ReF-Decompile-lora

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ReF Decompile

This model is a fine-tuned version of LLM4Binary/llm4decompile-6.7b-v1.5.

Results

<table class="table"> <tr class="header"> <th rowspan="2">Model/Metrics</th> <th colspan="5">Re-executability Rate (%)</th> <th colspan="5">Readability (#)</th> </tr> <tr class="header"> <td>O0</td><td>O1</td><td>O2</td><td>O3</td><td>AVG</td> <td>O0</td><td>O1</td><td>O2</td><td>O3</td><td>AVG</td> </tr> <tr style="text-align: center;"><td colspan="11"><strong>Rule Based Decompiler</strong></td></tr> <tr> <td>ghidra</td> <td>34.76</td><td>16.46</td><td>15.24</td><td>14.02</td><td>20.12</td> <td>2.98</td><td>2.41</td><td>2.52</td><td>2.38</td><td>2.57</td> </tr> <tr style="text-align: center;"><td colspan="11"><strong>Refine-Based Method</strong></td></tr> <tr> <td>GPT-4o</td> <td>46.95</td><td>34.15</td><td>28.66</td><td>31.10</td><td>35.22</td> <td>2.82</td><td>2.35</td><td>2.29</td><td>2.31</td><td>2.44</td> </tr> <tr> <td><a href="https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v2">LLM4Decompile-Ref</a></td> <td>74.39</td><td>46.95</td><td>47.56</td><td>42.07</td><td>52.74</td> <td>4.08</td><td>3.38</td><td>3.34</td><td>3.19</td><td>3.50</td> </tr> <tr style="text-align: center;"><td colspan="11"><strong>End-to-End Method</strong></td></tr> <tr> <td><a href="https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v1.5">LLM4Decompile-End</a></td> <td>69.51</td><td>44.51</td><td>39.63</td><td>38.41</td><td>48.02</td> <td>4.07</td><td>3.46</td><td>3.40</td><td>3.23</td><td>3.54</td> </tr> <tr> <td><a href="https://github.com/AlongWY/sccdec">FAE Decompile</a></td> <td>67.68</td><td>48.78</td><td>45.73</td><td>42.07</td><td>51.07</td> <td>3.94</td><td>3.46</td><td>3.40</td><td>3.25</td><td>3.51</td> </tr> <tr> <td><a href="https://github.com/AlongWY/sccdec">FAE Decompile+SCC</a></td> <td>70.24</td><td>48.54</td><td>47.56</td><td>43.29</td><td>52.41</td> <td>3.97</td><td>3.48</td><td>3.41</td><td>3.23</td><td>3.52</td> </tr> <tr> <td><a href="https://github.com/AlongWY/ReF-Dec">ReF Decompile</a></td> <td>85.37</td><td>56.10</td><td>51.83</td><td>52.43</td><td>61.43</td> <td>4.13</td><td>3.60</td><td>3.54</td><td>3.49</td><td>3.69</td> </tr> </table>

Resources

• Code
• Paper
• Model
• Dataset

Reference

@misc{feng2025refdecompilerelabelingfunction,
      title={ReF Decompile: Relabeling and Function Call Enhanced Decompile}, 
      author={Yunlong Feng and Bohan Li and Xiaoming Shi and Qingfu Zhu and Wanxiang Che},
      year={2025},
      eprint={2502.12221},
      archivePrefix={arXiv},
      primaryClass={cs.SE},
      url={https://arxiv.org/abs/2502.12221}, 
}