metadata
library_name: peft
license: mit
base_model: LLM4Binary/llm4decompile-6.7b-v1.5
tags:
- llama-factory
- lora
- generated_from_trainer
model-index:
- name: ref-decompile
results: []
pipeline_tag: text-generation
ReF Decompile
This model is a fine-tuned version of LLM4Binary/llm4decompile-6.7b-v1.5.
Results
| Model/Metrics | Re-executability Rate (%) | Readability (#) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| O0 | O1 | O2 | O3 | AVG | O0 | O1 | O2 | O3 | AVG | |
| Rule Based Decompiler | ||||||||||
| ghidra | 34.76 | 16.46 | 15.24 | 14.02 | 20.12 | 2.98 | 2.41 | 2.52 | 2.38 | 2.57 |
| Refine-Based Method | ||||||||||
| GPT-4o | 46.95 | 34.15 | 28.66 | 31.10 | 35.22 | 2.82 | 2.35 | 2.29 | 2.31 | 2.44 |
| LLM4Decompile-Ref | 74.39 | 46.95 | 47.56 | 42.07 | 52.74 | 4.08 | 3.38 | 3.34 | 3.19 | 3.50 |
| End-to-End Method | ||||||||||
| LLM4Decompile-End | 69.51 | 44.51 | 39.63 | 38.41 | 48.02 | 4.07 | 3.46 | 3.40 | 3.23 | 3.54 |
| FAE Decompile | 67.68 | 48.78 | 45.73 | 42.07 | 51.07 | 3.94 | 3.46 | 3.40 | 3.25 | 3.51 |
| FAE Decompile+SCC | 70.24 | 48.54 | 47.56 | 43.29 | 52.41 | 3.97 | 3.48 | 3.41 | 3.23 | 3.52 |
| ReF Decompile | 85.37 | 56.10 | 51.83 | 52.43 | 61.43 | 4.13 | 3.60 | 3.54 | 3.49 | 3.69 |