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--- |
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library_name: peft |
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license: mit |
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base_model: LLM4Binary/llm4decompile-6.7b-v1.5 |
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tags: |
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- llama-factory |
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- lora |
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- generated_from_trainer |
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model-index: |
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- name: ref-decompile |
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results: [] |
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pipeline_tag: text-generation |
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datasets: |
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- ylfeng/ReF-Decompile-dataset |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# ReF Decompile |
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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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<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://github.com/AlongWY/sccdec">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://github.com/AlongWY/sccdec">FAE Decompile+SCC</a></td> |
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<td>70.24</td><td>48.54</td><td>47.56</td><td>43.29</td><td>52.41</td> |
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<td>3.97</td><td>3.48</td><td>3.41</td><td>3.23</td><td>3.52</td> |
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</tr> |
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<tr> |
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<td><a href="https://github.com/AlongWY/ReF-Dec">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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## Resources |
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+ [Code](https://github.com/AlongWY/ReF-Dec) |
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+ [Paper](https://arxiv.org/abs/2502.12221) |
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+ [Model](https://huggingface.co/ylfeng/ReF-Decompile-lora) |
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+ [Dataset](https://huggingface.co/datasets/ylfeng/ReF-Decompile-dataset) |
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## Reference |
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```bibtex |
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@misc{feng2025refdecompilerelabelingfunction, |
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title={ReF Decompile: Relabeling and Function Call Enhanced Decompile}, |
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author={Yunlong Feng and Bohan Li and Xiaoming Shi and Qingfu Zhu and Wanxiang Che}, |
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year={2025}, |
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eprint={2502.12221}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.SE}, |
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url={https://arxiv.org/abs/2502.12221}, |
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} |
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``` |
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