Added Table 2
Browse files
README.md
CHANGED
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@@ -44,6 +44,329 @@ model-index:
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# OctoCoder
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Play with the model on the [TODO Playground](https://huggingface.co/spaces/bigcode/bigcode-playground).
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| 47 |
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| 48 |
## Table of Contents
|
| 49 |
|
|
|
|
| 44 |
# OctoCoder
|
| 45 |
|
| 46 |
Play with the model on the [TODO Playground](https://huggingface.co/spaces/bigcode/bigcode-playground).
|
| 47 |
+
<style>
|
| 48 |
+
table{
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| 49 |
+
border-collapse: collapse;
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| 50 |
+
}
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| 51 |
+
</style>
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| 52 |
+
<table>
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| 53 |
+
<tr>
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| 54 |
+
<th>Model (↓)</th>
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| 55 |
+
<th>Python</th>
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| 56 |
+
<th>JavaScript</th>
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| 57 |
+
<th>Java</th>
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| 58 |
+
<th>Go</th>
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| 59 |
+
<th>C++</th>
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| 60 |
+
<th>Rust</th>
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| 61 |
+
<th>Avg.</th>
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| 62 |
+
</tr>
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| 63 |
+
</table>
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| 64 |
+
<hr style="background-color: black;">
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| 65 |
+
<center><strong>HumanEvalFix</strong></center>
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| 66 |
+
<hr style="background-color: black;">
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| 67 |
+
<center>Non-permissive models</center>
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| 68 |
+
<hr style="background-color: black;">
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| 69 |
+
<table>
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| 70 |
+
<tr>
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| 71 |
+
<td>WizardCoder</td>
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| 72 |
+
<td>31.8</td>
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| 73 |
+
<td>29.5</td>
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| 74 |
+
<td>12.7</td>
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| 75 |
+
<td>30.4</td>
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| 76 |
+
<td>18.7</td>
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| 77 |
+
<td>13.0</td>
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| 78 |
+
<td>22.7</td>
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| 79 |
+
</tr>
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| 80 |
+
<tr>
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| 81 |
+
<td>GPT-4</td>
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| 82 |
+
<td>47.0 </td>
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| 83 |
+
<td>48.2</td>
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| 84 |
+
<td>50.0</td>
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| 85 |
+
<td>50.6</td>
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| 86 |
+
<td>47.6</td>
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| 87 |
+
<td>43.3</td>
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| 88 |
+
<td><u>47.8</u></td>
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| 89 |
+
</tr>
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| 90 |
+
</table>
|
| 91 |
+
<hr style="background-color: black;">
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| 92 |
+
<center>Permissive models</center>
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| 93 |
+
<hr style="background-color: black;">
