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README.md

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+# Latent Step Stage 1.5 GSM8K Model
+
+This repository contains a model trained for the Latent Step project, specifically for GSM8K math reasoning. The model consists of an encoder and decoder pair (stage 1.5).
+
+## Model Details
+
+- **Model Type**: GPT-2 based architecture
+- **Task**: Mathematical reasoning (GSM8K dataset)
+- **Training**: Trained as part of the Latent Step methodology
+- **Components**: 
+  - Encoder (for encoding problems)
+  - Decoder (for decoding solutions)
+
+## Usage
+
+This model is designed to be used with the Latent Step framework for mathematical reasoning.
+
+## Citation
+
+If you use this model, please cite the original Latent Step paper.
+
+## Installation
+
+```bash
+conda env create -f env.yaml
+conda activate latent
+```
+
+Simply run:
+```