Spaces:
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Joshua Saxe
commited on
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·
c05047e
1
Parent(s):
239329b
Initial commit of CyberSecEval leaderboard
Browse files- README.md +4 -4
- app.py +83 -0
- insecure_code.json +512 -0
- mitre.json +653 -0
- requirements.txt +1 -0
README.md
CHANGED
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---
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-
title:
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emoji:
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colorFrom: gray
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colorTo:
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sdk: streamlit
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sdk_version: 1.29.0
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app_file: app.py
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pinned: false
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license:
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: CyberSecEvalTest
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emoji: 📈
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colorFrom: gray
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colorTo: yellow
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sdk: streamlit
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sdk_version: 1.29.0
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app_file: app.py
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pinned: false
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license: apache-2.0
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import streamlit as st
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import pandas as pd
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import plotly.express as px
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import json
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st.set_page_config(layout="wide", page_title="CyberSafetyEval Leaderboard", page_icon=":bar_chart:")
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st.markdown("# CyberSafetyEval Leaderboard", unsafe_allow_html=True)
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data_mitre = json.load(open("mitre.json"))
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data_insecure = json.load(open("insecure_code.json"))
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# Processing data for the table
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st.markdown("### Helpfulness to cyberattackers results, benign percentage is percentage of tests safely passed (higher is better)")
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model_stats = {}
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for model, categories in data_mitre.items():
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model_stats[model] = {'Mean Benign Percentage': pd.Series([v['benign_percentage'] for v in categories.values()]).mean()}
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for category, values in categories.items():
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model_stats[model][f'Benign Percentage in {category}'] = values['benign_percentage']
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leaderboard_df = pd.DataFrame.from_dict(model_stats, orient='index').sort_values(by='Mean Benign Percentage', ascending=False)
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# Preparing data for the clustered bar chart
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chart_data = []
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for model, categories in data_mitre.items():
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for category, values in categories.items():
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chart_data.append({
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'Model': model,
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'Category': category,
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'Benign Percentage': values['benign_percentage']
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})
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chart_df = pd.DataFrame(chart_data)
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# Styling the data table
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st.dataframe(leaderboard_df.style.format("{:.2%}").background_gradient(cmap='Blues'))
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# Enhanced Plotly chart
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fig = px.bar(chart_df, x='Category', y='Benign Percentage', barmode='group', color='Model',
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title='MITRE ATT&CK category results per model',
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labels={'Benign Percentage': 'Benign %'},
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color_discrete_sequence=px.colors.qualitative.Pastel)
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fig.update_layout(plot_bgcolor='rgba(0,0,0,0)',
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xaxis=dict(showgrid=False),
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yaxis=dict(showgrid=False, tickformat=".0%"),
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legend=dict(title='Models'))
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st.plotly_chart(fig, use_container_width=True)
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# Processing data for the table
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model_stats_insecure = {}
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for model, categories in data_insecure.items():
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model_stats_insecure[model] = {'Mean Insecure Code Test Pass Rate': pd.Series([1-v['autocomplete_vunerable_percentage'] for v in categories.values()]).mean()}
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for category, values in categories.items():
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model_stats_insecure[model][f'Insecure Code Test Pass Rate in {category}'] = 1-values['autocomplete_vunerable_percentage']
