CHIANGEL/Awesome-LLM-for-RecSys resource

Health v2 · maintenance only

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1550 stars · 89 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of papers and resources on applying large language models to recommender systems, accompanying a survey published in ACM TOIS. It organizes research by where the LLM is adapted in the recommendation pipeline and tracks the newest works separately.

Use cases

• find papers on LLM-based recommender systems
• survey how LLMs can improve recommendations
• research LLM4Rec topics for a literature review
• keep up with the latest LLM recommender system research
• learn taxonomy of LLM usage in recommendation pipelines
• find baselines for LLM-enhanced recommendation experiments

When to choose

• starting research on LLMs for recommender systems
• building a related-work section on LLM4Rec
• tracking new papers in this niche

When to avoid

• you need runnable recommender system code
• you want a production recommendation engine
• you need non-LLM classical RecSys resources only

Facets

learning-resource · maturity active

documentation large-language-models artificial-intelligence awesome-lists tutorials awesome-list recommender-systems survey papers llm4rec web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="CHIANGEL/Awesome-LLM-for-RecSys")