Recommender systems in the era of large language models (llms)
With the prosperity of e-commerce and web applications, Recommender Systems (RecSys)
have become an important component of our daily life, providing personalized suggestions …
have become an important component of our daily life, providing personalized suggestions …
A survey on large language models for recommendation
Abstract Large Language Models (LLMs) have emerged as powerful tools in the field of
Natural Language Processing (NLP) and have recently gained significant attention in the …
Natural Language Processing (NLP) and have recently gained significant attention in the …
Recommender systems in the era of large language models (llms)
With the prosperity of e-commerce and web applications, Recommender Systems (RecSys)
have become an indispensable and important component in our daily lives, providing …
have become an indispensable and important component in our daily lives, providing …
Recommendation as instruction following: A large language model empowered recommendation approach
In the past decades, recommender systems have attracted much attention in both research
and industry communities. Existing recommendation models mainly learn the underlying …
and industry communities. Existing recommendation models mainly learn the underlying …
Towards open-world recommendation with knowledge augmentation from large language models
Recommender system plays a vital role in various online services. However, its insulated
nature of training and deploying separately within a specific closed domain limits its access …
nature of training and deploying separately within a specific closed domain limits its access …
Powerinfer: Fast large language model serving with a consumer-grade gpu
This paper introduces PowerInfer, a high-speed Large Language Model (LLM) inference
engine on a personal computer (PC) equipped with a single consumer-grade GPU. The key …
engine on a personal computer (PC) equipped with a single consumer-grade GPU. The key …
On protecting the data privacy of large language models (llms): A survey
Large language models (LLMs) are complex artificial intelligence systems capable of
understanding, generating and translating human language. They learn language patterns …
understanding, generating and translating human language. They learn language patterns …
How can recommender systems benefit from large language models: A survey
With the rapid development of online services and web applications, recommender systems
(RS) have become increasingly indispensable for mitigating information overload and …
(RS) have become increasingly indispensable for mitigating information overload and …
LLM4DyG: can large language models solve spatial-temporal problems on dynamic graphs?
In an era marked by the increasing adoption of Large Language Models (LLMs) for various
tasks, there is a growing focus on exploring LLMs' capabilities in handling web data …
tasks, there is a growing focus on exploring LLMs' capabilities in handling web data …
Accessing gpt-4 level mathematical olympiad solutions via monte carlo tree self-refine with llama-3 8b
This paper introduces the MCT Self-Refine (MCTSr) algorithm, an innovative integration of
Large Language Models (LLMs) with Monte Carlo Tree Search (MCTS), designed to …
Large Language Models (LLMs) with Monte Carlo Tree Search (MCTS), designed to …