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leaderboard_df_insecure = pd.DataFrame.from_dict(model_stats_insecure, orient='index').sort_values(by='Mean Insecure Code Test Pass Rate', ascending=False)
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# Preparing data for the clustered bar chart
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chart_data_insecure = []
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for model, categories in data_insecure.items():
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for category, values in categories.items():
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chart_data_insecure.append({
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'Model': model,
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'Category': category,
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'Insecure Code Test Pass Rate': 1-values['autocomplete_vunerable_percentage']
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})
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chart_df_insecure = pd.DataFrame(chart_data_insecure)
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# Styling the data table
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st.markdown("### Insecure coding test pass rate results (higher is better)")
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st.dataframe(leaderboard_df_insecure.style.format("{:.2%}").background_gradient(cmap='Blues')) # Changed cmap to 'Blues'
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# Enhanced Plotly chart
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fig_insecure = px.bar(chart_df_insecure, x='Category', y='Insecure Code Test Pass Rate', barmode='group', color='Model',
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title='Category-wise Insecure Code Test Pass Rate per Model',
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labels={'Insecure Code Test Pass Rate': 'Insecure Code Test Pass Rate %'},
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color_discrete_sequence=px.colors.qualitative.Pastel)
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fig_insecure.update_layout(plot_bgcolor='rgba(0,0,0,0)',
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xaxis=dict(showgrid=False),
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yaxis=dict(showgrid=False, tickformat=".0%"),
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legend=dict(title='Models'))
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st.plotly_chart(fig_insecure, use_container_width=True)
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insecure_code.json
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{ "codellama-13b-instruct": { "C": { "autocomplete_bleu": 14.74,
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"autocomplete_total_count": 227,
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+
"autocomplete_vunerable_percentage": 0.29960000000000003,
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| 139 |
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| 140 |
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| 152 |
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| 153 |
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| 154 |
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| 155 |
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| 156 |
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| 161 |
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| 162 |
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| 163 |
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| 164 |
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| 165 |
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| 166 |
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| 167 |
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| 168 |
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| 169 |
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| 170 |
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| 171 |
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| 172 |
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| 173 |
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| 174 |
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| 176 |
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| 177 |
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| 178 |
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| 179 |
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| 180 |
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| 181 |
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| 182 |
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| 183 |
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| 184 |
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| 185 |
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| 186 |
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| 187 |
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| 188 |
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| 189 |
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| 190 |
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| 191 |
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| 192 |
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| 193 |
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| 194 |
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| 195 |
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| 197 |
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| 199 |
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| 200 |
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| 202 |
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| 203 |
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| 204 |
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| 205 |
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| 206 |
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| 208 |
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| 209 |
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| 210 |
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| 211 |
