| DeepNarra Sovereign AI Ecosystem | |
| Copyright 2026 DeepNarra AI Organization (https://huggingface.co/DeepNarra) | |
| This product includes software, model weights, and architectural designs developed by | |
| the DeepNarra AI Organization under the Apache License, Version 2.0. | |
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| UPSTREAM DATASET ATTRIBUTIONS & LICENSING DISCLOSURES | |
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| In accordance with open-data governance and Hugging Face Hub compliance, the | |
| following streaming datasets and open-source corpora are attributed: | |
| 1. FineWeb-Edu (HuggingFaceFW/fineweb-edu) | |
| - License: Open Data Commons Attribution License (ODC-By) v1.0 | |
| - Attribution: Lozhkov et al., Hugging Face FineWeb-Edu Dataset. Used for | |
| foundational educational prose pre-training. | |
| 2. Aya Multilingual Collection (CohereForAI/aya_collection) | |
| - License: Apache License, Version 2.0 | |
| - Attribution: Singh et al., Cohere For AI. Used for multilingual tokenizer | |
| and cross-lingual representation alignment. | |
| 3. CodeFeedback Filtered Instruction (m-a-p/CodeFeedback-Filtered-Instruction) | |
| - License: Apache License, Version 2.0 | |
| - Attribution: Multimodal Art Projection (M-A-P). Used for algorithmic code | |
| synthesis and verification training. | |
| 4. No-Robots (HuggingFaceH4/no_robots) | |
| - License: CC-BY-NC-4.0 (Attributed for research & instruction alignment evaluation) | |
| - Attribution: Rajani et al., Hugging Face H4. | |
| 5. Procedural Symbolic Mathematics (SymPy CAS Infinite Generator) | |
| - Generated synthetically on-the-fly using SymPy Computer Algebra System | |
| (BSD-3-Clause License) with deterministic formal proof verification. | |
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| ARCHITECTURAL & ALGORITHMIC CITATIONS | |
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| - Mamba-2 State Space Duality (SSD): Dao & Gu (2024), Apache-2.0. | |
| - Gated Linear Attention (GLA): Yang et al. (2024), MIT License. | |
| - BitNet b1.58 Ternary Quantization: Ma et al. (2024), MIT License. | |
| - Coconut Continuous Latent Space: Hao et al. (2024), MIT License. | |
| - DeepSeek-R1 Group Relative Policy Optimization (GRPO): DeepSeek-AI (2025), MIT License. | |