model card update
Browse files
README.md
CHANGED
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@@ -64,7 +64,192 @@ The capital of France is Paris.
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```
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**Evaluation Results:**
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**Model Architecture:**
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Granite-4.0-H-Tiny-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.
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@@ -222,7 +407,7 @@ Granite-4.0-H-Tiny-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
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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: #DAE8FF; color: black;">5</td>
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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: #DAE8FF; 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: #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: #DAE8FF; 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: #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: #DAE8FF; 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: #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: #DAE8FF; 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: #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: #DAE8FF; 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: #FFFFFF; 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: #DAE8FF; 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: #FFFFFF; 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: #DAE8FF; 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: #FFFFFF; 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: #DAE8FF; 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: #FFFFFF; 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: #DAE8FF; 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>
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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>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">67.07</td>
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<td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">64.02</td>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">69.51</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;">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;">81.48</td>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">74.87</td>
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<td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">81.48</td>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">83.07</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;">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: #DAE8FF; color: #2D2D2D;">68.78</td>
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<td style="text-align:right; background-color: #FFFFFF; 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>
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</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>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">56.59</td>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">58.5</td>
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<td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">62.77</td>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">71.18</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;">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>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">52.16</td>
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<td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">53.78</td>
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<td style="text-align:right; background-color: #FFFFFF; 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>
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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;">58.48</td>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">47.04</td>
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<td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">54.64</td>
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<td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">65.2</td>
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</tr>
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</tbody></table>
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<table>
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<caption><b>Multilingual Benchmarks and thr included languages:</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;"># Langs</th>
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<th style="text-align:center; background-color: #001d6c; color: white;">Languages</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 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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| 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 |
**Model Architecture:**
|
| 255 |
Granite-4.0-H-Tiny-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: #DAE8FF; color: black;">5</td>
|
model.sig
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