Update README.md
Browse files
README.md
CHANGED
@@ -18,4 +18,55 @@ should probably proofread and complete it, then remove this comment. -->
|
|
18 |
|
19 |
This model is a fine-tuned version of [LLM4Binary/llm4decompile-6.7b-v1.5](https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v1.5).
|
20 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
21 |
|
|
|
18 |
|
19 |
This model is a fine-tuned version of [LLM4Binary/llm4decompile-6.7b-v1.5](https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v1.5).
|
20 |
|
21 |
+
## Results
|
22 |
+
|
23 |
+
<table class="table">
|
24 |
+
<tr class="header">
|
25 |
+
<th rowspan="2">Model/Metrics</th>
|
26 |
+
<th colspan="5">Re-executability Rate (%)</th>
|
27 |
+
<th colspan="5">Readability (#)</th>
|
28 |
+
</tr>
|
29 |
+
<tr class="header">
|
30 |
+
<td>O0</td><td>O1</td><td>O2</td><td>O3</td><td>AVG</td>
|
31 |
+
<td>O0</td><td>O1</td><td>O2</td><td>O3</td><td>AVG</td>
|
32 |
+
</tr>
|
33 |
+
<tr style="text-align: center;"><td colspan="11"><strong>Rule Based Decompiler</strong></td></tr>
|
34 |
+
<tr>
|
35 |
+
<td>ghidra</td>
|
36 |
+
<td>34.76</td><td>16.46</td><td>15.24</td><td>14.02</td><td>20.12</td>
|
37 |
+
<td>2.98</td><td>2.41</td><td>2.52</td><td>2.38</td><td>2.57</td>
|
38 |
+
</tr>
|
39 |
+
<tr style="text-align: center;"><td colspan="11"><strong>Refine-Based Method</strong></td></tr>
|
40 |
+
<tr>
|
41 |
+
<td>GPT-4o</td>
|
42 |
+
<td>46.95</td><td>34.15</td><td>28.66</td><td>31.10</td><td>35.22</td>
|
43 |
+
<td>2.82</td><td>2.35</td><td>2.29</td><td>2.31</td><td>2.44</td>
|
44 |
+
</tr>
|
45 |
+
<tr>
|
46 |
+
<td><a href="https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v2">LLM4Decompile-Ref</a></td>
|
47 |
+
<td>74.39</td><td>46.95</td><td>47.56</td><td>42.07</td><td>52.74</td>
|
48 |
+
<td>4.08</td><td>3.38</td><td>3.34</td><td>3.19</td><td>3.50</td>
|
49 |
+
</tr>
|
50 |
+
<tr style="text-align: center;"><td colspan="11"><strong>End-to-End Method</strong></td></tr>
|
51 |
+
<tr>
|
52 |
+
<td><a href="https://huggingface.co/LLM4Binary/llm4decompile-6.7b-v1.5">LLM4Decompile-End</a></td>
|
53 |
+
<td>69.51</td><td>44.51</td><td>39.63</td><td>38.41</td><td>48.02</td>
|
54 |
+
<td>4.07</td><td>3.46</td><td>3.40</td><td>3.23</td><td>3.54</td>
|
55 |
+
</tr>
|
56 |
+
<tr>
|
57 |
+
<td><a href="https://huggingface.co/ylfeng/sccdec-lora">FAE Decompile</a></td>
|
58 |
+
<td>67.68</td><td>48.78</td><td>45.73</td><td>42.07</td><td>51.07</td>
|
59 |
+
<td>3.94</td><td>3.46</td><td>3.40</td><td>3.25</td><td>3.51</td>
|
60 |
+
</tr>
|
61 |
+
<tr>
|
62 |
+
<td><a href="https://huggingface.co/ylfeng/ReF-Decompile-lora">ReF Decompile</a></td>
|
63 |
+
<td>85.37</td><td>56.10</td><td>51.83</td><td>52.43</td><td>61.43</td>
|
64 |
+
<td>4.13</td><td>3.60</td><td>3.54</td><td>3.49</td><td>3.69</td>
|
65 |
+
</tr>
|
66 |
+
</table>
|
67 |
+
|
68 |
+
## Resources
|
69 |
+
|
70 |
+
+ [Code](https://github.com/AlongWY/ReF-Dec)
|
71 |
+
+ [Model](https://huggingface.co/ylfeng/ReF-Decompile-lora)
|
72 |
|