R2ec: Towards Large Recommender Models with Reasoning
R2ec is a large recommender model with reasoning, generating both natural language rationales and ranked item predictions. The model is fine-tuned with reinforcement learning to enhance its reasoning capabilities for more effective recommendations.
Sources
- Repository: https://github.com/YRYangang/RRec
- Paper: https://arxiv.org/abs/2505.16994
Licence
This code repository is licensed under the MIT License. The use of R2ec models is also subject to the MIT License. R2ec series support commercial use and distillation.
Citation
@misc{you2025r2ec,
title={$\text{R}^2\text{ec}$: Towards Large Recommender Models with Reasoning},
author={Runyang You and Yongqi Li and Xinyu Lin and Xin Zhang and Wenjie Wang and Wenjie Li and Liqiang Nie},
year={2025},
eprint={2505.16994},
archivePrefix={arXiv},
primaryClass={cs.IR}
}