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+ ---
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+ license: cc-by-nc-4.0
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+ tags:
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+ - geometric deep learning
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+ - SE(3)
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+ - spatial reasoning
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+ - AI geometry
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+ ---
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+
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+ <div align="center">
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+
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+ # 🎯 GASM Weights
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+ ## Geometric Attention for Spatial & Mathematical Understanding
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+
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+ [![License: CC BY-NC 4.0](https://img.shields.io/badge/License-CC%20BY--NC%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc/4.0/)
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+ [![Hugging Face Space](https://img.shields.io/badge/πŸ€—%20Hugging%20Face-Space-yellow)](https://huggingface.co/spaces/scheitelpunk/GASM)
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+
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+ *Neural architecture for SE(3)-invariant spatial reasoning from natural language*
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+
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+ </div>
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+
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+ ---
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+
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+ ## 🧠 About GASM
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+
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+ **GASM** stands for **Geometric Attention for Spatial & Mathematical Understanding**
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+
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+ This repository contains the pretrained model weights used in the live [Hugging Face Space](https://huggingface.co/spaces/scheitelpunk/GASM) to map input text into structured 3D spatial representations.
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+
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+ ### πŸ”¬ Technical Components
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+
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+ - πŸ—£οΈ **NLP**: spaCy-based entity & relation parsing
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+ - πŸ“ **Geometry**: Lie group operations in **SE(3)** space
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+ - πŸŒ€ **Optimization**: Riemannian curvature optimization
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+
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+ ---
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+
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+ ## πŸ“‚ Repository Contents
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+
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+ | File | Description |
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+ |------|-------------|
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+ | `gasm_weights.pth` | PyTorch weights file used by the core GASM engine |
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+
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+ ---
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+
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+ ## πŸš€ Quick Start
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+
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+ Load the weights into your own pipeline using `huggingface_hub`:
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+
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+ ```python
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+ from huggingface_hub import hf_hub_download
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+ import torch
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+
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+ # Download and load weights
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+ weights_path = hf_hub_download("scheitelpunk/gasm-weights", "gasm_weights.pth")
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+ model.load_state_dict(torch.load(weights_path))
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+ ```
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+
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+ ---
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+
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+ ## πŸ“„ License
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+
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+ Released under **CC-BY-NC 4.0** - For research and non-commercial use only. All rights reserved, Versino PsiOmega GmbH
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+
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+ ### πŸ“š Citation
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+
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+ If you use GASM or its weights, please cite:
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+
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+ ```bibtex
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+ @misc{gasm2025,
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+ title={GASM: Geometric Attention for Spatial Understanding},
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+ author={Michael Neuberger, Versino PsiOmega GmbH},
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+ year={2025},
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+ url={https://huggingface.co/spaces/scheitelpunk/GASM}
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+ }
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+ ```
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+
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+ ---
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+
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+ ## πŸ”— Related Repositories
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+
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+ - πŸ”¬ **[GASM Space](https://huggingface.co/spaces/scheitelpunk/GASM)** - Live demo
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+ - πŸ’» **[Source Code](https://github.com/scheitelpunk/GASM-Huggingface)** - Implementation
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+
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+ ---
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+
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+ ## πŸ™Œ Contribute
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+
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+ This is active research! If you'd like to extend GASM (e.g., add spatial relationships, languages, domains), feel free to fork and build upon it.
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+
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+ <div align="center">
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+
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+ **Made with ❀️ for geometric deep learning**
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+
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+ </div>
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+