LLM for Recommendation Systems

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

🎉 News: Our LLM4Rec survey has been released. A Survey on Large Language Models for Recommendation

The related work and projects will be updated soon and continuously.

If our work has been of assistance to you, please feel free to cite our survey. Thank you.

@article{llm4recsurvey,
  author       = {Likang Wu and Zhi Zheng and Zhaopeng Qiu and Hao Wang and Hongchao Gu and Tingjia Shen and Chuan Qin and Chen Zhu and Hengshu Zhu and Qi Liu and Hui Xiong and Enhong Chen},
  title        = {A Survey on Large Language Models for Recommendation},
  journal      = {CoRR},
  volume       = {abs/2305.19860},
  year         = {2023}
}

LLM for Recommendation Systems
Table of Contents
- The papers and related projects

The papers and related projects

No Tuning

Note: The tuning here only indicates whether the LLM model has been tuned.

Name	Paper	Venue	Year	Code	LLM
N/A	Large Language Models as Data Augmenters for Cold-Start Item Recommendation	arXiv	2024	N/A	PaLM
LLM4REC	LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations	arXiv	2024	Python	GPT2
Lite-LLM4Rec	Rethinking Large Language Model Architectures for Sequential Recommendations	arXiv	2024	N/A	T5
Rec-GPT4V	Rec-GPT4V: Multimodal Recommendation with Large Vision-Language Models	arXiv	2024	N/A	GPT4-V, LLaVA2
LLM4Vis	LLM4Vis: Explainable Visualization Recommendation using ChatGPT	EMNLP	2023	Python	GPT
LLMRec	LLMRec: Large Language Models with Graph Augmentation for Recommendation	WSDM	2024	Python	GPT
RLMRec	Representation Learning with Large Language Models for Recommendation	WWW	2024	Python	GPT-3.5
KP4SR	Knowledge Prompt-tuning for Sequential Recommendation	ACM	2023	N/A	GPT-3.5
RecInterpreter	Large Language Model Can Interpret Latent Space of Sequential Recommender	arXiv	2023	Python	LLaMA-7b
N/A	Large Language Models as Zero-Shot Conversational Recommenders	CIKM	2023	Python	GPT-3.5-turbo ,GPT-4,BAIZE,Vicuna
Agent4Rec	On Generative Agents in Recommendation	arxiv	2023	Python	GPT4
N/A	Zero-Shot Recommendations with Pre-Trained Large Language Models for Multimodal Nudging	arxiv	2023	N/A	BLIP-2+GPT4
InteRecAgent	Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations	arxiv	2023	N/A	GPT4
GPT4SM	Are GPT Embeddings Useful for Ads and Recommendation?	KSEM	2023	Python	GPT
LLMRG	Enhancing Recommender Systems with Large Language Model Reasoning Graphs	arxiv	2023	N/A	GPT-3.5/GPT4
RAH	RAH! RecSys-Assistant-Human: A Human-Central Recommendation Framework with Large Language Models	arxiv	2023	N/A	GPT4
LLM-Rec	LLM-Rec: Personalized Recommendation via Prompting Large Language Models	arxiv	2023	N/A	GPT-3
N/A	Beyond Labels: Leveraging Deep Learning and LLMs for Content Metadata	RecSys	2023	N/A	GPT4
N/A	Retrieval-augmented Recommender System: Enhancing Recommender Systems with Large Language Models	RecSys	2023	N/A	ChatGPT
N/A	LLM Based Generation of Item-Description for Recommendation System	RecSys	2023	N/A	Alpaca
N/A	Large Language Models are Competitive Near Cold-start Recommenders for Language-and Item-based Preferences	RecSys	2023	N/A	PaLM
MINT	Large Language Model Augmented Narrative Driven Recommendations	Recsys	2023	N/A	175B InstructGPT
KAR	Towards Open-World Recommendation with Knowledge Augmentation from Large Language Models	arxiv	2023	Python	ChatGLM
RecAgent	RecAgent: A Novel Simulation Paradigm for Recommender Systems	arxiv	2023	Python	ChatGPT
AnyPredict	AnyPredict: Foundation Model for Tabular Prediction	arxiv	2023	N/A	ChatGPT,BioBERT
iEvaLM	Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models	arxiv	2023	Python	ChatGPT
N/A	Large Language Models are Zero-Shot Rankers for Recommender Systems	arxiv	2023	Python	ChatGPT
FaiRLLM	Is ChatGPT Fair for Recommendation? Evaluating Fairness in Large Language Model Recommendation	Recsys	2023	Python	ChatGPT
GENRE	A First Look at LLM-Powered Generative News Recommendation	arxiv	2023	Python	ChatGPT
N/A	Sparks of Artificial General Recommender (AGR): Early Experiments with ChatGPT	arxiv	2023	N/A	ChatGPT
N/A	Uncovering ChatGPT's Capabilities in Recommender Systems	arxiv	2023	Python	ChatGPT
N/A	Is ChatGPT a Good Recommender? A Preliminary Study	arxiv	2023	N/A	ChatGPT
VQ-Rec	Learning vector-quantized item representation for transferable sequential recommenders	ACM	2023	Python	BERT
RankGPT	Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agent	arxiv	2023	Python	ChatGPT/4
GeneRec	Generative Recommendation: Towards Next-generation Recommender Paradigm	arxiv	2023	Python	N/A
NIR	Zero-Shot Next-Item Recommendation using Large Pretrained Language Models	arxiv	2023	Python	GPT-3.5
Chat-REC	Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System	arxiv	2023	N/A	ChatGPT
N/A	Zero-Shot Recommendation as Language Modeling	ECIR	2022	Python	GPT-2
UniCRS	Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning	KDD	2022	Python	GPT-2/ DialoGPT /BART
LLMRec	LLMRec: Large Language Models with Graph Augmentation for Recommendation	WSDM	2024	Python	ChatGPT
K-LaMP	K-LaMP: Knowledge-Guided Language Model Pre-training for Sequential Recommendation	arXiv	2023	N/A	GPT-4

