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ibm-granite
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granite-4.0-h-small-base

Safetensors
transformersd
granitemoehybrid
language
granite-4.0
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  1. README.md +188 -3
  2. model.sig +1 -1
README.md CHANGED
@@ -1,6 +1,6 @@
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  ---
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  license: apache-2.0
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- library_name: transformers
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  tags:
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  - language
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  - granite-4.0
@@ -64,7 +64,192 @@ 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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  **Model Architecture:**
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  Granite-4.0-H-Small-Base 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.
@@ -222,7 +407,7 @@ Granite-4.0-H-Small-Base 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 a higher percentages of code and math with power scheduler for learning rate.</td>
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  <td style="text-align:center; background-color: #FFFFFF; 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>
 
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  ---
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  license: apache-2.0
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+ library_name: transformersd
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  tags:
5
  - language
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  - granite-4.0
 
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  ```
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  **Evaluation Results:**
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+
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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: #FFFFFF; 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: #DAE8FF; 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: #FFFFFF; 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: #DAE8FF; 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: #FFFFFF; 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: #DAE8FF; 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: #FFFFFF; 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: #DAE8FF; color: #2D2D2D;">62.05</td>
117
+ </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: #FFFFFF; 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: #DAE8FF; 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: #FFFFFF; color: #2D2D2D;">72.93</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">63.76</td>
136
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">72.55</td>
137
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">82.11</td>
138
+ </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: #FFFFFF; color: #2D2D2D;">38</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">39.7</td>
144
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">40.34</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">46.28</td>
146
+ </tr>
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+ <tr>
148
+ <td colspan="6" style="text-align:center; background-color: #FFFFFF; color: #2D2D2D; font-style:italic;">
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+ Code Tasks
150
+ </td>
151
+ </tr>
152
+ <tr>
153
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">HumanEval </td>
154
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1 [StarCoder Prompt]</td>
155
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">76.19</td>
156
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">73.72</td>
157
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">77.59</td>
158
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">83.66</td>
159
+ </tr>
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+ <tr>
161
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">HumanEval</td>
162
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
163
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">59.76</td>
164
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">70.73</td>
165
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">71.34</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">76.22</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: #FFFFFF; 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: #DAE8FF; color: #2D2D2D;">69.51</td>
175
+ </tr>
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+ <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: #FFFFFF; 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: #DAE8FF; color: #2D2D2D;">83.07</td>
183
+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MBPP+</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: #FFFFFF; color: #2D2D2D;">68.25</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">63.23</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">68.78</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">70.37</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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+ Multilingual Tasks
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+ </td>
196
+ </tr>
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+ <tr>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMMLU</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
200
+ <td style="text-align:right; background-color: #FFFFFF; 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: #DAE8FF; color: #2D2D2D;">71.18</td>
204
+ </tr>
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+ <tr>
206
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">INCLUDE</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: #FFFFFF; color: #2D2D2D;">51.77</td>
209
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">52.16</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">53.78</td>
211
+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">66.04</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;">MGSM</td>
215
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">8-shot</td>
216
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">58.48</td>
217
+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">47.04</td>
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+ <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">54.64</td>
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+ <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">65.2</td>
220
+ </tr>
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+ </tbody></table>
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+
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+
224
+ <table>
225
+ <caption><b>Multilingual Benchmarks and thr included languages:</b></caption>
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+ <thead>
227
+ <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;"># Langs</th>
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+ <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>
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+ <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">11</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">ar, de, en, es, fr, ja, ko, pt, zh, bn, hi</td>
238
+ </tr>
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+ <tr>
240
+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">INCLUDE</td>
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+ <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">14</td>
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+ <!-- <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>
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+ <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">5</td>
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+ <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">en, es, fr, ja, zh</td>
250
+ </tr>
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+ </tbody>
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+ </table>
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254
  **Model Architecture:**
255
  Granite-4.0-H-Small-Base 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.
 
407
  </tr>
408
  <tr>
409
  <td style="text-align:left; background-color: #FFFFFF; color: black;">II</td>
410
+ <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>
411
  <td style="text-align:center; background-color: #FFFFFF; color: black;">2</td>
412
  <td style="text-align:center; background-color: #FFFFFF; color: black;">5</td>
413
  <td style="text-align:center; background-color: #FFFFFF; color: black;">5</td>
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