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  <center>
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  <div style="text-align: center;">
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- <img
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- src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/7_6D7rWrLxp2hb6OHSV1p.png"
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- alt="Liquid AI"
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- style="width: 100%; max-width: 66%; height: auto; display: inline-block; margin-bottom: 0.5em; margin-top: 0.5em;"
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- />
 
 
 
 
 
 
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  </div>
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  <div style="display: flex; justify-content: center;">
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  <a href="https://playground.liquid.ai/chat">
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  <rect fill="url(#x)" x="200" width="800" height="200"></rect>
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  ## 📬 Contact
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  If you are interested in custom solutions with edge deployment, please contact [our sales team](https://www.liquid.ai/contact).
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  <center>
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  <div style="text-align: center;">
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+ <picture>
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+ <source
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+ srcset="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/nWUhffgmUBuNAdxUX6g1T.png"
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+ media="(prefers-color-scheme: dark)"
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+ />
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+ <img
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+ src="https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/7_6D7rWrLxp2hb6OHSV1p.png"
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+ alt="Liquid AI"
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+ style="width: 100%; max-width: 66%; height: auto; display: inline-block; margin-bottom: 0.5em; margin-top: 0.5em;"
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+ />
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+ </picture>
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  </div>
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  <div style="display: flex; justify-content: center;">
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  <a href="https://playground.liquid.ai/chat">
 
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  <rect fill="url(#x)" x="200" width="800" height="200"></rect>
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+ <g transform="translate(25, 25) scale(0.45, 0.45)">
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  <path d="M172.314 129.313L172.219 129.367L206.125 188.18C210.671 195.154 213.324 203.457 213.324 212.382C213.324 220.834 210.956 228.739 206.839 235.479L275.924 213.178L167.853 33.6L141.827 76.9614L172.314 129.313Z" fill="black"/>
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  <path d="M191.435 250.681C191.435 250.681 191.43 250.681 191.425 250.686L129.71 302.4H221.294L267.71 226.593L191.435 250.686V250.681Z" fill="black"/>
 
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  ## 📬 Contact
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  If you are interested in custom solutions with edge deployment, please contact [our sales team](https://www.liquid.ai/contact).
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+ ## Citation
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+
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+ ```
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+ @article{liquidai2025lfm2technicalreport,
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+ title={LFM2 Technical Report},
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+ author={Liquid AI},
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+ year={2025},
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+ eprint={2511.23404},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.LG},
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+ url={https://arxiv.org/abs/2511.23404},
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+ }
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+ ```