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+ ---
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+ language:
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+ - en
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+ license: mit
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+ tags:
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+ - pytorch
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+ - causal-lm
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+ - checkpoints
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+ - sft
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+ - maria-1b
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+ ---
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+
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+ # Maria-1B SFT & Alignment Checkpoints
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+
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+ This repository hosts all authentic PyTorch `.pt` checkpoints trained during the SFT and alignment phase of **Maria-1B** (HyperGQE architecture, 1.07B parameters).
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+
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+ ## Available Checkpoints
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+
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+ | Filename | Format | Description |
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+ | :--- | :--- | :--- |
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+ | `maria_1b_unified_sft_v6.pt` | PyTorch State Dict | Final Unified SFT v6 checkpoint (Analyst + Dialogue + Coding) |
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+ | `maria_1b_unified_sft_v5.pt` | PyTorch State Dict | Unified SFT v5 checkpoint |
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+ | `maria_1b_20B_analyst_v4.pt` | PyTorch State Dict | Domain reasoning & analytics specialist v4 |
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+ | `maria_1b_20B_analyst_v3.pt` | PyTorch State Dict | Domain reasoning & analytics specialist v3 |
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+ | `maria_1b_20B_instruct_v2.pt` | PyTorch State Dict | Conversational Chat & Instruction tuning v2 |
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+ | `maria_1b_20B_instruct_chat.pt`| PyTorch State Dict | Initial conversational patch checkpoint |
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+
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+ ## Architecture & Base Model
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+ * **Base Model**: [Zahid2005/Maria-1B](https://huggingface.co/Zahid2005/Maria-1B) (20B token scratch pretraining)
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+ * **Instruct Model**: [Zahid2005/Maria-1B-Instruct](https://huggingface.co/Zahid2005/Maria-1B-Instruct)
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+ * **Preprint Citation**: [https://doi.org/10.5281/zenodo.22747827](https://doi.org/10.5281/zenodo.22747827)