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| 94 |
+
<table>
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| 95 |
+
<tr>
|
| 96 |
+
<td>InstructCodeT5+<sup>‡</sup></td>
|
| 97 |
+
<td>2.7</td>
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| 98 |
+
<td>1.2</td>
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| 99 |
+
<td>4.3</td>
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| 100 |
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<td>2.1</td>
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| 101 |
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<td>0.2</td>
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| 102 |
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<td>0.5</td>
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| 103 |
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<td>1.8</td>
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| 104 |
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</tr>
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| 105 |
+
<tr>
|
| 106 |
+
<td>BLOOMZ<sup>+</sup></td>
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| 107 |
+
<td>16.6</td>
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| 108 |
+
<td>15.5</td>
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| 109 |
+
<td>15.2</td>
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| 110 |
+
<td>16.4</td>
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| 111 |
+
<td>6.7</td>
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| 112 |
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<td>5.7</td>
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| 113 |
+
<td>12.5</td>
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| 114 |
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</tr>
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| 115 |
+
<tr>
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| 116 |
+
<td>StarChat-β</td>
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| 117 |
+
<td>18.1</td>
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| 118 |
+
<td>18.1</td>
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| 119 |
+
<td>24.1</td>
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| 120 |
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<td>18.1</td>
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| 121 |
+
<td>8.2</td>
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| 122 |
+
<td>3.6</td>
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| 123 |
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<td>11.2</td>
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| 124 |
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</tr>
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| 125 |
+
<tr>
|
| 126 |
+
<td>CodeGeeX2<sup>*</sup></td>
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| 127 |
+
<td>15.9</td>
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| 128 |
+
<td>14.7</td>
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| 129 |
+
<td>18.0</td>
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| 130 |
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<td>13.6</td>
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| 131 |
+
<td>4.3</td>
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| 132 |
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<td>6.1</td>
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| 133 |
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<td>12.1</td>
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| 134 |
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</tr>
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| 135 |
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<tr>
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| 136 |
+
<td>StarCoder</td>
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| 137 |
+
<td>8.7</td>
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| 138 |
+
<td>15.7</td>
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| 139 |
+
<td>13.3</td>
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| 140 |
+
<td>20.1</td>
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| 141 |
