The papers and related projects

Common Datasets

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No Tuning

• LLM4Vis: Explainable Visualization Recommendation using ChatGPT
• LLMRec: Large Language Models with Graph Augmentation for Recommendation
• Representation Learning with Large Language Models for Recommendation - 3.5 |
• Large Language Model Can Interpret Latent Space of Sequential Recommender - 7b |
• Large Language Models as Zero-Shot Conversational Recommenders - as-zero-shot-conversational-recsys) | GPT-3.5-turbo ,GPT-4,BAIZE,Vicuna |
• On Generative Agents in Recommendation
• Zero-Shot Recommendations with Pre-Trained Large Language Models for Multimodal Nudging - 2+GPT4 |
• Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Enhancing Recommender Systems with Large Language Model Reasoning Graphs - 3.5/GPT4|
• RAH! RecSys-Assistant-Human: A Human-Central Recommendation Framework with Large Language Models
• LLM-Rec: Personalized Recommendation via Prompting Large Language Models - 3 |
• Large Language Models are Competitive Near Cold-start Recommenders for Language-and Item-based Preferences
• Large Language Model Augmented Narrative Driven Recommendations
• Towards Open-World Recommendation with Knowledge Augmentation from Large Language Models
• RecAgent: A Novel Simulation Paradigm for Recommender Systems - GSAI/YuLan-Rec)| ChatGPT|
• AnyPredict: Foundation Model for Tabular Prediction
• Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models - crs) | ChatGPT |
• Large Language Models are Zero-Shot Rankers for Recommender Systems
• A First Look at LLM-Powered Generative News Recommendation - requests) | ChatGPT |
• Sparks of Artificial General Recommender (AGR): Early Experiments with ChatGPT
• Generative Recommendation: Towards Next-generation Recommender Paradigm
• Zero-Shot Next-Item Recommendation using Large Pretrained Language Models - Edgerunners/LLM-Next-Item-Rec) | GPT-3.5 |
• Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
• Zero-Shot Recommendation as Language Modeling - FGaLGdo5rPzxf3vemKllbh2esT?usp=sharing) | GPT-2 |
• Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning - 2/ DialoGPT /BART |
• LLMRec: Large Language Models with Graph Augmentation for Recommendation
• K-LaMP: Knowledge-Guided Language Model Pre-training for Sequential Recommendation - 4 |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Knowledge Prompt-tuning for Sequential Recommendation - 3.5 |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Beyond Labels: Leveraging Deep Learning and LLMs for Content Metadata
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Large Language Models as Data Augmenters for Cold-Start Item Recommendation
• Rethinking Large Language Model Architectures for Sequential Recommendations
• Rec-GPT4V: Multimodal Recommendation with Large Vision-Language Models - V, LLaVA2 |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• A First Look at LLM-Powered Generative News Recommendation - requests) | ChatGPT |
• Generative Recommendation: Towards Next-generation Recommender Paradigm
• RecAgent: A Novel Simulation Paradigm for Recommender Systems - GSAI/YuLan-Rec)| ChatGPT|
• Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models - crs) | ChatGPT |
• Large Language Models are Zero-Shot Rankers for Recommender Systems
• Is ChatGPT Fair for Recommendation? Evaluating Fairness in Large Language Model Recommendation - zhang/FaiRLLM) | ChatGPT |
• Uncovering ChatGPT's Capabilities in Recommender Systems
• Is ChatGPT a Good Recommender? A Preliminary Study
• Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agent
• Zero-Shot Next-Item Recommendation using Large Pretrained Language Models - Edgerunners/LLM-Next-Item-Rec) | GPT-3.5 |
• Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
• Zero-Shot Recommendation as Language Modeling - FGaLGdo5rPzxf3vemKllbh2esT?usp=sharing) | GPT-2 |
• Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning - 2/ DialoGPT /BART |
• Large Language Models as Data Augmenters for Cold-Start Item Recommendation
• Rec-GPT4V: Multimodal Recommendation with Large Vision-Language Models - V, LLaVA2 |
• LLMRec: Large Language Models with Graph Augmentation for Recommendation
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Retrieval-augmented Recommender System: Enhancing Recommender Systems with Large Language Models
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• LLM Based Generation of Item-Description for Recommendation System
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Learning vector-quantized item representation for transferable sequential recommenders - rec) | BERT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Learning vector-quantized item representation for transferable sequential recommenders - rec) | BERT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Rethinking Large Language Model Architectures for Sequential Recommendations
• On Generative Agents in Recommendation
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• LLM-Rec: Personalized Recommendation via Prompting Large Language Models - 3 |
• K-LaMP: Knowledge-Guided Language Model Pre-training for Sequential Recommendation - 4 |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |
• Are GPT Embeddings Useful for Ads and Recommendation? - Peng/GPT4SM) | GPT |

Related Survey

• Large Language Models for Generative Recommendation: A Survey and Visionary Discussions
• Robust Recommender System: A Survey and Future Directions
• A Survey on Multi-Behavior Sequential Recommendation
• When large language models meet personalization: Perspectives of challenges and opportunities
• Recommender systems in the era of large language models (llms)
• A Preliminary Study of ChatGPT on News Recommendation: Personalization, Provider Fairness, Fake News
• How Can Recommender Systems Benefit from Large Language Models: A Survey
• Pre-train, prompt and recommendation: A comprehensive survey of language modelling paradigm adaptations in recommender systems
• Pre-train, prompt and recommendation: A comprehensive survey of language modelling paradigm adaptations in recommender systems
• Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review

Related Tutorial

• Large Language Models for Recommendation: Progresses and Future Directions - AP | 2023|
• Tutorial on Large Language Models for Recommendation

Single card (RTX 3090) debuggable generative language models that support Chinese corpus

• baichuan-7B