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README.md

@@ -1,8 +1,6 @@
 ---
 tags:
 - unsloth
-- qwen3
-- qwen
 base_model:
 - Qwen/Qwen3-Coder-30B-A3B-Instruct
 library_name: transformers
@@ -11,17 +9,12 @@ license_link: https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct/blob/main
 pipeline_tag: text-generation
 ---
 > [!NOTE]
->  Extends context length from 256K to 1 million by YaRN
+>  Includes Unsloth **chat template fixes**! <br> For `llama.cpp`, use `--jinja`
 >
+
 <div>
-  <p style="margin-bottom: 0; margin-top: 0;">
-    <strong>See <a href="https://huggingface.co/collections/unsloth/qwen3-680edabfb790c8c34a242f95">our collection</a> for all versions of Qwen3 including GGUF, 4-bit & 16-bit formats.</strong>
-  </p>
-  <p style="margin-bottom: 0;">
-    <em>Learn to run Qwen3-Coder correctly - <a href="https://docs.unsloth.ai/basics/qwen3-coder">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/">
@@ -30,23 +23,12 @@ pipeline_tag: text-generation
     <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/basics/qwen3-coder">
+    <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-Coder Guide <a href="https://docs.unsloth.ai/basics/qwen3-coder">here</a>!</h1>
 </div>
 
-- Fine-tune Qwen3 (14B) for free using our Google [Colab notebook](https://docs.unsloth.ai/get-started/unsloth-notebooks)!
-- Read our Blog about Qwen3 support: [unsloth.ai/blog/qwen3](https://unsloth.ai/blog/qwen3)
-- View the rest of our notebooks in our [docs here](https://docs.unsloth.ai/get-started/unsloth-notebooks).
-| Unsloth supports          |    Free Notebooks                                                                                           | Performance | Memory use |
-|-----------------|--------------------------------------------------------------------------------------------------------------------------|-------------|----------|
-| **Qwen3 (14B)**      | [▶️ Start on Colab](https://docs.unsloth.ai/get-started/unsloth-notebooks)               | 3x faster | 70% less |
-| **GRPO with Qwen3 (8B)**      | [▶️ Start on Colab](https://docs.unsloth.ai/get-started/unsloth-notebooks)               | 3x faster | 80% less |
-| **Llama-3.2 (3B)**      | [▶️ Start on Colab](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb)               | 2.4x faster | 58% less |
-| **Llama-3.2 (11B vision)**      | [▶️ Start on Colab](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb)               | 2x faster | 60% less |
-| **Qwen2.5 (7B)**      | [▶️ Start on Colab](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(7B)-Alpaca.ipynb)               | 2x faster | 60% less |
 
 # Qwen3-Coder-3B-A3B-Instruct
 <a href="https://chat.qwen.ai/" target="_blank" style="margin: 2px;">
@@ -61,7 +43,7 @@ pipeline_tag: text-generation
 - **Long-context Capabilities** with native support for **256K** tokens, extendable up to **1M** tokens using Yarn, optimized for repository-scale understanding.
 - **Agentic Coding** supporting for most platform such as **Qwen Code**, **CLINE**, featuring a specially designed function call format.
 
-![image/jpeg](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen3-Coder/qwen3-coder-30a3-main.jpg)
+![image/jpeg](placeholder of Qwen3-Coder-30B-A3B-Instruct performance image )
 
 ## Model Overview
 
@@ -206,4 +188,4 @@ If you find our work helpful, feel free to give us a cite.
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2505.09388}, 
 }
-```
+```