ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning
Fuente:
arXiv
Saved in:
| Main Authors: | Huang, Jiani, Wang, Shijie, Ning, Liangbo, Fan, Wenqi, Li, Qing |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation
by: Ning, Liangbo, et al.
Published: (2025)
by: Ning, Liangbo, et al.
Published: (2025)
Towards Next-Generation Recommender Systems: A Benchmark for Personalized Recommendation Assistant with LLMs
by: Huang, Jiani, et al.
Published: (2025)
by: Huang, Jiani, et al.
Published: (2025)
TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation
by: Qu, Haohao, et al.
Published: (2024)
by: Qu, Haohao, et al.
Published: (2024)
MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs
by: Huang, Jiani, et al.
Published: (2025)
by: Huang, Jiani, et al.
Published: (2025)
SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation
by: Qu, Haohao, et al.
Published: (2024)
by: Qu, Haohao, et al.
Published: (2024)
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models
by: Fan, Wenqi, et al.
Published: (2024)
by: Fan, Wenqi, et al.
Published: (2024)
CoFiRec: Coarse-to-Fine Tokenization for Generative Recommendation
by: Wei, Tianxin, et al.
Published: (2025)
by: Wei, Tianxin, et al.
Published: (2025)
FineRec:Exploring Fine-grained Sequential Recommendation
by: Zhang, Xiaokun, et al.
Published: (2024)
by: Zhang, Xiaokun, et al.
Published: (2024)
ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning
by: Bismay, Millennium, et al.
Published: (2024)
by: Bismay, Millennium, et al.
Published: (2024)
CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework
by: Wang, Shaohuang, et al.
Published: (2024)
by: Wang, Shaohuang, et al.
Published: (2024)
MemRec: Collaborative Memory-Augmented Agentic Recommender System
by: Chen, Weixin, et al.
Published: (2026)
by: Chen, Weixin, et al.
Published: (2026)
Pre-train and Fine-tune: Recommenders as Large Models
by: Jiang, Zhenhao, et al.
Published: (2025)
by: Jiang, Zhenhao, et al.
Published: (2025)
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
by: Shang, Yu, et al.
Published: (2025)
by: Shang, Yu, et al.
Published: (2025)
RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation
by: Yu, Xiaohan, et al.
Published: (2024)
by: Yu, Xiaohan, et al.
Published: (2024)
ThinkRec: Thinking-based recommendation via LLM
by: Yu, Qihang, et al.
Published: (2025)
by: Yu, Qihang, et al.
Published: (2025)
RecMind: Large Language Model Powered Agent For Recommendation
by: Wang, Yancheng, et al.
Published: (2023)
by: Wang, Yancheng, et al.
Published: (2023)
Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback
by: Kim, Sein, et al.
Published: (2026)
by: Kim, Sein, et al.
Published: (2026)
WebRec: Enhancing LLM-based Recommendations with Attention-guided RAG from Web
by: Zhao, Zihuai, et al.
Published: (2025)
by: Zhao, Zihuai, et al.
Published: (2025)
EasyRec: Simple yet Effective Language Models for Recommendation
by: Ren, Xubin, et al.
Published: (2024)
by: Ren, Xubin, et al.
Published: (2024)
LLM-Rec: Personalized Recommendation via Prompting Large Language Models
by: Lyu, Hanjia, et al.
Published: (2023)
by: Lyu, Hanjia, et al.
Published: (2023)
AdaptJobRec: Enhancing Conversational Career Recommendation through an LLM-Powered Agentic System
by: Wang, Qixin, et al.
Published: (2025)
by: Wang, Qixin, et al.
Published: (2025)
LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation
by: He, Yingzhi, et al.
Published: (2025)
by: He, Yingzhi, et al.
Published: (2025)
RecDiff: Diffusion Model for Social Recommendation
by: Li, Zongwei, et al.
Published: (2024)
by: Li, Zongwei, et al.
Published: (2024)
SeqUDA-Rec: Sequential User Behavior Enhanced Recommendation via Global Unsupervised Data Augmentation for Personalized Content Marketing
by: Luo, Ruihan, et al.
Published: (2025)
by: Luo, Ruihan, et al.
Published: (2025)
PriHA: A RAG-Enhanced LLM Framework for Primary Healthcare Assistant in Hong Kong
by: Chan, Richard Wai Cheung, et al.
Published: (2026)
by: Chan, Richard Wai Cheung, et al.
Published: (2026)
RecKG: Knowledge Graph for Recommender Systems
by: Kwon, Junhyuk, et al.
Published: (2025)
by: Kwon, Junhyuk, et al.
Published: (2025)
RecExplainer: Aligning Large Language Models for Explaining Recommendation Models
by: Lei, Yuxuan, et al.
Published: (2023)
by: Lei, Yuxuan, et al.
Published: (2023)
LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation
by: Li, Yunzhe, et al.
Published: (2025)
by: Li, Yunzhe, et al.
Published: (2025)
Q-BERT4Rec: Quantized Semantic-ID Representation Learning for Multimodal Recommendation
by: Huang, Haofeng, et al.
Published: (2025)
by: Huang, Haofeng, et al.
Published: (2025)
CTRL-Rec: Controlling Recommender Systems With Natural Language
by: Carroll, Micah, et al.
Published: (2025)
by: Carroll, Micah, et al.
Published: (2025)
GOT4Rec: Graph of Thoughts for Sequential Recommendation
by: Long, Zewen, et al.
Published: (2024)
by: Long, Zewen, et al.
Published: (2024)
SessionRec: Next Session Prediction Paradigm For Generative Sequential Recommendation
by: Huang, Lei, et al.
Published: (2025)
by: Huang, Lei, et al.
Published: (2025)
LLM4Rec: Large Language Models for Multimodal Generative Recommendation with Causal Debiasing
by: Ma, Bo, et al.
Published: (2025)
by: Ma, Bo, et al.
Published: (2025)
Exploring the Effectiveness of Multi-stage Fine-tuning for Cross-encoder Re-rankers
by: Pezzuti, Francesca, et al.
Published: (2025)
by: Pezzuti, Francesca, et al.
Published: (2025)
GFlowGR: Fine-tuning Generative Recommendation Frameworks with Generative Flow Networks
by: Wang, Yejing, et al.
Published: (2025)
by: Wang, Yejing, et al.
Published: (2025)
GenRec: A Preference-Oriented Generative Framework for Large-Scale Recommendation
by: Zou, Yanyan, et al.
Published: (2026)
by: Zou, Yanyan, et al.
Published: (2026)
Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation
by: Zhao, Keyu, et al.
Published: (2025)
by: Zhao, Keyu, et al.
Published: (2025)
TrustRAG: An Information Assistant with Retrieval Augmented Generation
by: Fan, Yixing, et al.
Published: (2025)
by: Fan, Yixing, et al.
Published: (2025)
GemiRec: Interest Quantization and Generation for Multi-Interest Recommendation
by: Wu, Zhibo, et al.
Published: (2025)
by: Wu, Zhibo, et al.
Published: (2025)
An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec
by: Mushtaque, Uzma
Published: (2025)
by: Mushtaque, Uzma
Published: (2025)
Similar Items
-
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation
by: Ning, Liangbo, et al.
Published: (2025) -
Towards Next-Generation Recommender Systems: A Benchmark for Personalized Recommendation Assistant with LLMs
by: Huang, Jiani, et al.
Published: (2025) -
TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation
by: Qu, Haohao, et al.
Published: (2024) -
MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs
by: Huang, Jiani, et al.
Published: (2025) -
SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation
by: Qu, Haohao, et al.
Published: (2024)