Team NVIDIA has triumphed at the Amazon KDD Cup 2024, securing first place Friday across all five competition tracks.
The team - consisting of NVIDIANs Ahmet Erdem, Benedikt Schifferer, Chris Deotte, Gilberto Titericz, Ivan Sorokin and Simon Jegou - demonstrated its prowess in generative AI, winning in categories that included text generation, multiple-choice questions, name entity recognition, ranking, and retrieval.
The competition, themed Multi-Task Online Shopping Challenge for LLMs, asked participants to solve various challenges using limited datasets.
The new trend in LLM competitions is that they don't give you training data, said Deotte, a senior data scientist at NVIDIA. They give you 96 example questions - not enough to train a model - so we came up with 500,000 questions on our own.
Deotte explained that the NVIDIA team generated a variety of questions by writing some themselves, using a large language model to create others, and transforming existing e-commerce datasets.
Once we had our questions, it was straightforward to use existing frameworks to fine-tune a language model, he said.
The competition organizers hid the test questions to ensure participants couldn't exploit previously known answers. This approach encourages models that generalize well to any question about e-commerce, proving the model's capability to handle real-world scenarios effectively.
Despite these constraints, Team NVIDIA's innovative approach outperformed all competitors by using Qwen2-72B, a just-released LLM with 72 billion parameters, fine-tuned on eight NVIDIA A100 Tensor Core GPUs, and employing QLoRA, a technique for fine-tuning models with datasets.
About the KDD Cup 2024 The KDD Cup, organized by the Association for Computing Machinery's Special Interest Group on Knowledge Discovery and Data Mining, or ACM SIGKDD, is a prestigious annual competition that promotes research and development in the field.
This year's challenge, hosted by Amazon, focused on mimicking the complexities of online shopping with the goal of making it a more intuitive and satisfying experience using large language models. Organizers utilized the test dataset ShopBench - a benchmark that replicates the massive challenge for online shopping with 57 tasks and about 20,000 questions derived from real-world Amazon shopping data - to evaluate participants' models.
The ShopBench benchmark focused on four key shopping skills, along with a fifth all-in-one challenge:
Shopping Concept Understanding: Decoding complex shopping concepts and terminologies.
Shopping Knowledge Reasoning: Making informed decisions with shopping knowledge.
User Behavior Alignment: Understanding dynamic customer behavior.
Multilingual Abilities: Shopping across languages.
All-Around: Solving all tasks from the previous tracks in a unified solution.
NVIDIA's Winning Solution NVIDIA's winning solution involved creating a single model for each track.
The team fine-tuned the just-released Qwen2-72B model using eight NVIDIA A100 Tensor Core GPUs for approximately 24 hours. The GPUs provided fast and efficient processing, significantly reducing the time required for fine-tuning.
First, the team generated training datasets based on the provided examples and synthesized additional data using Llama 3 70B hosted on build.nvidia.com.
Next, they employed QLoRA (Quantized Low-Rank Adaptation), a training process using the data created in step one. QLoRA modifies a smaller subset of the model's weights, allowing efficient training and fine-tuning.
The model was then quantized - making it smaller and able to run on a system with a smaller hard drive and less memory - with AWQ 4-bit and used the vLLM inference library to predict the test datasets on four NVIDIA T4 Tensor Core GPUs within the time constraints.
This approach secured the top spot in each individual track and the overall first place in the competition-a clean sweep for NVIDIA for the second year in a row.
The team plans to submit a detailed paper on its solution next month and plans to present its findings at KDD 2024 in Barcelona.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
02/05/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
01/05/2026
January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...
01/04/2026
January 4 2026, 18:00 (PST) DOLBY AND DOUYIN EMPOWER THE NEXT GENERATON OF CREATORS WITH DOLBY VISION
Douyin Users Can Now Create And Share Videos With Stun...
03/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
03/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
02/03/2026
NBC Sports selected Imaginary Forces to create the main title sequence for the M...
02/03/2026
The NFL announces the launch of the NFL Draft Innovation Challenge, a new crowds...
02/03/2026
The World Teleport Association (WTA) has named Skyline Communications' DataMiner SatOps solution as a finalist for the 2026 Teleport Technology of the Year ...
02/03/2026
Ventum Tech announces a strategic partnership with Pixotope, a real-time graphic...
02/03/2026
Victory , a free, ad-supported sports streaming service, announces the launch of...
