Update README.md

README.md

@@ -5,15 +5,15 @@ tags: []
 
 # KO-REAson
 
-**KO-REAson** is a series of Korean-centric reasoning language models developed in collaboration with OneLineAI, KISTI, HAE-RAE and ORACLE.  
+**KO-REAson** is a series of Korean-centric reasoning language models developed in collaboration with [OneLineAI](https://onelineai.com/), [KISTI-KONI](https://huggingface.co/KISTI-KONI), [HAE-RAE](https://huggingface.co/HAERAE-HUB) and ORACLE.  
 
 We use the **Language-Mixed Chain-of-Thought (CoT)** approach, which allows the model to alternate between English and Korean during the “Think” stage of reasoning, preserving key Korean terms while leveraging English for logical scaffolding.  
 
-Top-performing models of our series [KO-REAson-AX3_1-7B-0831](https://huggingface.co/KoReason/KO-REASon-AX3_1-7B-0831) and [KO-REAson-7B-Q2_5-0831](https://huggingface.co/KoReason/KO-REASon-7B-Q2_5-0831) show performance comparable to models trained on closed-source datasets such as Exaone-Deep-7.8B.
+Top-performing models of our series [KO-REAson-AX3_1-7B-0831 (KONI-7B-R-20250831)](https://huggingface.co/KISTI-KONI/KONI-7B-R-20250831) and [KO-REAson-7B-Q2_5-0831](https://huggingface.co/KoReason/KO-REASon-7B-Q2_5-0831) show performance comparable to models trained on closed-source datasets such as Exaone-Deep-7.8B.
 
 
 <p align="left">
-  <img src="https://cdn-uploads.huggingface.co/production/uploads/60d3e619b8448e1785bbda2a/CaHtUra_lWZmg04d-QNtm.png" 
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/60d3e619b8448e1785bbda2a/uqrKdxbQEqAFknYBmuH7Y.png" 
        alt="Model Comparison" width="750"/>
   <br>
   <em style="display:inline-block; max-width:750px; text-align:cener; white-space:normal; word-wrap:break-word; line-height:1.5;">
@@ -29,9 +29,9 @@ The **KO-REAson-0831** family comes in six variants based on the base model used
 | Model (link)                                                                                 | Base           | Notes                       |
 | -------------------------------------------------------------------------------------------- | -------------------- | --------------------------- |
 | [KO-REAson-L3_1-8B-0831](https://huggingface.co/KoReason/KO-REASon-L3_1-8B-0831)   | [Llama-3.1-8B](https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct)      | `L3_1` → Llama-3.1-8B       |
-| [KO-REAson-KL3_1-8B-0831](https://huggingface.co/KoReason/KO-REASon-KL3_1-8B-0831) | [Koni-Llama-3.1-8B](https://huggingface.co/KISTI-KONI/KONI-Llama3.1-8B-Instruct-20241024)    | `KL3_1` → Koni-Llama-3.1-8B |
+| [KO-REAson-KL3_1-8B-0831](https://huggingface.co/KOREAson/KO-REAson-KL3_1-8B-0831) | [Koni-Llama-3.1-8B](https://huggingface.co/KISTI-KONI/KONI-Llama3.1-8B-Instruct-20241024)    | `KL3_1` → Koni-Llama-3.1-8B; also called [KONI-Llama3.1-8B-R-20250831](https://huggingface.co/KISTI-KONI/KONI-Llama3.1-8B-R-20250831) |
 | [KO-REAson-G3-4B-0831](https://huggingface.co/KoReason/KO-REASon-G3-4B-0831)        | [Gemma-3 4B](https://huggingface.co/google/gemma-3-4b-it)           | `G3` → Gemma-3-4B           |
-| [KO-REAson-AX3_1-7B-0831](https://huggingface.co/KoReason/KO-REASon-AX3_1-7B-0831) | [A.X.-3.1-Light (≈7B)](https://huggingface.co/skt/A.X-3.1-Light) | `AX3_1` → A.X.-3.1-Light    |
+| [KO-REAson-AX3_1-7B-0831](https://huggingface.co/KOREAson/KO-REAson-7B-AX3_1-0831) | [A.X.-3.1-Light (≈7B)](https://huggingface.co/skt/A.X-3.1-Light) | `AX3_1` → A.X.-3.1-Light; also called [KONI-7B-R-20250831](https://huggingface.co/KISTI-KONI/KONI-7B-R-20250831)  |
 | [KO-REAson-K2505_8B-0831](https://huggingface.co/KoReason/KO-REASon-K2505_8B-0831) | [Kanana-2505 (8B)](https://huggingface.co/kakaocorp/kanana-1.5-8b-instruct-2505)     | `K2505` → Kanana-2505       |
 | [KO-REAson-7B-Q2_5-0831](https://huggingface.co/KoReason/KO-REASon-7B-Q2_5-0831)   | [Qwen-2.5 (7B)](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct)        | `Q2_5` → Qwen-2.5           |
 
@@ -70,7 +70,7 @@ This separation is designed to prevent inadvertent overfitting to the benchmarks
   </thead>
   <tbody>
     <tr>
-      <th>KO-REASon-AX3_1-7B-0831(Ours)</th>
+      <th>KO-REASon-AX3_1-7B-0831(KONI-7B-R-20250831; Ours)</th>
       <td>260k</td>
       <td>SFT</td>
       <td><b>44.6</b></td>
@@ -85,6 +85,14 @@ This separation is designed to prevent inadvertent overfitting to the benchmarks
       <td>38.75</td>
       <td><u>49.95</u></td>
     </tr>
+    <tr>
+      <th>KO-REAson-KL3_1-8B-0831(KONI-Llama3.1-8B-R-20250831)</th>
+      <td>260k</td>
+      <td>SFT</td>
+      <td>40.13</td>
+      <td>30.57</td>
+      <td>43.66</td>
+    </tr>
     <tr>
       <td colspan="6" style="text-align:center; font-weight:bold;">Open Recipe (En)</td>
     </tr>
@@ -162,7 +170,7 @@ This separation is designed to prevent inadvertent overfitting to the benchmarks
       <th>AIME 2024</th>
       <th>AIME 2025</th>
       <th>GPQA</th>
-      <th>CLiCK</th>
+      <th>CLIcK</th>
       <th>KoBALT-700</th>
     </tr>
   </thead>
@@ -200,7 +208,11 @@ This separation is designed to prevent inadvertent overfitting to the benchmarks
       <td>7.61</td><td>28.46</td><td>19.31</td><td>51.61</td><td>46.67</td><td>33.33</td><td>28.28</td><td>32.48</td><td>4.71</td><td>30.61</td><td>27.31</td>
     </tr>
     <tr>
-      <td><b>KO-REASon-AX3_1-7B-0831</b></td>
+      <td><b>KO-REAson-KL3_1-8B-0831(KONI-Llama3.1-8B-R-20250831)</b></td>
+      <td>8.03</td><td>44.64</td><td>40.08</td><td>37.96</td><td>23.33</td><td>30.00</td><td>38.38</td><td>56.39</td><td>21.57</td><td>30.57</td><td>40.13</td>
+    </tr>
+    <tr>
+      <td><b>KO-REASon-AX3_1-7B-0831 (KONI-7B-R-20250831)</b></td>
       <td>7.26</td><td>45.57</td><td>38.13</td><td>52.80</td><td>53.33</td><td>33.33</td><td>36.87</td><td><b>62.86</b></td><td>23.43</td><td><u>43.29</u></td><td><u>44.56</u></td>
     </tr>
     <tr>