Update README.md

README.md

@@ -56,10 +56,10 @@ Designed to bridge AI intelligence with blockchain development, **Solphie-1S** e
 The model was fine-tuned using parameter-efficient methods with **LoRA** to adapt to the Solana-specific domain. Below is a visualization of the training process:
 
 ```
-+---------------------------+               +-------------------------+
-|       Base Model          |  --- LoRA --> |  Fine-Tuned Adapter     |
-|    LLaMa 3.1 8B           |               | Virende-8B-Instruct     |
-+---------------------------+               +-------------------------+
++---------------------------+               +-----------------------------+
+|       Base Model          |  --- LoRA --> |      Fine-Tuned Adapter     |
+|    LLaMa 3.1 8B           |               | Solphie-1S-Foundation-Model |
++---------------------------+               +-----------------------------+
 ```
 
 ### **Dataset Sources**
@@ -109,14 +109,14 @@ print(response)
 
 | Split   | Count  | Description                    |
 |---------|--------|--------------------------------|
-| **Train** | 27.1k | High-quality Q&A pairs        |
+| **Train** | 13.6k | High-quality Q&A pairs        |
 
 **Dataset Format (JSONL):**
 ```json
 {
-  "question": "How to use the Helius API for transaction indexing?",
-  "answer": "To index transactions, use Helius's Webhooks API ...",
-  "chunk": "Helius API allows you to set up ..."
+  "question": "How to ...",
+  "answer": "...",
+  "think": "..."
 }
 ```