02/03/2026
Global powerhouse Delta Goodrem to represent Australia at this year's Eurovi...
02/03/2026
SBS brings together prominent voices to discuss rising social division and seek ...
02/03/2026
NITV Unveils Wednesday Night Sport Night
Media releases
A Midweek Hub for Blak Sport
Flagship NRL program Over The Black Dot moves to Wednesdays at 9:30pm
...
02/03/2026
Rohde & Schwarz demonstrates FR1-FR3 carrier aggregation, advancing 6G readiness Rohde & Schwarz and Qualcomm Technologies, Inc. have reached another pivotal ...
02/03/2026
MELBOURNE, Fla., March 2, 2026 - L3Harris Technologies (NYSE: LHX) today announc...
02/03/2026
Harvey Norman tops New Zealand's biggest ad spenders as retail leads and telcos and beverages sure Auckland March 3, 2026 - Nielsen's New Zealand'...
02/03/2026
aconnic AG (ISIN: DE000A0LBKW6), Munich, and Arqit Quantum Inc. (Nasdaq: ARQQ, A...
02/03/2026
Advanced Systems Group, LLC (ASG), a technology and services provider for media creatives and content owners, has appointed Jody Boatwright as Chief Strategy Of...
02/03/2026
Lightware, an industry leader in signal management, is reinforcing its commitment to simplifying complex AV environments with the continued evolution of its TPN...
02/03/2026
ZEISS Cinema opens its doors to an exclusive screening, filmmakers Q&A and hands-on showcase of the new ZEISS Aatma lens family on Tuesday, March 10, 6:00-9:00 ...
02/03/2026
To expand the creative potential of the compact Astera QuikBeam, DoPchoice introduces the SNAPBAG Round. The new light-shaping accessory transforms the powerfu...
02/03/2026
Douglas Dubler
On a rooftop in New York City, veteran photographer Douglas Dubler watched the sun's angle shift across the urban landscape, his internal cl...
02/03/2026
ZEISS is expanding its Otus ML lens family with the introduction of the new ZEISS Otus ML 1.4/35. This manual-focus lens is designed for photographers who live ...
02/03/2026
Matthews Studio Equipment now offers the new Dinkum Systems White FlexiMount and Phone Mount Kit, a compact, highly adaptable setup for mobile content creation...
02/03/2026
Luxembourg, February 26, 2026 - SES and Africa Mobile Network (AMN) have expande...
02/03/2026
02 03 2026 - Media release Ausfilm and Screen Australia launch joint UK market initiative
Ausfilm and Screen Australia have announced Partner with Australia (...
02/03/2026
Monday 2 March 2026
Saturday Night Live UK announces writing team
L-R: Jonno Johnson; Charlie Skelton; Celya AB; Omar Badawy; Gr inne Maguire; Laura Claxton; ...
02/03/2026
Back to All News
Netflix Unveils the Trailer for 53 Sundays, the New Film by Cesc Gay
Entertainment
02 March 2026
GlobalSpain
Link copied to clipboard
Dis...
28/02/2026
With two features seen in Formula 1 coverage, the broadcaster aims to bring view...
28/02/2026
Secretary of War Pete Hegseth addresses a crowd of approximately 1,500 L3Harris employees in Camden, Arkansas, as part of his Arsenal of Freedom tour....
28/02/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/02/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/02/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/02/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/02/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
28/02/2026
Berklee Presents Mambo Mania: Eguie Castrillo and the Berklee All-Stars Big Band...
28/02/2026
Berklee Announces Two New Summer Programs in Los Angeles The Berklee Music Business Program and Electronic Music Production and Sound Design Workshop bring imme...
28/02/2026
AI-RAN is moving from lab to field, showing that a software-defined approach is ...
28/02/2026
Autonomous networks - intelligent, self-managing telecommunications operations -...
28/02/2026
Back to All News
Final Trailer for BEASTARS Final Season Part 2' Roars Tow...
28/02/2026
New way to intentionally discover molecular glues could expand drug discovery Scripps Research scientists and colleagues show how drugs that eliminate certain d...
27/02/2026
The E.W. Scripps Company names Oliver Gray as Vice President, Network Sports and...
27/02/2026
The Gotham Sports App, the exclusive direct-to-consumer streaming home of MSG Networks and the YES Network, is now available for purchase through Prime Video fo...
Team NVIDIA has triumphed at the Amazon KDD Cup 2024, securing first place Friday across all five competition tracks.
