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  This model is a fine-tuned version of [LLM4Binary/llm4decompile-6.7b-v1.5](https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v1.5).
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  This model is a fine-tuned version of [LLM4Binary/llm4decompile-6.7b-v1.5](https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v1.5).
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+ ## Results
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+
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+ <table class="table">
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+ <tr class="header">
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+ <th rowspan="2">Model/Metrics</th>
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+ <th colspan="5">Re-executability Rate (%)</th>
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+ <th colspan="5">Readability (#)</th>
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+ </tr>
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+ <tr class="header">
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+ <td>O0</td><td>O1</td><td>O2</td><td>O3</td><td>AVG</td>
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+ <td>O0</td><td>O1</td><td>O2</td><td>O3</td><td>AVG</td>
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+ </tr>
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+ <tr style="text-align: center;"><td colspan="11"><strong>Rule Based Decompiler</strong></td></tr>
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+ <tr>
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+ <td>ghidra</td>
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+ <td>34.76</td><td>16.46</td><td>15.24</td><td>14.02</td><td>20.12</td>
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+ <td>2.98</td><td>2.41</td><td>2.52</td><td>2.38</td><td>2.57</td>
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+ </tr>
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+ <tr style="text-align: center;"><td colspan="11"><strong>Refine-Based Method</strong></td></tr>
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+ <tr>
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+ <td>GPT-4o</td>
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+ <td>46.95</td><td>34.15</td><td>28.66</td><td>31.10</td><td>35.22</td>
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+ <td>2.82</td><td>2.35</td><td>2.29</td><td>2.31</td><td>2.44</td>
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+ </tr>
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+ <tr>
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+ <td><a href="https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v2">LLM4Decompile-Ref</a></td>
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+ <td>74.39</td><td>46.95</td><td>47.56</td><td>42.07</td><td>52.74</td>
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+ <td>4.08</td><td>3.38</td><td>3.34</td><td>3.19</td><td>3.50</td>
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+ </tr>
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+ <tr style="text-align: center;"><td colspan="11"><strong>End-to-End Method</strong></td></tr>
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+ <tr>
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+ <td><a href="https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v1.5">LLM4Decompile-End</a></td>
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+ <td>69.51</td><td>44.51</td><td>39.63</td><td>38.41</td><td>48.02</td>
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+ <td>4.07</td><td>3.46</td><td>3.40</td><td>3.23</td><td>3.54</td>
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+ </tr>
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+ <tr>
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+ <td><a href="https://huggingface.co/ylfeng/sccdec-lora">FAE Decompile</a></td>
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+ <td>67.68</td><td>48.78</td><td>45.73</td><td>42.07</td><td>51.07</td>
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+ <td>3.94</td><td>3.46</td><td>3.40</td><td>3.25</td><td>3.51</td>
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+ </tr>
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+ <tr>
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+ <td><a href="https://huggingface.co/ylfeng/ReF-Decompile-lora">ReF Decompile</a></td>
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+ <td>85.37</td><td>56.10</td><td>51.83</td><td>52.43</td><td>61.43</td>
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+ <td>4.13</td><td>3.60</td><td>3.54</td><td>3.49</td><td>3.69</td>
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+ </tr>
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+ </table>
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+
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+ ## Resources
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+
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+ + [Code](https://github.com/AlongWY/ReF-Dec)
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+ + [Model](https://huggingface.co/ylfeng/ReF-Decompile-lora)
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