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@@ -35,7 +35,7 @@ The **nvidia/nemotron-colembed-vl-4b-v2** is a state-of-the-art late interaction
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  * 🌍 **Enhanced Synthetic Data:** We significantly enriched our training mixture with diverse multilingual synthetic data, improving semantic alignment across languages and complex document types.
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  This model is for non-commercial/research use only.
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- Check the Nemotron ColEmbed v2 [paper](https://arxiv.org/abs/2602.03992) for more details about is architecture, training and results.
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  ### License/Terms of Use
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  The use of this model is governed by the [Creative Commons Attribution-NonCommercial 4.0 license](https://creativecommons.org/licenses/by-nc/4.0/deed.en), and the use of the post-processing scripts are licensed under [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0.txt). Additional Information: Built with Qwen3-VL which is released under [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0.txt).
 
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  * 🌍 **Enhanced Synthetic Data:** We significantly enriched our training mixture with diverse multilingual synthetic data, improving semantic alignment across languages and complex document types.
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  This model is for non-commercial/research use only.
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+ See the Nemotron ColEmbed v2 [paper](https://arxiv.org/abs/2602.03992) for more details about its architecture, training and results.
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  ### License/Terms of Use
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  The use of this model is governed by the [Creative Commons Attribution-NonCommercial 4.0 license](https://creativecommons.org/licenses/by-nc/4.0/deed.en), and the use of the post-processing scripts are licensed under [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0.txt). Additional Information: Built with Qwen3-VL which is released under [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0.txt).