CHIANGEL/Awesome-LLM-for-RecSys

Survey: A collection of AWESOME papers and resources on the large language model (LLM) related recommender system topics.

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Established

This resource provides a comprehensive collection of research papers and materials exploring how large language models (LLMs) can enhance recommender systems. It organizes recent advancements in areas like feature engineering, user/item representation, and explanation generation, offering a structured overview of this rapidly evolving field. Researchers and practitioners in recommender systems, particularly those interested in leveraging cutting-edge AI for improved personalization, will find this collection valuable.

1,519 stars.

Use this if you are a researcher or practitioner in recommender systems looking to understand the latest applications and techniques involving large language models.

Not ideal if you are a business user seeking a ready-to-deploy LLM-powered recommendation solution or an engineer looking for direct code implementations.

recommender-systems information-retrieval personalized-recommendations AI-research machine-learning
No Package No Dependents
Maintenance 10 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 16 / 25

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1,519

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86

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License

MIT

Last pushed

Jan 17, 2026

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