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lmm4rec's Introduction

LMM4Rec

Source code of our LMM4Rec

Our paper entitled "Large multi-modal encoders for recommendation"

Citation

If you want to use our codes in your research, please cite:

@article{yi2023large,
  title={Large multi-modal encoders for recommendation},
  author={Yi, Zixuan and Long, Zijun and Ounis, Iadh and Macdonald, Craig and Mccreadie, Richard},
  journal={arXiv preprint arXiv:2310.20343},
  year={2023}
}

Environment

The codes of LMM4Rec are implemented and tested under the following development environment:

  • numba==0.53.1
  • numpy==1.20.3
  • scipy==1.6.2
  • torch==1.10.3
  • torch_scatter==2.0.6

Update:

We intend to submit this version to the multi-modal recommendation library shortly.

Usage

  • Configure the xx.conf file in the directory named conf. (xx is the name of the model you want to run)
  • Run main.py and choose the model you want to run.

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