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README.md

@@ -8,17 +8,12 @@ pipeline_tag: image-text-to-text
 library_name: transformers
 ---
 > [!NOTE]
->  Includes Unsloth **chat template fixes**!
+>  Includes Unsloth **chat template fixes**! <br> For `llama.cpp`, use `--jinja`
 >
+
 <div>
-  <p style="margin-bottom: 0; margin-top: 0;">
-    <strong>See our <a href="https://huggingface.co/collections/unsloth/qwen3-vl">Qwen3-VL collection</a> for all versions including GGUF, 4-bit & 16-bit formats.</strong>
-  </p>
-  <p style="margin-bottom: 0;">
-    <em>Learn to run Qwen3-VL correctly - <a href="https://docs.unsloth.ai/models/qwen3-vl-run-and-fine-tune">Read our Guide</a>.</em>
-  </p>
 <p style="margin-top: 0;margin-bottom: 0;">
-   <em>See <a href="https://docs.unsloth.ai/basics/unsloth-dynamic-v2.0-gguf">Unsloth Dynamic 2.0 GGUFs</a> for our quantization benchmarks.</em>
+    <em><a href="https://docs.unsloth.ai/basics/unsloth-dynamic-v2.0-gguf">Unsloth Dynamic 2.0</a> achieves superior accuracy & outperforms other leading quants.</em>
   </p>
   <div style="display: flex; gap: 5px; align-items: center; ">
     <a href="https://github.com/unslothai/unsloth/">
@@ -27,17 +22,12 @@ library_name: transformers
     <a href="https://discord.gg/unsloth">
       <img src="https://github.com/unslothai/unsloth/raw/main/images/Discord%20button.png" width="173">
     </a>
-    <a href="https://docs.unsloth.ai/models/qwen3-vl-run-and-fine-tune">
+    <a href="https://docs.unsloth.ai/">
       <img src="https://raw.githubusercontent.com/unslothai/unsloth/refs/heads/main/images/documentation%20green%20button.png" width="143">
     </a>
   </div>
-<h1 style="margin-top: 0rem;">✨ Read our Qwen3-VL Guide <a href="https://docs.unsloth.ai/models/qwen3-vl-run-and-fine-tune">here</a>!</h1>
 </div>
 
-- Fine-tune Qwen3-VL-8B for free using our [Google Colab notebook](https://docs.unsloth.ai/models/qwen3-vl-run-and-fine-tune#fine-tuning-qwen3-vl)
-- Or train Qwen3-VL with reinforcement learning (GSPO) with our [free notebook](https://docs.unsloth.ai/models/qwen3-vl-run-and-fine-tune#fine-tuning-qwen3-vl).
-- View the rest of our notebooks in our [docs here](https://docs.unsloth.ai/get-started/unsloth-notebooks).
----
 <a href="https://chat.qwenlm.ai/" target="_blank" style="margin: 2px;">
     <img alt="Chat" src="https://img.shields.io/badge/%F0%9F%92%9C%EF%B8%8F%20Qwen%20Chat%20-536af5" style="display: inline-block; vertical-align: middle;"/>
 </a>