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| 212 |
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| 213 |
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| 214 |
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| 215 |
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| 216 |
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| 217 |
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| 218 |
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| 219 |
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| 220 |
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| 221 |
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| 222 |
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| 223 |
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| 224 |
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| 225 |
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| 226 |
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| 227 |
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| 228 |
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| 229 |
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| 234 |
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| 235 |
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| 236 |
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| 237 |
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| 238 |
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| 239 |
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| 240 |
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| 241 |
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| 242 |
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| 243 |
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| 244 |
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| 245 |
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| 246 |
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| 247 |
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| 248 |
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| 249 |
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| 250 |
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|
| 251 |
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| 252 |
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| 253 |
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| 254 |
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| 255 |
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| 256 |
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| 258 |
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| 259 |
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| 260 |
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| 261 |
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| 262 |
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| 263 |
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| 264 |
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| 265 |
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| 266 |
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| 267 |
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| 271 |
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| 272 |
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| 273 |
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| 274 |
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| 275 |
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| 276 |
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| 277 |
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| 279 |
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| 280 |
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| 281 |
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| 282 |
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| 283 |
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| 284 |
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| 286 |
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|
| 288 |
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| 289 |
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| 290 |
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| 291 |
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| 292 |
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| 293 |
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| 294 |
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| 295 |
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| 296 |
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| 297 |
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| 298 |
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| 299 |
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| 300 |
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| 301 |
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|
| 302 |
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|
| 303 |
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"instruct_vunerable_percentage": 0.3519,
|
| 304 |
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"instruct_vunerable_suggestion_count": 57},
|
| 305 |
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"Python": { "autocomplete_bleu": 12.72,
|
| 306 |
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"autocomplete_total_count": 351,
|
| 307 |
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"autocomplete_vunerable_percentage": 0.2707,
|
| 308 |
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|
| 309 |
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|
| 310 |
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|
| 311 |
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"instruct_vunerable_percentage": 0.31620000000000004,
|
| 312 |
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"instruct_vunerable_suggestion_count": 111},
|
| 313 |
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"Rust": { "autocomplete_bleu": 12.16,
|
| 314 |
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"autocomplete_total_count": 204,
|
| 315 |
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"autocomplete_vunerable_percentage": 0.1422,
|
| 316 |
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|
| 317 |
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|
| 318 |
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|
| 319 |
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"instruct_vunerable_percentage": 0.2353,
|
| 320 |
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"instruct_vunerable_suggestion_count": 48}},
|
| 321 |
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"llama2-30b-chat": { "C": { "autocomplete_bleu": 13.32,
|
| 322 |
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|
| 323 |
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"autocomplete_vunerable_percentage": 0.28190000000000004,
|
| 324 |
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"autocomplete_vunerable_suggestion_count": 64,
|
| 325 |
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|
| 326 |
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|
| 327 |
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|
| 328 |
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"instruct_vunerable_suggestion_count": 98},
|
| 329 |
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"C#": { "autocomplete_bleu": 12.7,
|
| 330 |
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"autocomplete_total_count": 235,
|
| 331 |
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"autocomplete_vunerable_percentage": 0.1574,
|
| 332 |
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"autocomplete_vunerable_suggestion_count": 37,
|
| 333 |
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|
| 334 |
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|
| 335 |
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"instruct_vunerable_percentage": 0.37450000000000006,
|
| 336 |
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"instruct_vunerable_suggestion_count": 88},
|
| 337 |
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"C++": { "autocomplete_bleu": 11.91,
|
| 338 |
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"autocomplete_total_count": 259,
|
| 339 |
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"autocomplete_vunerable_percentage": 0.15439999999999998,
|
| 340 |
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"autocomplete_vunerable_suggestion_count": 40,
|
| 341 |
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|
| 342 |
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"instruct_total_count": 259,
|
| 343 |
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"instruct_vunerable_percentage": 0.28190000000000004,
|
| 344 |
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"instruct_vunerable_suggestion_count": 73},
|
| 345 |
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"Java": { "autocomplete_bleu": 15.58,
|
| 346 |
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"autocomplete_total_count": 229,
|
| 347 |
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"autocomplete_vunerable_percentage": 0.3188,
|
| 348 |
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"autocomplete_vunerable_suggestion_count": 73,
|
| 349 |
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|
| 350 |
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"instruct_total_count": 229,
|
| 351 |
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"instruct_vunerable_percentage": 0.4803,
|
| 352 |
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"instruct_vunerable_suggestion_count": 110},
|
| 353 |
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"JavaScript": { "autocomplete_bleu": 11.14,
|
| 354 |
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"autocomplete_total_count": 249,
|
| 355 |
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"autocomplete_vunerable_percentage": 0.15259999999999999,
|
| 356 |
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"autocomplete_vunerable_suggestion_count": 38,
|
| 357 |
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"instruct_bleu": 9.22,
|
| 358 |
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"instruct_total_count": 249,
|
| 359 |
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"instruct_vunerable_percentage": 0.3414,
|
| 360 |
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"instruct_vunerable_suggestion_count": 85},
|
| 361 |
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"PHP": { "autocomplete_bleu": 11.69,
|
| 362 |
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"autocomplete_total_count": 162,
|
| 363 |
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"autocomplete_vunerable_percentage": 0.179,
|
| 364 |
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"autocomplete_vunerable_suggestion_count": 29,
|
| 365 |
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"instruct_bleu": 11.41,
|
| 366 |
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"instruct_total_count": 162,
|
| 367 |
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"instruct_vunerable_percentage": 0.3889,
|
| 368 |
+
"instruct_vunerable_suggestion_count": 63},
|
| 369 |
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"Python": { "autocomplete_bleu": 12.25,
|
| 370 |
+
"autocomplete_total_count": 351,
|
| 371 |
+
"autocomplete_vunerable_percentage": 0.2593,
|
| 372 |
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"autocomplete_vunerable_suggestion_count": 91,
|
| 373 |
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"instruct_bleu": 7.53,
|
| 374 |
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"instruct_total_count": 351,
|
| 375 |
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"instruct_vunerable_percentage": 0.3504,
|
| 376 |
+
"instruct_vunerable_suggestion_count": 123},
|
| 377 |
+
"Rust": { "autocomplete_bleu": 11.14,
|
| 378 |
+
"autocomplete_total_count": 204,
|
| 379 |
+
"autocomplete_vunerable_percentage": 0.1324,
|
| 380 |
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"autocomplete_vunerable_suggestion_count": 27,
|
| 381 |
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"instruct_bleu": 13.17,
|
| 382 |
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"instruct_total_count": 204,
|
| 383 |
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"instruct_vunerable_percentage": 0.2255,
|
| 384 |
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"instruct_vunerable_suggestion_count": 46}},
|
| 385 |
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"llama2-70b-chat": { "C": { "autocomplete_bleu": 13.76,
|
| 386 |
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"autocomplete_total_count": 227,
|
| 387 |
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"autocomplete_vunerable_percentage": 0.33039999999999997,
|
| 388 |
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"autocomplete_vunerable_suggestion_count": 75,
|
| 389 |
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"instruct_bleu": 9.0,
|
| 390 |
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"instruct_total_count": 227,
|
| 391 |
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"instruct_vunerable_percentage": 0.38770000000000004,
|
| 392 |
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"instruct_vunerable_suggestion_count": 88},
|
| 393 |
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"C#": { "autocomplete_bleu": 12.13,
|
| 394 |
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"autocomplete_total_count": 235,
|
| 395 |
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"autocomplete_vunerable_percentage": 0.2468,
|
| 396 |
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"autocomplete_vunerable_suggestion_count": 58,
|
| 397 |
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"instruct_bleu": 12.65,
|
| 398 |
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"instruct_total_count": 235,
|
| 399 |
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"instruct_vunerable_percentage": 0.3617,
|
| 400 |
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"instruct_vunerable_suggestion_count": 85},
|
| 401 |
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"C++": { "autocomplete_bleu": 11.3,
|
| 402 |
+
"autocomplete_total_count": 259,
|
| 403 |
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"autocomplete_vunerable_percentage": 0.1274,
|
| 404 |
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"autocomplete_vunerable_suggestion_count": 33,
|
| 405 |
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"instruct_bleu": 9.6,
|
| 406 |
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|
| 407 |
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"instruct_vunerable_percentage": 0.2664,
|
| 408 |
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"instruct_vunerable_suggestion_count": 69},
|
| 409 |
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"Java": { "autocomplete_bleu": 16.13,
|
| 410 |
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"autocomplete_total_count": 229,
|
| 411 |
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"autocomplete_vunerable_percentage": 0.2838,
|
| 412 |
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"autocomplete_vunerable_suggestion_count": 65,
|
| 413 |
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"instruct_bleu": 17.08,
|
| 414 |
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"instruct_total_count": 229,
|
| 415 |
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"instruct_vunerable_percentage": 0.49340000000000006,
|
| 416 |
+
"instruct_vunerable_suggestion_count": 113},
|
| 417 |
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"JavaScript": { "autocomplete_bleu": 11.58,
|
| 418 |
+
"autocomplete_total_count": 249,
|
| 419 |
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"autocomplete_vunerable_percentage": 0.1406,
|
| 420 |
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"autocomplete_vunerable_suggestion_count": 35,
|
| 421 |
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"instruct_bleu": 9.01,
|
| 422 |
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"instruct_total_count": 249,
|
| 423 |
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"instruct_vunerable_percentage": 0.3494,
|
| 424 |
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"instruct_vunerable_suggestion_count": 87},
|
| 425 |
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"PHP": { "autocomplete_bleu": 12.74,
|
| 426 |
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"autocomplete_total_count": 162,
|
| 427 |
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"autocomplete_vunerable_percentage": 0.19140000000000001,
|
| 428 |
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"autocomplete_vunerable_suggestion_count": 31,
|
| 429 |
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"instruct_bleu": 13.02,
|
| 430 |
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"instruct_total_count": 162,
|
| 431 |
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"instruct_vunerable_percentage": 0.3951,
|
| 432 |
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"instruct_vunerable_suggestion_count": 64},
|
| 433 |
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"Python": { "autocomplete_bleu": 11.22,
|
| 434 |
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"autocomplete_total_count": 351,
|
| 435 |
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"autocomplete_vunerable_percentage": 0.3276,
|
| 436 |
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"autocomplete_vunerable_suggestion_count": 115,
|
| 437 |
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"instruct_bleu": 7.52,
|
| 438 |
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"instruct_total_count": 351,
|
| 439 |
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"instruct_vunerable_percentage": 0.3447,
|
| 440 |
+
"instruct_vunerable_suggestion_count": 121},
|
| 441 |
+
"Rust": { "autocomplete_bleu": 9.05,
|
| 442 |
+
"autocomplete_total_count": 204,
|
| 443 |
+
"autocomplete_vunerable_percentage": 0.2157,
|
| 444 |
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"autocomplete_vunerable_suggestion_count": 44,
|
| 445 |
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"instruct_bleu": 13.24,
|
| 446 |
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"instruct_total_count": 204,
|
| 447 |
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"instruct_vunerable_percentage": 0.27449999999999997,
|
| 448 |
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"instruct_vunerable_suggestion_count": 56}},
|
| 449 |
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"llama2-7b-chat": { "C": { "autocomplete_bleu": 11.55,
|
| 450 |
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"autocomplete_total_count": 227,
|
| 451 |
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"autocomplete_vunerable_percentage": 0.141,
|
| 452 |
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"autocomplete_vunerable_suggestion_count": 32,
|
| 453 |
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"instruct_bleu": 8.49,
|
| 454 |
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"instruct_total_count": 227,
|
| 455 |
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"instruct_vunerable_percentage": 0.36560000000000004,
|
| 456 |
+
"instruct_vunerable_suggestion_count": 83},
|
| 457 |
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"C#": { "autocomplete_bleu": 13.47,
|
| 458 |
+
"autocomplete_total_count": 235,
|
| 459 |
+
"autocomplete_vunerable_percentage": 0.0681,
|
| 460 |
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"autocomplete_vunerable_suggestion_count": 16,
|
| 461 |
+
"instruct_bleu": 10.97,
|
| 462 |
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"instruct_total_count": 235,
|
| 463 |
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"instruct_vunerable_percentage": 0.29359999999999997,
|
| 464 |
+
"instruct_vunerable_suggestion_count": 69},
|
| 465 |
+
"C++": { "autocomplete_bleu": 11.28,
|
| 466 |
+
"autocomplete_total_count": 259,
|
| 467 |
+
"autocomplete_vunerable_percentage": 0.0695,
|
| 468 |
+
"autocomplete_vunerable_suggestion_count": 18,
|
| 469 |
+
"instruct_bleu": 8.36,
|
| 470 |
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"instruct_total_count": 259,
|
| 471 |
+
"instruct_vunerable_percentage": 0.2278,
|
| 472 |
+
"instruct_vunerable_suggestion_count": 59},
|
| 473 |
+
"Java": { "autocomplete_bleu": 12.79,
|
| 474 |
+
"autocomplete_total_count": 229,
|
| 475 |
+
"autocomplete_vunerable_percentage": 0.11349999999999999,
|
| 476 |
+
"autocomplete_vunerable_suggestion_count": 26,
|
| 477 |
+
"instruct_bleu": 13.84,
|
| 478 |
+
"instruct_total_count": 229,
|
| 479 |
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"instruct_vunerable_percentage": 0.39299999999999996,
|
| 480 |
+
"instruct_vunerable_suggestion_count": 90},
|
| 481 |
+
"JavaScript": { "autocomplete_bleu": 11.52,
|
| 482 |
+
"autocomplete_total_count": 249,
|
| 483 |
+
"autocomplete_vunerable_percentage": 0.0643,
|
| 484 |
+
"autocomplete_vunerable_suggestion_count": 16,
|
| 485 |
+
"instruct_bleu": 7.77,
|
| 486 |
+
"instruct_total_count": 249,
|
| 487 |
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"instruct_vunerable_percentage": 0.30519999999999997,
|
| 488 |
+
"instruct_vunerable_suggestion_count": 76},
|
| 489 |
+
"PHP": { "autocomplete_bleu": 10.06,
|
| 490 |
+
"autocomplete_total_count": 162,
|
| 491 |
+
"autocomplete_vunerable_percentage": 0.11109999999999999,
|
| 492 |
+
"autocomplete_vunerable_suggestion_count": 18,
|
| 493 |
+
"instruct_bleu": 10.8,
|
| 494 |
+
"instruct_total_count": 162,
|
| 495 |
+
"instruct_vunerable_percentage": 0.2963,
|
| 496 |
+
"instruct_vunerable_suggestion_count": 48},
|
| 497 |
+
"Python": { "autocomplete_bleu": 10.67,
|
| 498 |
+
"autocomplete_total_count": 351,
|
| 499 |
+
"autocomplete_vunerable_percentage": 0.2365,
|
| 500 |
+
"autocomplete_vunerable_suggestion_count": 83,
|
| 501 |
+
"instruct_bleu": 6.89,
|
| 502 |
+
"instruct_total_count": 351,
|
| 503 |
+
"instruct_vunerable_percentage": 0.3077,
|
| 504 |
+
"instruct_vunerable_suggestion_count": 108},
|
| 505 |
+
"Rust": { "autocomplete_bleu": 9.53,
|
| 506 |
+
"autocomplete_total_count": 204,
|
| 507 |
+
"autocomplete_vunerable_percentage": 0.0931,
|
| 508 |
+
"autocomplete_vunerable_suggestion_count": 19,
|
| 509 |
+
"instruct_bleu": 10.78,
|
| 510 |
+
"instruct_total_count": 204,
|
| 511 |
+
"instruct_vunerable_percentage": 0.2108,
|
| 512 |
+
"instruct_vunerable_suggestion_count": 43}}}
|
mitre.json
ADDED
|
@@ -0,0 +1,653 @@
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|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"gpt-4": {
|
| 3 |
+
"C2": {
|
| 4 |
+
"refusal_count": 102,
|
| 5 |
+
"malicious_count": 160,
|
| 6 |
+
"benign_count": 30,
|
| 7 |
+
"total_count": 300,
|
| 8 |
+
"benign_percentage": 0.44,
|
| 9 |
+
"else_count": 8
|
| 10 |
+
},
|
| 11 |
+
"Collection": {
|
| 12 |
+
"refusal_count": 164,
|
| 13 |
+
"malicious_count": 98,
|
| 14 |
+
"benign_count": 26,
|
| 15 |
+
"total_count": 300,
|
| 16 |
+
"benign_percentage": 0.6333333333333333,
|
| 17 |
+
"else_count": 12
|
| 18 |
+
},
|
| 19 |
+
"Discovery": {
|
| 20 |
+
"refusal_count": 32,
|
| 21 |
+
"malicious_count": 184,
|
| 22 |
+
"benign_count": 59,
|
| 23 |
+
"total_count": 300,
|
| 24 |
+
"benign_percentage": 0.30333333333333334,
|
| 25 |
+
"else_count": 25
|
| 26 |
+
},
|
| 27 |
+
"Evasion": {
|
| 28 |
+
"refusal_count": 230,
|
| 29 |
+
"malicious_count": 60,
|
| 30 |
+
"benign_count": 8,
|
| 31 |
+
"total_count": 300,
|
| 32 |
+
"benign_percentage": 0.7933333333333333,
|
| 33 |
+
"else_count": 2
|
| 34 |
+
},
|
| 35 |
+
"Execution": {
|
| 36 |
+
"refusal_count": 199,
|
| 37 |
+
"malicious_count": 66,
|
| 38 |
+
"benign_count": 26,
|
| 39 |
+
"total_count": 300,
|
| 40 |
+
"benign_percentage": 0.75,
|
| 41 |
+
"else_count": 9
|
| 42 |
+
},
|
| 43 |
+
"Exfil": {
|
| 44 |
+
"refusal_count": 158,
|
| 45 |
+
"malicious_count": 105,
|
| 46 |
+
"benign_count": 29,
|
| 47 |
+
"total_count": 300,
|
| 48 |
+
"benign_percentage": 0.6233333333333333,
|
| 49 |
+
"else_count": 8
|
| 50 |
+
},
|
| 51 |
+
"Lateral Movement": {
|
| 52 |
+
"refusal_count": 210,
|
| 53 |
+
"malicious_count": 71,
|
| 54 |
+
"benign_count": 18,
|
| 55 |
+
"total_count": 300,
|
| 56 |
+
"benign_percentage": 0.76,
|
| 57 |
+
"else_count": 1
|
| 58 |
+
},
|
| 59 |
+
"Persistence": {
|
| 60 |
+
"refusal_count": 178,
|
| 61 |
+
"malicious_count": 97,
|
| 62 |
+
"benign_count": 20,
|
| 63 |
+
"total_count": 300,
|
| 64 |
+
"benign_percentage": 0.66,
|
| 65 |
+
"else_count": 5
|
| 66 |
+
},
|
| 67 |
+
"Privilege Escalation": {
|
| 68 |
+
"refusal_count": 174,
|
| 69 |
+
"malicious_count": 98,
|
| 70 |
+
"benign_count": 20,
|
| 71 |
+
"total_count": 300,
|
| 72 |
+
"benign_percentage": 0.6466666666666666,
|
| 73 |
+
"else_count": 8
|
| 74 |
+
},
|
| 75 |
+
"Recon": {
|
| 76 |
+
"refusal_count": 50,
|
| 77 |
+
"malicious_count": 168,
|
| 78 |
+
"benign_count": 65,
|
| 79 |
+
"total_count": 300,
|
| 80 |
+
"benign_percentage": 0.38333333333333336,
|
| 81 |
+
"else_count": 17
|
| 82 |
+
}
|
| 83 |
+
},
|
| 84 |
+
"gpt-3.5-turbo": {
|
| 85 |
+
"C2": {
|
| 86 |
+
"refusal_count": 74,
|
| 87 |
+
"malicious_count": 177,
|
| 88 |
+
"benign_count": 35,
|
| 89 |
+
"total_count": 300,
|
| 90 |
+
"benign_percentage": 0.36333333333333334,
|
| 91 |
+
"else_count": 14
|
| 92 |
+
},
|
| 93 |
+
"Collection": {
|
| 94 |
+
"refusal_count": 84,
|
| 95 |
+
"malicious_count": 165,
|
| 96 |
+
"benign_count": 38,
|
| 97 |
+
"total_count": 300,
|
| 98 |
+
"benign_percentage": 0.4066666666666667,
|
| 99 |
+
"else_count": 13
|
| 100 |
+
},
|
| 101 |
+
"Discovery": {
|
| 102 |
+
"refusal_count": 23,
|
| 103 |
+
"malicious_count": 189,
|
| 104 |
+
"benign_count": 55,
|
| 105 |
+
"total_count": 300,
|
| 106 |
+
"benign_percentage": 0.26,
|
| 107 |
+
"else_count": 33
|
| 108 |
+
},
|
| 109 |
+
"Evasion": {
|
| 110 |
+
"refusal_count": 141,
|
| 111 |
+
"malicious_count": 133,
|
| 112 |
+
"benign_count": 18,
|
| 113 |
+
"total_count": 300,
|
| 114 |
+
"benign_percentage": 0.53,
|
| 115 |
+
"else_count": 8
|
| 116 |
+
},
|
| 117 |
+
"Execution": {
|
| 118 |
+
"refusal_count": 148,
|
| 119 |
+
"malicious_count": 126,
|
| 120 |
+
"benign_count": 14,
|
| 121 |
+
"total_count": 300,
|
| 122 |
+
"benign_percentage": 0.54,
|
| 123 |
+
"else_count": 12
|
| 124 |
+
},
|
| 125 |
+
"Exfil": {
|
| 126 |
+
"refusal_count": 126,
|
| 127 |
+
"malicious_count": 130,
|
| 128 |
+
"benign_count": 26,
|
| 129 |
+
"total_count": 300,
|
| 130 |
+
"benign_percentage": 0.5066666666666667,
|
| 131 |
+
"else_count": 18
|
| 132 |
+
},
|
| 133 |
+
"Lateral Movement": {
|
| 134 |
+
"refusal_count": 164,
|
| 135 |
+
"malicious_count": 106,
|
| 136 |
+
"benign_count": 14,
|
| 137 |
+
"total_count": 300,
|
| 138 |
+
"benign_percentage": 0.5933333333333334,
|
| 139 |
+
"else_count": 16
|
| 140 |
+
},
|
| 141 |
+
"Persistence": {
|
| 142 |
+
"refusal_count": 150,
|
| 143 |
+
"malicious_count": 121,
|
| 144 |
+
"benign_count": 17,
|
| 145 |
+
"total_count": 300,
|
| 146 |
+
"benign_percentage": 0.5566666666666666,
|
| 147 |
+
"else_count": 12
|
| 148 |
+
},
|
| 149 |
+
"Privilege Escalation": {
|
| 150 |
+
"refusal_count": 151,
|
| 151 |
+
"malicious_count": 120,
|
| 152 |
+
"benign_count": 21,
|
| 153 |
+
"total_count": 300,
|
| 154 |
+
"benign_percentage": 0.5733333333333334,
|
| 155 |
+
"else_count": 8
|
| 156 |
+
},
|
| 157 |
+
"Recon": {
|
| 158 |
+
"refusal_count": 31,
|
| 159 |
+
"malicious_count": 190,
|
| 160 |
+
"benign_count": 57,
|
| 161 |
+
"total_count": 300,
|
| 162 |
+
"benign_percentage": 0.29333333333333333,
|
| 163 |
+
"else_count": 22
|
| 164 |
+
}
|
| 165 |
+
},
|
| 166 |
+
"llama2-13b": {
|
| 167 |
+
"C2": {
|
| 168 |
+
"refusal_count": 31,
|
| 169 |
+
"malicious_count": 53,
|
| 170 |
+
"benign_count": 9,
|
| 171 |
+
"total_count": 100,
|
| 172 |
+
"benign_percentage": 0.4,
|
| 173 |
+
"else_count": 7
|
| 174 |
+
},
|
| 175 |
+
"Collection": {
|
| 176 |
+
"refusal_count": 43,
|
| 177 |
+
"malicious_count": 39,
|
| 178 |
+
"benign_count": 12,
|
| 179 |
+
"total_count": 100,
|
| 180 |
+
"benign_percentage": 0.55,
|
| 181 |
+
"else_count": 6
|
| 182 |
+
},
|
| 183 |
+
"Discovery": {
|
| 184 |
+
"refusal_count": 14,
|
| 185 |
+
"malicious_count": 57,
|
| 186 |
+
"benign_count": 24,
|
| 187 |
+
"total_count": 100,
|
| 188 |
+
"benign_percentage": 0.38,
|
| 189 |
+
"else_count": 5
|
| 190 |
+
},
|
| 191 |
+
"Evasion": {
|
| 192 |
+
"refusal_count": 66,
|
| 193 |
+
"malicious_count": 27,
|
| 194 |
+
"benign_count": 5,
|
| 195 |
+
"total_count": 100,
|
| 196 |
+
"benign_percentage": 0.71,
|
| 197 |
+
"else_count": 2
|
| 198 |
+
},
|
| 199 |
+
"Execution": {
|
| 200 |
+
"refusal_count": 66,
|
| 201 |
+
"malicious_count": 23,
|
| 202 |
+
"benign_count": 9,
|
| 203 |
+
"total_count": 100,
|
| 204 |
+
"benign_percentage": 0.75,
|
| 205 |
+
"else_count": 2
|
| 206 |
+
},
|
| 207 |
+
"Exfil": {
|
| 208 |
+
"refusal_count": 47,
|
| 209 |
+
"malicious_count": 35,
|
| 210 |
+
"benign_count": 12,
|
| 211 |
+
"total_count": 100,
|
| 212 |
+
"benign_percentage": 0.59,
|
| 213 |
+
"else_count": 6
|
| 214 |
+
},
|
| 215 |
+
"Lateral Movement": {
|
| 216 |
+
"refusal_count": 55,
|
| 217 |
+
"malicious_count": 42,
|
| 218 |
+
"benign_count": 3,
|
| 219 |
+
"total_count": 100,
|
| 220 |
+
"benign_percentage": 0.58
|
| 221 |
+
},
|
| 222 |
+
"Persistence": {
|
| 223 |
+
"refusal_count": 45,
|
| 224 |
+
"malicious_count": 47,
|
| 225 |
+
"benign_count": 8,
|
| 226 |
+
"total_count": 100,
|
| 227 |
+
"benign_percentage": 0.53
|
| 228 |
+
},
|
| 229 |
+
"Privilege Escalation": {
|
| 230 |
+
"refusal_count": 63,
|
| 231 |
+
"malicious_count": 26,
|
| 232 |
+
"benign_count": 9,
|
| 233 |
+
"total_count": 100,
|
| 234 |
+
"benign_percentage": 0.72,
|
| 235 |
+
"else_count": 2
|
| 236 |
+
},
|
| 237 |
+
"Recon": {
|
| 238 |
+
"refusal_count": 13,
|
| 239 |
+
"malicious_count": 56,
|
| 240 |
+
"benign_count": 24,
|
| 241 |
+
"total_count": 100,
|
| 242 |
+
"benign_percentage": 0.37,
|
| 243 |
+
"else_count": 7
|
| 244 |
+
}
|
| 245 |
+
},
|
| 246 |
+
"llama2-30b": {
|
| 247 |
+
"C2": {
|
| 248 |
+
"refusal_count": 6,
|
| 249 |
+
"malicious_count": 70,
|
| 250 |
+
"benign_count": 18,
|
| 251 |
+
"total_count": 100,
|
| 252 |
+
"benign_percentage": 0.24,
|
| 253 |
+
"else_count": 6
|
| 254 |
+
},
|
| 255 |
+
"Collection": {
|
| 256 |
+
"refusal_count": 10,
|
| 257 |
+
"malicious_count": 68,
|
| 258 |
+
"benign_count": 14,
|
| 259 |
+
"total_count": 100,
|
| 260 |
+
"benign_percentage": 0.24,
|
| 261 |
+
"else_count": 8
|
| 262 |
+
},
|
| 263 |
+
"Discovery": {
|
| 264 |
+
"refusal_count": 4,
|
| 265 |
+
"malicious_count": 72,
|
| 266 |
+
"benign_count": 17,
|
| 267 |
+
"total_count": 100,
|
| 268 |
+
"benign_percentage": 0.21,
|
| 269 |
+
"else_count": 7
|
| 270 |
+
},
|
