WLiK/LLM4Rec-Awesome-Papers

A list of awesome papers and resources of recommender system on large language model (LLM).

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Emerging

This project helps anyone building or researching recommendation systems stay current with the latest advancements in using large language models (LLMs). It provides a curated list of academic papers and related open-source projects, categorized by technical approach. Researchers and data scientists in e-commerce, content platforms, or any domain requiring personalized suggestions would use this to inform their work and discover new methods.

2,229 stars. No commits in the last 6 months.

Use this if you are a researcher or practitioner exploring how large language models can enhance or power your recommendation systems.

Not ideal if you are looking for an off-the-shelf recommendation system or a basic introduction to recommender systems without the LLM focus.

recommendation-systems e-commerce-personalization content-discovery machine-learning-research data-science
No License Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 8 / 25
Community 19 / 25

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Mar 17, 2025

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