Update README.md

README.md

@@ -52,7 +52,9 @@ Map the evolution of the concept of 'nothing' from Parmenides through Buddhist
 ```
 
 **Expected Output:**
-The model generates PlantUML code that creates a comprehensive diagram.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/65be16980a0c57943fbe8b00/qzuoX_hBMSJsFi_VfpK9M.png)
+
 
 ## Usage Examples
 
@@ -70,58 +72,3 @@ inputs = tokenizer(prompt, return_tensors="pt")
 outputs = model.generate(**inputs, max_length=1000)
 puml_code = tokenizer.decode(outputs[0], skip_special_tokens=True)
 ```
-
-#### Python with Chat Template
-```python
-from transformers import AutoTokenizer, AutoModelForCausalLM
-
-tokenizer = AutoTokenizer.from_pretrained("chrisrutherford/gpt-oss-pumlGenV1")
-model = AutoModelForCausalLM.from_pretrained("chrisrutherford/gpt-oss-pumlGenV1")
-
-# Format with chat template
-messages = [
-    {"role": "user", "content": "Map the evolution of the concept of 'nothing' from Parmenides through Buddhist śūnyatā to quantum vacuum fluctuations, showing philosophical, mathematical, and physical interpretations"}
-]
-
-# Apply chat template
-prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
-inputs = tokenizer(prompt, return_tensors="pt")
-
-# Generate with stop tokens
-outputs = model.generate(
-    **inputs, 
-    max_length=1000,
-    do_sample=True,
-    temperature=0.7,
-    pad_token_id=tokenizer.eos_token_id,
-    eos_token_id=tokenizer.eos_token_id
-)
-
-puml_code = tokenizer.decode(outputs[0], skip_special_tokens=True)
-# Extract only the generated portion (after the prompt)
-generated_text = puml_code[len(prompt):]
-```
-
-## Citation
-
-```bibtex
-@misc{rutherford2024gptossplantumv1,
-  title={GPT-OSS PlantUML Generation Model V1},
-  author={Chris Rutherford},
-  year={2024},
-  publisher={Hugging Face},
-  url={https://huggingface.co/chrisrutherford/gpt-oss-pumlGenV1}
-}
-```
-
-## Contact
-
-For questions, issues, or collaboration opportunities, please contact [contact information].
-
-## Changelog
-
-### Version 1.0
-- Initial release
-- Fine-tuned on philosophical and scientific concept mapping dataset
-- Optimised for cross-disciplinary diagram generation
-