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granite-4.0-micro-base

Text Generation
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granitemoehybrid
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granite-4.0
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model card update

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README.md CHANGED
@@ -64,156 +64,198 @@ The capital of France is Paris.
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  ```
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  **Evaluation Results:**
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- *Coming soon*
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- <!-- <table>
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- <caption><b>HuggingFace Open LLM Leaderboard V1</b></caption>
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  <thead>
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  <tr>
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- <th style="text-align:left; background-color: #001d6c; color: white;">Models</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">ARC-Challenge</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">Hellaswag</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">MMLU</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">TruthfulQA</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">Winogrande</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">GSM8K</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">DROP</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">NQ</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">AGIEval</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">TriviaQA</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">Avg</th>
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- </tr></thead>
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- <tbody>
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- <tr>
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- <td style="text-align:left; background-color: #DAE8FF; color: #2D2D2D;">Granite-4.0-Micro-Base</td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-c
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-
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- olor: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
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- </tr>
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- <tr>
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- <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Micro-Base</td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- </tr>
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- <tr>
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- <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Tiny-Base</td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- </tr>
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-
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- <tr>
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- <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Small-Base</td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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  </tr>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  </tbody></table>
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148
  <table>
149
- <caption><b>HuggingFace Open LLM Leaderboard V2</b></caption>
150
- <thead>
151
- <tr>
152
- <th style="text-align:left; background-color: #001d6c; color: white;">Models</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">IFEval</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">BBH</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">MATH Lvl 5</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">GPQA</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">MUSR</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">MMLU-Pro</th>
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- <th style="text-align:center; background-color: #001d6c; color: white;">Avg</th>
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- </tr></thead>
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- <tbody>
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- <tr>
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- <td style="text-align:left; background-color: #DAE8FF; color: black;">Granite-4.0-Micro-Base</td>
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- <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
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- <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
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- </tr>
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- <tr>
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- <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Micro-Base</td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- </tr>
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- <tr>
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- <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Tiny-Base</td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- </tr>
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  <tr>
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- <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Small-Base</td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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- <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
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  </tr>
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- </tbody></table> -->
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  **Model Architecture:**
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  Granite-4.0-Micro-Base is based on a decoder-only dense transformer architecture. Core components of this architecture are: GQA, RoPE, MLP with SwiGLU, RMSNorm, and shared input/output embeddings.
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- <!-- OTHER VERSIONS
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-
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- - One for hybrid dense
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- Granite-4.0-H-Micro-Base is based on a decoder-only dense transformer architecture. Core components of this architecture are: GQA, Mamba2, MLP with SwiGLU, RMSNorm, and shared input/output embeddings.
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-
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- - One for hybrid MoE
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- Granite-4.0-H-Tiny-MoE is based on a decoder-only MoE transformer architecture. Core components of this architecture are: GQA, Mamba2, MoEs with shared experts, SwiGLU activation, RMSNorm, and shared input/output embeddings.
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-
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- -->
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  <table>
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  <thead>
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  <tr>
@@ -367,7 +409,7 @@ Granite-4.0-H-Tiny-MoE is based on a decoder-only MoE transformer architecture.
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  </tr>
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  <tr>
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  <td style="text-align:left; background-color: #FFFFFF; color: black;">II</td>
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- <td style="text-align:left; background-color: #FFFFFF; color: black;">General mixture of training data with higher mixture of code, and power scheduler for learning rate.</td>
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  <td style="text-align:center; background-color: #DAE8FF; color: black;">2</td>
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  <td style="text-align:center; background-color: #FFFFFF; color: black;">5</td>
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  <td style="text-align:center; background-color: #FFFFFF; color: black;">5</td>
@@ -391,6 +433,7 @@ Granite-4.0-H-Tiny-MoE is based on a decoder-only MoE transformer architecture.
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  </tr>
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  </tbody></table>
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  **Infrastructure:**
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  We trained the Granite 4.0 Language Models utilizing an NVIDIA GB200 NVL72 cluster hosted in CoreWeave. Intra-rack communication occurs via the 72-GPU NVLink domain, and a non-blocking, full Fat-Tree NDR 400 Gb/s InfiniBand network provides inter-rack communication. This cluster provides a scalable and efficient infrastructure for training our models over thousands of GPUs.
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  ```
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  **Evaluation Results:**
 
