Update README.md


README.md

@@ -70,6 +70,9 @@ This model demonstrates a proof-of-concept for hybrid quantum-classical machine
 
 <div align="center">
   <img src="chronos_o1_results.png" alt="Chronos o1 Results" style="width: 120%; max-width: none;">
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+![chronos_o1_results_english](https://cdn-uploads.huggingface.co/production/uploads/67329d3f69fded92d56ab41a/eclUjAllhKeZGsauS_0q4.png)
+  
 </div>
 
 **Note**: Performance varies with dataset size and quantum simulation parameters. This is a proof-of-concept demonstrating quantum-classical integration.
@@ -136,14 +139,6 @@ Positive avg: 0.756, Negative avg: 0.128
 Time: 0.42s
 ```
 
-## Files Included
-
-- `inference.py` - Standalone inference script
-- `requirements.txt` - Python dependencies
-- `chronos_o1_results.png` - Visualization of model performance
-- `README.md` - This file
-- GGUFs - Quantized models for llama.cpp
-
 ## Quantum Kernel Details
 
 The quantum component uses a simplified kernel approach: