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README.md

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----
-license: mit
----
+---
+library_name: peft
+license: mit
+model-index:
+- name: ref-decompile
+  results: []
+pipeline_tag: text-generation
+datasets:
+- ylfeng/ReF-Decompile-dataset
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# ReF Decompile
+
+This model is a fine-tuned version of [LLM4Binary/llm4decompile-6.7b-v1.5](https://huggingface.co/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](https://github.com/AlongWY/ReF-Dec)
++ [Paper](https://arxiv.org/abs/2502.12221)
++ [Model](https://huggingface.co/ylfeng/ReF-Decompile-lora)
++ [Dataset](https://huggingface.co/datasets/ylfeng/ReF-Decompile-dataset)
+
+## Reference
+
+```bibtex
+@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}, 
+}
+```

chat_template.jinja

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+
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+{%- set user_messages = messages | selectattr("role", "equalto", "user") | list %}
+
+{%- for message in lmessages | rejectattr("role", "equalto", "tool") | rejectattr("role", "equalto", "tool_results") | selectattr("tool_calls", "undefined") %}
+    {%- if (message["role"] == "user") != (loop.index0 % 2 == 0) %}
+        {{- raise_exception("Conversation roles must alternate user/assistant/user/assistant/...") }}
+    {%- endif %}
+{%- endfor %}
+
+{{- bos_token }}
+{%- for message in messages %}
+    {%- if message["role"] == "user" %}
+        {{- "[INST] " }}
+        {%- if tools is not none and (message == user_messages[-1]) %}
+            {{- "[AVAILABLE_TOOLS] [" }}
+            {%- for tool in tools %}
+                {%- set tool = tool.function %}
+                {{- '{"type": "function", "function": {' }}
+                {%- for key, val in tool.items() if key != "return" %}
+                    {%- if val is string %}
+                        {{- '"' + key + '": "' + val + '"' }}
+                    {%- else %}
+                        {{- '"' + key + '": ' + val|tojson }}
+                    {%- endif %}
+                    {%- if not loop.last %}
+                        {{- ", " }}
+                    {%- endif %}
+                {%- endfor %}
+                {{- "}}" }}
+                {%- if not loop.last %}
+                    {{- ", " }}
+                {%- else %}
+                    {{- "]" }}
+                {%- endif %}
+            {%- endfor %}
+            {{- "[/AVAILABLE_TOOLS]" }}
+        {%- endif %}
+        {{- message["content"] + "[/INST]" }}
+    {%- elif message["role"] == "tool_calls" or message.tool_calls is defined %}
+        {%- if message.tool_calls is defined %}
+            {%- set tool_calls = message.tool_calls %}
+        {%- else %}
+            {%- set tool_calls = message.content %}
+        {%- endif %}
+        {{- "[TOOL_CALLS] [" }}
+        {%- for tool_call in tool_calls %}
+            {%- set out = tool_call.function|tojson %}
+            {{- out }}
+            {%- if not loop.last %}
+                {{- ", " }}
+            {%- else %}
+                {{- "]" }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif message["role"] == "assistant" %}
+        {{- " " + message["content"] }}
+    {%- elif message["role"] == "tool_results" or message["role"] == "tool" %}
+        {%- if message.content is defined and message.content.content is defined %}
+            {%- set content = message.content.content %}
+        {%- else %}
+            {%- set content = message.content %}
+        {%- endif %}
+        {{- '[TOOL_RESULTS] {"content": ' + content|string + "}[/TOOL_RESULTS]" }}
+    {%- else %}
+        {{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }}
+    {%- endif %}
+{%- endfor %}

config.json

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+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 32013,
+  "dtype": "bfloat16",
+  "eos_token_id": 32014,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 8192,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": {
+    "factor": 4.0,
+    "rope_type": "linear",
+    "type": "linear"
+  },
+  "rope_theta": 100000,
+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.1",
+  "use_cache": false,
+  "vocab_size": 32256
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 32013,
+  "eos_token_id": 32014,
+  "transformers_version": "4.57.1"
+}

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special_tokens_map.json

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+}