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+ <table>
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+ <!-- <caption><b> All Results</b></caption> -->
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  <thead>
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  <tr>
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+ <th style="text-align:left; background-color: #001d6c; color: white;">Benchmarks</th>
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+ <th style="text-align:left; background-color: #001d6c; color: white;">Metric</th>
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+ <th style="text-align:center; background-color: #001d6c; color: white;">Micro Dense</th>
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+ <th style="text-align:center; background-color: #001d6c; color: white;">H Micro Dense</th>
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+ <th style="text-align:center; background-color: #001d6c; color: white;">H Tiny MoE</th>
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+ <th style="text-align:center; background-color: #001d6c; color: white;">H Small MoE</th>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  </tr>
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+ </thead>
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+ <tbody>
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+ <tr>
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+ <td colspan="6" style="text-align:center; background-color: #FFFFFF; color: #2D2D2D; font-style:italic;">
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+ General Tasks
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+ </td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMLU</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">66.47</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">67.43</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">68.90</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">75.85</td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMLU-Pro</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot,CoT</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">37.16</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">34.03</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">35.47</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">48.94</td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">BBH</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">3-shot, CoT</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">63.84</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">57.65</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">59.67</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">75.84</td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">AGI EVAL</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">3-shot</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">54.32</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">54.59</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">53.69</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">62.05</td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">DROP</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">66.04</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">67.44</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">64.92</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">74.69</td>
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+ </tr>
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+ <tr>
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+ <td colspan="6" style="text-align:center; background-color: #FFFFFF; color: #2D2D2D; font-style:italic;">
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+ Math Tasks
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+ </td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">GSM8K</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">8-shot</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">72.93</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">63.76</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">72.55</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">82.11</td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Minerva Math</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">4-shot</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">38</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">39.7</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">40.34</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">46.28</td>
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+ </tr>
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+ <tr>
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+ <td colspan="6" style="text-align:center; background-color: #FFFFFF; color: #2D2D2D; font-style:italic;">
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+ Code Tasks
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+ </td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">HumanEval </td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1 [StarCoder Prompt]</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">76.19</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">73.72</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">77.59</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">83.66</td>
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+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">HumanEval</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">59.76</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">70.73</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">71.34</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">76.22</td>
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+ </tr>
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+ <tr>
169
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">HumanEval+</td>
170
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
171
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">54.27</td>
172
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">67.07</td>
173
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">64.02</td>
174
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">69.51</td>
175
+ </tr>
176
+ <tr>
177
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MBPP</td>
178
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
179
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">81.48</td>
180
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">74.87</td>
181
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">81.48</td>
182
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">83.07</td>
183
+ </tr>
184
+ <tr>
185
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MBPP+</td>
186
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
187
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">68.25</td>
188
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">63.23</td>
189
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">68.78</td>
190
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">70.37</td>
191
+ </tr>
192
+ <tr>
193
+ <td colspan="6" style="text-align:center; background-color: #FFFFFF; color: #2D2D2D; font-style:italic;">
194
+ Multilingual Tasks
195
+ </td>
196
+ </tr>
197
+ <tr>
198
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMMLU</td>
199
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
200
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">56.59</td>
201
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">58.5</td>
202
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">62.77</td>
203
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">71.18</td>
204
+ </tr>
205
+ <tr>
206
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">INCLUDE</td>
207
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
208
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">51.77</td>
209
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">52.16</td>
210
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">53.78</td>
211
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">66.04</td>
212
+ </tr>
213
+ <tr>
214
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MGSM</td>
215
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">8-shot</td>
216
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">58.48</td>
217
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">47.04</td>
218
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">54.64</td>
219
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">65.2</td>
220
+ </tr>
221
  </tbody></table>
222
 
223
+
224
  <table>
225
+ <caption><b>Multilingual Benchmarks and thr included languages:</b></caption>
226
+ <thead>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
227
  <tr>
228
+ <th style="text-align:left; background-color: #001d6c; color: white;">Benchmarks</th>
229
+ <th style="text-align:left; background-color: #001d6c; color: white;"># Langs</th>
230
+ <th style="text-align:center; background-color: #001d6c; color: white;">Languages</th>
 
 
 
 
 
231
  </tr>
232
+ </thead>
233
+ <tbody>
234
+ <tr>
235
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMMLU</td>
236
+ <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">11</td>
237
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">ar, de, en, es, fr, ja, ko, pt, zh, bn, hi</td>
238
+ </tr>
239
+ <tr>
240
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">INCLUDE</td>
241
+ <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">14</td>
242
+ <!-- <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">hindi, bengali, tamil, telugu, arabic, german, spanish, french, italian, japanese, korean, dutch, portuguese, chinese</td> -->
243
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">hi, bn, ta, te, ar, de, es, fr, it, ja, ko, nl, pt, zh</td>
244
+
245
+ </tr>
246
+ <tr>
247
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MGSM</td>
248
+ <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">5</td>
249
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">en, es, fr, ja, zh</td>
250
+ </tr>
251
+ </tbody>
252
+ </table>
253
+
254
 
255
  **Model Architecture:**
256
 
257
  Granite-4.0-Micro-Base is based on a decoder-only dense transformer architecture. Core components of this architecture are: GQA, RoPE, MLP with SwiGLU, RMSNorm, and shared input/output embeddings.
258
 
 
 
 
 
 
 
 
 
 
259
  <table>
260
  <thead>
261
  <tr>
 
409
  </tr>
410
  <tr>
411
  <td style="text-align:left; background-color: #FFFFFF; color: black;">II</td>
412
+ <td style="text-align:left; background-color: #FFFFFF; color: black;">General mixture of training data with higher percentages of code and math with power scheduler for learning rate.</td>
413
  <td style="text-align:center; background-color: #DAE8FF; color: black;">2</td>
414
  <td style="text-align:center; background-color: #FFFFFF; color: black;">5</td>
415
  <td style="text-align:center; background-color: #FFFFFF; color: black;">5</td>
 
433
  </tr>
434
  </tbody></table>
435
 
436
+
437
  **Infrastructure:**
438
  We trained the Granite 4.0 Language Models utilizing an NVIDIA GB200 NVL72 cluster hosted in CoreWeave. Intra-rack communication occurs via the 72-GPU NVLink domain, and a non-blocking, full Fat-Tree NDR 400 Gb/s InfiniBand network provides inter-rack communication. This cluster provides a scalable and efficient infrastructure for training our models over thousands of GPUs.
439
 
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"payloadType": "application/vnd.in-toto+json", "signatures": [{"sig": "MEUCIQCtUIxg42UvISkUBNoYLcp+4SEC7KjFTUxiFv5ZAUzvIgIgEG9rrhAp7FSOWhA973vt8fXjdEwAajwpSTy4Zjjsm1g="}]}}