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@@ -27,7 +27,7 @@ PLiCat will serve as a powerful tool to facilitate the exploration of
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  lipid-binding specificity and rational protein design.
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  ---
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- - **Paper**: [https://www.biorxiv.org/content/10.1101/2025.09.09.675043v1](https://www.biorxiv.org/content/10.1101/2025.09.09.675043v1)
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  - **GitHub Repository**: [https://github.com/Noora68/PLiCat](https://github.com/Noora68/PLiCat)
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  - **Online Demo**: [https://colab.research.google.com/drive/1wGSZsy7KyYoJf2PiXzP4SVLXonl-cWb9?usp=sharing](https://colab.research.google.com/drive/1wGSZsy7KyYoJf2PiXzP4SVLXonl-cWb9?usp=sharing)
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  - **Datasets**: [https://huggingface.co/datasets/Noora68/PLiCat-0.1.0](https://huggingface.co/datasets/Noora68/PLiCat-0.1.0)
@@ -157,15 +157,13 @@ If you use the code or data in this package, please cite:
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  ```bibtex
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  @Article{PLiCat2025,
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  author = {Feitong Dong,Jingrou Wu},
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- journal = { },
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  title = {PLiCat:Decoding protein-lipid interactions by large language model},
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  year = {2025},
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- volume = { },
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- number = { },
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- pages = { -- },
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- doi = {doi: https://doi.org/10.1101/2025.09.09.675043 }
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- URL = {https://www.biorxiv.org/content/10.1101/2025.09.09.675043v1},
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- eprint = {https://www.biorxiv.org/content/10.1101/2025.09.09.675043v1.full.pdf},
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  }
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  ```
 
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  lipid-binding specificity and rational protein design.
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  ---
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+ - **Paper**: [https://academic.oup.com/bib/article/26/6/bbaf665/8377155](https://academic.oup.com/bib/article/26/6/bbaf665/8377155)
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  - **GitHub Repository**: [https://github.com/Noora68/PLiCat](https://github.com/Noora68/PLiCat)
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  - **Online Demo**: [https://colab.research.google.com/drive/1wGSZsy7KyYoJf2PiXzP4SVLXonl-cWb9?usp=sharing](https://colab.research.google.com/drive/1wGSZsy7KyYoJf2PiXzP4SVLXonl-cWb9?usp=sharing)
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  - **Datasets**: [https://huggingface.co/datasets/Noora68/PLiCat-0.1.0](https://huggingface.co/datasets/Noora68/PLiCat-0.1.0)
 
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  ```bibtex
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  @Article{PLiCat2025,
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  author = {Feitong Dong,Jingrou Wu},
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+ journal = {Briefings in Bioinformatics},
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  title = {PLiCat:Decoding protein-lipid interactions by large language model},
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  year = {2025},
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+ volume = {26},
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+ issue = {6},
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+ doi = {https://doi.org/10.1093/bib/bbaf665},
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+ URL = {https://academic.oup.com/bib/article/26/6/bbaf665/8377155}
 
 
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  }
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  ```