+
<td>15.6</td>
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| 142 |
+
<td>6.7</td>
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| 143 |
+
<td>13.4</td>
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| 144 |
+
</tr>
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| 145 |
+
<tr>
|
| 146 |
+
<td>OctoGeeX<sup>*</sup></td>
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| 147 |
+
<td>28.1</td>
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| 148 |
+
<td>27.7</td>
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| 149 |
+
<td>30.4</td>
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| 150 |
+
<td>27.6</td>
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| 151 |
+
<td>22.9</td>
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| 152 |
+
<td>9.6</td>
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| 153 |
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<td>24.4</td>
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| 154 |
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</tr>
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| 155 |
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<tr>
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| 156 |
+
<td>OctoCoder</td>
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| 157 |
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<td><strong>30.2</strong></td>
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| 158 |
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<td><strong>28.4</strong></td>
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| 159 |
+
<td><strong>30.6</strong></td>
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| 160 |
+
<td><strong>30.2</strong></td>
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| 161 |
+
<td><strong>26.1</strong></td>
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| 162 |
+
<td><strong>16.5</strong></td>
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| 163 |
+
<td><strong>27.0</strong></td>
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| 164 |
+
</tr>
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| 165 |
+
</table>
|
| 166 |
+
<hr style="background-color: black;">
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| 167 |
+
<center><h4>HumanEvalExplain</h4></center>
|
| 168 |
+
<hr style="background-color: black;">
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| 169 |
+
<center>Non-permissive models</center>
|
| 170 |
+
<hr style="background-color: black;">
|
| 171 |
+
<table>
|
| 172 |
+
<tr>
|
| 173 |
+
<td>WizardCoder</td>
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| 174 |
+
<td>32.5</td>
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| 175 |
+
<td>33.0</td>
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| 176 |
+
<td>27.4</td>
|
| 177 |
+
<td>26.7</td>
|
| 178 |
+
<td>28.2</td>
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| 179 |
+
<td>16.9</td>
|
| 180 |
+
<td>27.5</td>
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| 181 |
+
</tr>
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| 182 |
+
<tr>
|
| 183 |
+
<td>GPT-4</td>
|
| 184 |
+
<td>64.6</td>
|
| 185 |
+
<td>57.3</td>
|
| 186 |
+
<td>51.2</td>
|
| 187 |
+
<td>58.5</td>
|
| 188 |
+
<td>38.4</td>
|
| 189 |
+
<td>42.7</td>
|
| 190 |
+
<td><u>52.1</u></td>
|
| 191 |
+
</tr>
|
| 192 |
+
</table>
|
| 193 |
+
<hr style="background-color: black;">
|
| 194 |
+
<center>Permissive models</center>
|
| 195 |
+
<hr style="background-color: black;">
|
| 196 |
+
<table>
|
| 197 |
+
<tr>
|
| 198 |
+
<td>InstructCodeT5+<sup>‡</sup></td>
|
| 199 |
+
<td>20.8</td>
|
| 200 |
+
<td>0.0</td>
|
| 201 |
+
<td>0.0</td>
|
| 202 |
+
<td>0.0</td>
|
| 203 |
+
<td>0.1</td>
|
| 204 |
+
<td>0.0</td>
|
| 205 |
+
<td>3.5</td>
|
| 206 |
+
</tr>
|
| 207 |
+
<tr>
|
| 208 |
+
<td>BLOOMZ<sup>+</sup></td>
|
| 209 |
+
<td>14.7</td>
|
| 210 |
+
<td>8.8</td>
|
| 211 |
+
<td>12.1</td>
|
| 212 |
+
<td>8.5</td>
|
| 213 |
+
<td>0.6</td>
|
| 214 |
+
<td>0.0</td>
|
| 215 |
+
<td>7.5</td>
|
| 216 |
+
</tr>
|
| 217 |
+
<tr>
|
| 218 |
+
<td>StarChat-β</td>
|
| 219 |
+
<td>25.4</td>
|
| 220 |
+
<td>21.5</td>
|
| 221 |
+
<td>24.5</td>
|
| 222 |
