Update README.md

README.md

@@ -37,7 +37,7 @@ This model has been fine-tuned on [Egrigor/ValheimTestData](https://huggingface.
 
 To load and interact with the model, use the following code:
 
-```python
+python
 from transformers import AutoModelForCausalLM, AutoTokenizer
 
 model = AutoModelForCausalLM.from_pretrained("Egrigor/ValheimAssistantV1")
@@ -46,41 +46,44 @@ tokenizer = AutoTokenizer.from_pretrained("Egrigor/ValheimAssistantV1")
 inputs = tokenizer("How do I build a crafting station?", return_tensors="pt")
 outputs = model.generate(**inputs, max_length=100)
 print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+
+
 Training Details
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+
+
 Framework: Unsloth
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 Batch Size per Device: 2
+
 Gradient Accumulation Steps: 4
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 Learning Rate: 2e-4
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 Total Training Steps: 60
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 Training Time: ~3.5 minutes
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+
 Dataset
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 The dataset consists of gameplay tips, lore insights, and strategic guidance, formatted into conversational question-and-answer pairs.
 
 Note: As this dataset was semi-automatically generated from community resources, it may contain inaccuracies or gaps. Feedback is welcome for future improvements.
 
+
 Limitations and Future Work
-Dataset Gaps: The dataset may not fully cover Valheim's gameplay and lore, and some responses may be incomplete or inaccurate.
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+Dataset Gaps: The dataset may not fully cover Valheims gameplay and lore, and some responses may be incomplete or inaccurate.
+
 Generalization: This model is focused solely on Valheim-related content and may not perform well in other contexts.
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 Iterative Improvement: Future versions will refine the dataset and model based on testing and community feedback.
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+
 Contact and Feedback
-This is an experimental project created by a novice AI enthusiast. Feedback, suggestions, and collaborations are highly welcome! Feel free to reach out via Hugging Face.
 
-Citation
-If you use this model, please consider citing it:
-
-less
-Copy
-Edit
-@misc{Egrigor_ValheimAssistantV1_2025,
-  author = {Egrigor},
-  title = {Valheim Assistant V1 - Fine-Tuned with Unsloth},
-  year = {2025},
-  publisher = {Hugging Face},
-  howpublished = {\url{https://huggingface.co/Egrigor/ValheimAssistantV1}},
-}
-yaml
-Copy
-Edit
+This is an experimental project created by a novice AI enthusiast. Feedback, suggestions, and collaborations are highly welcome! Feel free to reach out via Hugging Face.
 
 ---