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README.md

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+# GPT-2 XL Compressed Model Weights
+
+This dataset contains the compressed model weights from **tensor network compression** methodology applied to GPT-2 XL.
+
+## 📁 Files Included
+
+### Compressed Model Weights (.pt files)
+- `compressed_gpt2_xl_68.3%.pt` - Base compressed model (~68% compression)
+- `compressed_gpt2_xl_68.3%_healed.pt` - Compressed + knowledge distillation healing
+- `compressed_gpt2_xl_68.3%_enwik8_trained.pt` - Compressed + enwik8 fine-tuning
+- `compressed_gpt2_xl_68.3%_enwik8_final.pt` - Final version after training
+- `compressed_gpt2_xl_68.3%_enwik8_finetuned.pt` - Fine-tuned version
+
+### Architecture & Metadata
+- `model_architecture.pkl` - Compressed model architecture
+- `*_metadata.json` - Training and compression metadata
+
+## 🔬 Methodology
+
+Based on quantum-inspired tensor network compression:
+- **Matrix Product Operator (MPO)** tensor network decomposition
+- **68% parameter reduction** (1.56B → ~500M parameters)  
+- **Tensor network** compression technique
+- **Knowledge distillation** healing process
+
+## 🚀 Usage
+
+```python
+import torch
+
+# Load compressed weights
+model_weights = torch.load('compressed_gpt2_xl_68.3%_healed.pt', map_location='cpu')
+
+# For ready-to-use model, see: 
+# https://huggingface.co/prompterminal/gpt2-compressed
+```
+
+## 📊 Compression Stats
+
+- **Original GPT-2 XL**: 1.56B parameters, ~6.2GB
+- **Compressed Version**: ~500M parameters, ~1.98GB  
+- **Compression Ratio**: 68% reduction
+- **Method**: MPO tensor networks + healing
+
+## 🎯 Files Recommended for Use
+
+- **Best for inference**: `compressed_gpt2_xl_68.3%_healed.pt`
+- **Best for fine-tuning**: `compressed_gpt2_xl_68.3%_enwik8_trained.pt`
+- **Research/analysis**: All files + metadata
+
+## 📚 Citation
+
+```bibtex
+@misc{tensor_network_compression_2024,
+  title={GPT-2 XL Compressed using Tensor Network Methods},
+  author={prompterminal},
+  year={2024},
+  howpublished={HuggingFace Dataset}
+}
+```
+
+## 🔗 Related
+
+- **Ready-to-use model**: [prompterminal/gpt2-compressed](https://huggingface.co/prompterminal/gpt2-compressed)
+- **Tensor network compression research**: Matrix Product Operator methods
+
+---
+*These weights represent pioneering work in tensor network compression for large language models.*