A Survey on Large Language Models for Recommendation

A Survey on Large Language Models for Recommendation - arXiv

This survey presents a taxonomy that categorizes these models into two major paradigms, respectively Discriminative LLM for Recommendation (DLLM4Rec) and ...

A survey on large language models for recommendation

This survey presents a taxonomy that categorizes these models into two major paradigms, respectively Discriminative LLM for Recommendation (DLLM4Rec) and ...

A Survey on Large Language Models for Recommendation

This survey presents a taxonomy that categorizes these models into two major paradigms, respectively Discriminative LLM for Recommendation (DLLM4Rec) and ...

WLiK/LLM4Rec-Awesome-Papers - GitHub

LLM for Recommendation Systems. A list of awesome papers and resources of recommender system on large language model (LLM). News: Our ...

Large Language Models for Generative Recommendation: A Survey ...

This survey reviews the progress, methods, and future directions of LLM-based generative recommendation by examining three questions: 1) What generative ...

[PDF] A Survey on Large Language Models for Recommendation

This survey presents a taxonomy that categorizes existing LLM-based recommendation systems into two major paradigms, ...

Large Language Models for Generative Recommendation - Lei Li

This survey reviews the progress, methods, and future directions of LLM-based generative recommendation by examining three questions: 1) What generative.

Paper page - A Survey on Large Language Models for Personalized ...

This has led to a paradigm shift in the realm of personalized and explainable recommendations, as LLMs offer a versatile toolset for processing ...

A Survey on Large Language Models for Recommendation

LLMs can excel at learning universal representations. These models leverage high-quality textual representations and extensive external ...

Multimodal and Large Language Model Recommendation System ...

(2) Is ID embedding necessary for recommender models, can we replace or abondon it? (3) Will recommender systems shift from a matching paradigm ...

nancheng58/Awesome-LLM4RS-Papers: Large Language ... - GitHub

This is a paper list about Large Language Model-enhanced Recommender System. It also contains some related works. Keywords: recommendation system, large ...

Large Language Models for Recommendation - ACM Digital Library

Abstract. The powerful large language models (LLMs) have played a pivotal role in advancing recommender systems. Recently, in both academia and ...

Tutorial on Large Language Models for Recommendation

Large language models (LLMs) have significantly influenced recommender systems. Both academia and industry have shown growing interest in developing LLMs ...

Recommender Systems in the Era of Large Language Models (LLMs)

A novel taxonomy is introduced that originates from the intrinsic essence of recommendation, delving into the application of large language model-based ...

Tutorial on Large Language Models for Recommendation

Can we Handle all RecSys tasks Together? • A diverse set of recommendation tasks. • Rating Prediction. • Item Ranking. • Sequential Recommendation.

Large language models in recommendation systems - Techblog

Recommendation systems model architectures. The evolution of recommender systems has seen a shift from early, simple techniques, such as ...

Large Language Models for Generative Recommendation: A Survey ...

This survey reviews the progress, methods and future directions of LLM-based generative recommendation by examining three questions: 1) What ...

Recommender Systems in the Era of Large Language Models (LLMs)

For example, a recommendation algorithm is well-trained on a user-item rating matrix for predicting movies' rating scores, while it is challenging for this ...

A survey on large language model based autonomous agents

Recommender AI agent: integrating large language models for interactive recommendations. 2023, arXiv preprint arXiv: 2308.16505. Zhang C ...

Large Language Models for Generative Recommendation: A Survey ...

Large language models (LLM) not only have revolutionized the field of natural language processing (NLP) but also have the potential to reshape many other ...