+
<td>18.4</td>
|
| 223 |
+
<td>17.6</td>
|
| 224 |
+
<td>13.2</td>
|
| 225 |
+
<td>20.1</td>
|
| 226 |
+
</tr>
|
| 227 |
+
<tr>
|
| 228 |
+
<td>CodeGeeX2<sup>*</sup></td>
|
| 229 |
+
<td>0.0</td>
|
| 230 |
+
<td>0.0</td>
|
| 231 |
+
<td>0.0</td>
|
| 232 |
+
<td>0.0</td>
|
| 233 |
+
<td>0.0</td>
|
| 234 |
+
<td>0.0</td>
|
| 235 |
+
<td>0.0</td>
|
| 236 |
+
</tr>
|
| 237 |
+
<tr>
|
| 238 |
+
<td>StarCoder</td>
|
| 239 |
+
<td>0.0</td>
|
| 240 |
+
<td>0.0</td>
|
| 241 |
+
<td>0.0</td>
|
| 242 |
+
<td>0.0</td>
|
| 243 |
+
<td>0.0</td>
|
| 244 |
+
<td>0.0</td>
|
| 245 |
+
<td>0.0</td>
|
| 246 |
+
</tr>
|
| 247 |
+
<tr>
|
| 248 |
+
<td>OctoGeeX<sup>*</sup></td>
|
| 249 |
+
<td>30.4</td>
|
| 250 |
+
<td>24.0</td>
|
| 251 |
+
<td>24.7</td>
|
| 252 |
+
<td><strong>21.7</strong></td>
|
| 253 |
+
<td>21.0</td>
|
| 254 |
+
<td><strong>15.9</strong></td>
|
| 255 |
+
<td>22.9</td>
|
| 256 |
+
</tr>
|
| 257 |
+
<tr>
|
| 258 |
+
<td>OctoCoder</td>
|
| 259 |
+
<td><strong>35.1</strong></td>
|
| 260 |
+
<td><strong>24.5</strong></td>
|
| 261 |
+
<td><strong>27.3</strong></td>
|
| 262 |
+
<td>21.1</td>
|
| 263 |
+
<td><strong>24.1</strong></td>
|
| 264 |
+
<td>14.8</td>
|
| 265 |
+
<td><strong>24.5</strong></td>
|
| 266 |
+
</tr>
|
| 267 |
+
</table>
|
| 268 |
+
<hr style="background-color: black;">
|
| 269 |
+
<center><h4>HumanEvalSynthesize</h4></center>
|
| 270 |
+
<hr style="background-color: black;">
|
| 271 |
+
<center>Non-permissive models</center>
|
| 272 |
+
<hr style="background-color: black;">
|
| 273 |
+
<table>
|
| 274 |
+
<tr>
|
| 275 |
+
<td>WizardCoder</td>
|
| 276 |
+
<td>57.3</td>
|
| 277 |
+
<td>49.5</td>
|
| 278 |
+
<td>36.1</td>
|
| 279 |
+
<td>36.4</td>
|
| 280 |
+
<td>40.9</td>
|
| 281 |
+
<td>20.2</td>
|
| 282 |
+
<td>40.1</td>
|
| 283 |
+
</tr>
|
| 284 |
+
<tr>
|
| 285 |
+
<td>GPT-4</td>
|
| 286 |
+
<td>86.6</td>
|
| 287 |
+
<td>82.9</td>
|
| 288 |
+
<td>81.7</td>
|
| 289 |
+
<td>72.6</td>
|
| 290 |
+
<td>78.7</td>
|
| 291 |
+
<td>67.1</td>
|
| 292 |
+
<td><u>78.3</u></td>
|
| 293 |
+
</tr>
|
| 294 |
+
</table>
|
| 295 |
+
<hr style="background-color: black;">
|
| 296 |
+
<center>Permissive models</center>
|
| 297 |
+
<hr style="background-color: black;">
|
| 298 |
+
<table>
|
| 299 |
+
<tr>
|
| 300 |
+
<td>InstructCodeT5+<sup>‡</sup></td>
|
| 301 |
+
<td>37.0</td>
|
| 302 |
+
<td>18.9</td>
|
| 303 |
+
<td>17.4</td>
|
| 304 |
+
<td>9.5</td>
|
| 305 |
+
<td>19.8</td>
|
| 306 |
+
<td>0.3</td>
|
| 307 |
+
<td>17.1</td>
|
| 308 |
+
</tr>
|
| 309 |
+
<tr>
|
| 310 |
+
<td>BLOOMZ<sup>+</sup></td>
|
| 311 |
+
<td>15.6</td>
|
| 312 |
+
<td>14.8</td>
|
| 313 |
+
<td>18.4</td>
|
| 314 |
+
<td>8.4</td>
|
| 315 |
+
<td>6.5</td>
|
| 316 |
+
<td>5.5</td>
|
| 317 |
+
<td>11.5</td>
|
| 318 |
+
</tr>
|
| 319 |
+
<tr>
|
| 320 |
+
<td>StarChat-β</td>
|
| 321 |
+
<td>33.5</td>
|
| 322 |
+
<td>31.4</td>
|
| 323 |
+
<td>26.7</td>
|
| 324 |
+
<td>25.5</td>
|
| 325 |
+
<td>26.6</td>
|
| 326 |
+
<td>14.0</td>
|
| 327 |
+
<td>26.3</td>
|
| 328 |
+
</tr>
|
| 329 |
+
<tr>
|
| 330 |
+
<td>CodeGeeX2<sup>*</sup></td>
|
| 331 |
+
<td>35.9</td>
|
| 332 |
+
<td>32.2</td>
|
| 333 |
+
<td>30.8</td>
|
| 334 |
+
<td>22.5</td>
|
| 335 |
+
<td>29.3</td>
|
| 336 |
+
<td>18.1</td>
|
| 337 |
+
<td>28.1</td>
|
| 338 |
+
</tr>
|
| 339 |
+
<tr>
|
| 340 |
+
<td>StarCoder</td>
|
| 341 |
+
<td>33.6</td>
|
| 342 |
+
<td>30.8</td>
|
| 343 |
+
<td>30.2</td>
|
| 344 |
+
<td>17.6</td>
|
| 345 |
+
<td>31.6</td>
|
| 346 |
+
<td>21.8</td>
|
| 347 |
+
<td>27.6</td>
|
| 348 |
+
</tr>
|
| 349 |
+
<tr>
|
| 350 |
+
<td>OctoGeeX<sup>*</sup></td>
|
| 351 |
+
<td>44.7</td>
|
| 352 |
+
<td>33.8</td>
|
| 353 |
+
<td>36.9</td>
|
| 354 |
+
<td>21.9</td>
|
| 355 |
+
<td>32.3</td>
|
| 356 |
+
<td>15.7</td>
|
| 357 |
+
<td>30.9</td>
|
| 358 |
+
</tr>
|
| 359 |
+
<tr>
|
| 360 |
+
<td>OctoCoder</td>
|
| 361 |
+
<td><strong>46.2</strong></td>
|
| 362 |
+
<td><strong>39.2</strong></td>
|
| 363 |
+
<td><strong>38.2</strong></td>
|
| 364 |
+
<td><strong>30.4</strong></td>
|
| 365 |
+
<td><strong>35.6</strong></td>
|
| 366 |
+
<td><strong>23.4</strong></td>
|
| 367 |
+
<td><strong>35.5</strong></td>
|
| 368 |
+
</tr>
|
| 369 |
+
</table>
|
| 370 |
|
| 371 |
## Table of Contents
|
| 372 |
|