Supervised Fine-Tuning

Name	Paper	Venue	Year	Code	LLM
N/A	Aligning Large Language Models for Controllable Recommendations	arXiv	2024	N/A	llama2
SLIM	Can Small Language Models be Good Reasoners for Sequential Recommendation?	arXiv	2024	N/A	ChatGPT,llama2
GPT-FedRec	Federated Recommendation via Hybrid Retrieval Augmented Generation	arXiv	2024	N/A	E5
NoteLLM	NoteLLM: A Retrievable Large Language Model for Note Recommendation	WWW	2024	N/A	llama2
N/A	Enhancing Recommendation Diversity by Re-ranking with Large Language Models	arXiv	2024	N/A	ChatGPT, LLaMA2
LLama4Rec	Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation	arXiv	2024	N/A	LLaMA
N/A	Large Language Model with Graph Convolution for Recommendation	arXiv	2024	N/A	GPT4,LLaMA2,ChatGLM
LLM-InS	Large Language Model Interaction Simulator for Cold-Start Item Recommendation	arXiv	2024	N/A	LLaMA2
LLM4REC	LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations	arXiv	2024	Python	GPT2
Fed4Rec	LLM-based Federated Recommendation	arXiv	2024	N/A	LLaMA
SPAR	SPAR: Personalized Content-Based Recommendation via Long Engagement Attention	arXiv	2024	N/A	BERT
LLaRA	LLaRA: Aligning Large Language Models with Sequential Recommenders	arxiv	2023	Python	Llama-2
E4SRec	E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation	arxiv	2023	Python	Llama-2
LlamaRec	LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking	arxiv	2023	Python	Llama-2
CLLM4Rec	Collaborative Large Language Model for Recommender Systems	arxiv	2023	Python	GPT2
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