Electronics
Given the interaction history of a user with hotels as follows: Title: Russell Hotel; City: Royal Tunbridge Wells Kent England; Review: We are not by nature the type of people that moan about hotels we have the philosophy of make the best of what you've got and get on with it, but we were so disapointed with this hote...
hotelrec
Given the interaction history of a user with movies/shows as follows: Title: Ray (2004); Rating: 5.0/5.0 Title: S.W.A.T. (2003); Rating: 2.0/5.0 Title: The Grudge (2004); Rating: 3.0/5.0 Title: Daddy Day Care (2003); Rating: 3.0/5.0 Title: Broken Arrow (1996); Rating: 4.0/5.0 Title: The Manchurian Candidate (2004); Ra...
netflix
Given the interaction history of a user with books as follows: Title: My So-Called Life as a Proverbs 31 Wife: A One-Year Experiment...and Its Surprising Results; Author: Visit Amazon's Sara Horn Page; Review: What a great read. I can relate to so many of the things she talks about! If you're feeling a little overwhel...
amazon_books
Given the interaction history of a user with news articles as follows: Title: The entire Fortnite ecosystem has been sucked into a virtual black hole, and the game is down; Abstract: What happens when the world's most popular game shuts down?; Category: news Title: 2014 photograph shows earlier ties between Trump and ...
mind
Given the interaction history of a user with products as follows: Title: Dansko Women's Edda Oxford; Brand: ; Review: Ok when worn with thick socks, overall the fit is big. I ordered a 6.5, returned them and got the 6 which is still a little big for me.; Rating: 4.0/5.0 Title: West Blvd Women's Mid Calf Waterproof Rai...
amazon_Clothing_Shoes_and_Jewelry
Given the interaction history of a user with news articles as follows: Title: Bill O'Reilly said he doubts mom works 4 jobs. She says he 'doesn't have a clue'; Abstract: Gina Giambone says she actually juggles 5 part-time gigs to earn enough for her and her adult special-needs daughter; Category: finance Title: Former...
mind
End of preview. Expand in Data Studio

RecGPT: Generative Pre-training for Text-based Recommendation

We present the first domain-adapted and fully-trained large language model, RecGPT-7B, and its instruction-following variant, RecGPT-7B-Instruct, for text-based recommendation. Experimental results on rating prediction and sequential recommendation tasks show that our model, RecGPT-7B-Instruct, outperforms previous strong baselines. The general architecture and experimental results of RecGPT can be found in our paper:

@inproceedings{RecGPT,
title     = {{RecGPT: Generative Pre-training for Text-based Recommendation}},
author    = {Hoang Ngo and Dat Quoc Nguyen},
booktitle = {Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics},
year      = {2024}
}

We publicly release the RecGPT models along with their pre-training and fine-tuning datasets. Please cite our paper whenever RecGPT or the datasets are used to help produce published results or are incorporated into other software. For further information or requests, please go to RecGPT's homepage!

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