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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.

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Licence

This code repository is licensed under MIT License. The use of R2ec models is also subject to 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}
}
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