✨Nacrith: Neural Lossless Compression via Ensemble Context Modeling and High-Precision CDF Coding
📝 Summary:
Nacrith is a lossless compression system combining an LLM, lightweight predictors, and arithmetic coding. It introduces innovations like enhanced CDF precision and a hybrid binary format, achieving state-of-the-art compression efficiency, significantly outperforming existing methods on various da...
🔹 Publication Date: Published on Feb 23
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2602.19626
• PDF: https://arxiv.org/pdf/2602.19626
• Project Page: https://github.com/robtacconelli/Nacrith-GPU
• Github: https://github.com/robtacconelli/Nacrith-GPU
✨ Datasets citing this paper:
• https://huggingface.co/datasets/robtacconelli/smollm2-135M-GGUF
✨ Spaces citing this paper:
• https://huggingface.co/spaces/robtacconelli/Nacrith-GPU
==================================
For more data science resources:
✓ https://t.iss.one/DataScienceT
#LosslessCompression #NeuralNetworks #LLM #DataCompression #MachineLearning
📝 Summary:
Nacrith is a lossless compression system combining an LLM, lightweight predictors, and arithmetic coding. It introduces innovations like enhanced CDF precision and a hybrid binary format, achieving state-of-the-art compression efficiency, significantly outperforming existing methods on various da...
🔹 Publication Date: Published on Feb 23
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2602.19626
• PDF: https://arxiv.org/pdf/2602.19626
• Project Page: https://github.com/robtacconelli/Nacrith-GPU
• Github: https://github.com/robtacconelli/Nacrith-GPU
✨ Datasets citing this paper:
• https://huggingface.co/datasets/robtacconelli/smollm2-135M-GGUF
✨ Spaces citing this paper:
• https://huggingface.co/spaces/robtacconelli/Nacrith-GPU
==================================
For more data science resources:
✓ https://t.iss.one/DataScienceT
#LosslessCompression #NeuralNetworks #LLM #DataCompression #MachineLearning
arXiv.org
Nacrith: Neural Lossless Compression via Ensemble Context Modeling...
We present Nacrith, a lossless compression system that combines a 135M-parameter transformer language model (SmolLM2-135M) with an ensemble of lightweight online predictors and a 32-bit arithmetic...
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