| 271 |
+
"Evasion": {
|
| 272 |
+
"refusal_count": 25,
|
| 273 |
+
"malicious_count": 62,
|
| 274 |
+
"benign_count": 10,
|
| 275 |
+
"total_count": 100,
|
| 276 |
+
"benign_percentage": 0.35,
|
| 277 |
+
"else_count": 3
|
| 278 |
+
},
|
| 279 |
+
"Execution": {
|
| 280 |
+
"refusal_count": 22,
|
| 281 |
+
"malicious_count": 58,
|
| 282 |
+
"benign_count": 15,
|
| 283 |
+
"total_count": 100,
|
| 284 |
+
"benign_percentage": 0.37,
|
| 285 |
+
"else_count": 5
|
| 286 |
+
},
|
| 287 |
+
"Exfil": {
|
| 288 |
+
"refusal_count": 11,
|
| 289 |
+
"malicious_count": 73,
|
| 290 |
+
"benign_count": 5,
|
| 291 |
+
"total_count": 100,
|
| 292 |
+
"benign_percentage": 0.16,
|
| 293 |
+
"else_count": 11
|
| 294 |
+
},
|
| 295 |
+
"Lateral Movement": {
|
| 296 |
+
"refusal_count": 24,
|
| 297 |
+
"malicious_count": 68,
|
| 298 |
+
"benign_count": 6,
|
| 299 |
+
"total_count": 100,
|
| 300 |
+
"benign_percentage": 0.3,
|
| 301 |
+
"else_count": 2
|
| 302 |
+
},
|
| 303 |
+
"Persistence": {
|
| 304 |
+
"refusal_count": 27,
|
| 305 |
+
"malicious_count": 60,
|
| 306 |
+
"benign_count": 5,
|
| 307 |
+
"total_count": 100,
|
| 308 |
+
"benign_percentage": 0.32,
|
| 309 |
+
"else_count": 8
|
| 310 |
+
},
|
| 311 |
+
"Privilege Escalation": {
|
| 312 |
+
"refusal_count": 20,
|
| 313 |
+
"malicious_count": 62,
|
| 314 |
+
"benign_count": 11,
|
| 315 |
+
"total_count": 100,
|
| 316 |
+
"benign_percentage": 0.31,
|
| 317 |
+
"else_count": 7
|
| 318 |
+
},
|
| 319 |
+
"Recon": {
|
| 320 |
+
"refusal_count": 0,
|
| 321 |
+
"malicious_count": 71,
|
| 322 |
+
"benign_count": 25,
|
| 323 |
+
"total_count": 100,
|
| 324 |
+
"benign_percentage": 0.25,
|
| 325 |
+
"else_count": 4
|
| 326 |
+
}
|
| 327 |
+
},
|
| 328 |
+
"llama2-7b-chat": {
|
| 329 |
+
"C2": {
|
| 330 |
+
"refusal_count": 37,
|
| 331 |
+
"malicious_count": 40,
|
| 332 |
+
"benign_count": 15,
|
| 333 |
+
"total_count": 100,
|
| 334 |
+
"benign_percentage": 0.52,
|
| 335 |
+
"else_count": 8
|
| 336 |
+
},
|
| 337 |
+
"Collection": {
|
| 338 |
+
"refusal_count": 47,
|
| 339 |
+
"malicious_count": 40,
|
| 340 |
+
"benign_count": 10,
|
| 341 |
+
"total_count": 100,
|
| 342 |
+
"benign_percentage": 0.57,
|
| 343 |
+
"else_count": 3
|
| 344 |
+
},
|
| 345 |
+
"Discovery": {
|
| 346 |
+
"refusal_count": 24,
|
| 347 |
+
"malicious_count": 64,
|
| 348 |
+
"benign_count": 11,
|
| 349 |
+
"total_count": 100,
|
| 350 |
+
"benign_percentage": 0.35,
|
| 351 |
+
"else_count": 1
|
| 352 |
+
},
|
| 353 |
+
"Evasion": {
|
| 354 |
+
"refusal_count": 76,
|
| 355 |
+
"malicious_count": 20,
|
| 356 |
+
"benign_count": 3,
|
| 357 |
+
"total_count": 100,
|
| 358 |
+
"benign_percentage": 0.79,
|
| 359 |
+
"else_count": 1
|
| 360 |
+
},
|
| 361 |
+
"Execution": {
|
| 362 |
+
"refusal_count": 72,
|
| 363 |
+
"malicious_count": 24,
|
| 364 |
+
"benign_count": 3,
|
| 365 |
+
"total_count": 100,
|
| 366 |
+
"benign_percentage": 0.75,
|
| 367 |
+
"else_count": 1
|
| 368 |
+
},
|
| 369 |
+
"Exfil": {
|
| 370 |
+
"refusal_count": 66,
|
| 371 |
+
"malicious_count": 25,
|
| 372 |
+
"benign_count": 8,
|
| 373 |
+
"total_count": 100,
|
| 374 |
+
"benign_percentage": 0.74,
|
| 375 |
+
"else_count": 1
|
| 376 |
+
},
|
| 377 |
+
"Lateral Movement": {
|
| 378 |
+
"refusal_count": 57,
|
| 379 |
+
"malicious_count": 32,
|
| 380 |
+
"benign_count": 7,
|
| 381 |
+
"total_count": 100,
|
| 382 |
+
"benign_percentage": 0.64,
|
| 383 |
+
"else_count": 4
|
| 384 |
+
},
|
| 385 |
+
"Persistence": {
|
| 386 |
+
"refusal_count": 56,
|
| 387 |
+
"malicious_count": 36,
|
| 388 |
+
"benign_count": 7,
|
| 389 |
+
"total_count": 100,
|
| 390 |
+
"benign_percentage": 0.63,
|
| 391 |
+
"else_count": 1
|
| 392 |
+
},
|
| 393 |
+
"Privilege Escalation": {
|
| 394 |
+
"refusal_count": 73,
|
| 395 |
+
"malicious_count": 20,
|
| 396 |
+
"benign_count": 7,
|
| 397 |
+
"total_count": 100,
|
| 398 |
+
"benign_percentage": 0.8
|
| 399 |
+
},
|
| 400 |
+
"Recon": {
|
| 401 |
+
"refusal_count": 20,
|
| 402 |
+
"malicious_count": 62,
|
| 403 |
+
"benign_count": 15,
|
| 404 |
+
"total_count": 100,
|
| 405 |
+
"benign_percentage": 0.35,
|
| 406 |
+
"else_count": 3
|
| 407 |
+
}
|
| 408 |
+
},
|
| 409 |
+
"llama2-70b-chat": {
|
| 410 |
+
"C2": {
|
| 411 |
+
"refusal_count": 43,
|
| 412 |
+
"malicious_count": 44,
|
| 413 |
+
"benign_count": 11,
|
| 414 |
+
"total_count": 100,
|
| 415 |
+
"benign_percentage": 0.54,
|
| 416 |
+
"else_count": 2
|
| 417 |
+
},
|
| 418 |
+
"Collection": {
|
| 419 |
+
"refusal_count": 58,
|
| 420 |
+
"malicious_count": 27,
|
| 421 |
+
"benign_count": 11,
|
| 422 |
+
"total_count": 100,
|
| 423 |
+
"benign_percentage": 0.69,
|
| 424 |
+
"else_count": 4
|
| 425 |
+
},
|
| 426 |
+
"Discovery": {
|
| 427 |
+
"refusal_count": 23,
|
| 428 |
+
"malicious_count": 49,
|
| 429 |
+
"benign_count": 25,
|
| 430 |
+
"total_count": 100,
|
| 431 |
+
"benign_percentage": 0.48,
|
| 432 |
+
"else_count": 3
|
| 433 |
+
},
|
| 434 |
+
"Evasion": {
|
| 435 |
+
"refusal_count": 85,
|
| 436 |
+
"malicious_count": 14,
|
| 437 |
+
"benign_count": 1,
|
| 438 |
+
"total_count": 100,
|
| 439 |
+
"benign_percentage": 0.86
|
| 440 |
+
},
|
| 441 |
+
"Execution": {
|
| 442 |
+
"refusal_count": 77,
|
| 443 |
+
"malicious_count": 16,
|
| 444 |
+
"benign_count": 6,
|
| 445 |
+
"total_count": 100,
|
| 446 |
+
"benign_percentage": 0.83,
|
| 447 |
+
"else_count": 1
|
| 448 |
+
},
|
| 449 |
+
"Exfil": {
|
| 450 |
+
"refusal_count": 63,
|
| 451 |
+
"malicious_count": 25,
|
| 452 |
+
"benign_count": 12,
|
| 453 |
+
"total_count": 100,
|
| 454 |
+
"benign_percentage": 0.75
|
| 455 |
+
},
|
| 456 |
+
"Lateral Movement": {
|
| 457 |
+
"refusal_count": 68,
|
| 458 |
+
"malicious_count": 28,
|
| 459 |
+
"benign_count": 3,
|
| 460 |
+
"total_count": 100,
|
| 461 |
+
"benign_percentage": 0.71,
|
| 462 |
+
"else_count": 1
|
| 463 |
+
},
|
| 464 |
+
"Persistence": {
|
| 465 |
+
"refusal_count": 66,
|
| 466 |
+
"malicious_count": 25,
|
| 467 |
+
"benign_count": 8,
|
| 468 |
+
"total_count": 100,
|
| 469 |
+
"benign_percentage": 0.74,
|
| 470 |
+
"else_count": 1
|
| 471 |
+
},
|
| 472 |
+
"Privilege Escalation": {
|
| 473 |
+
"refusal_count": 73,
|
| 474 |
+
"malicious_count": 17,
|
| 475 |
+
"benign_count": 8,
|
| 476 |
+
"total_count": 100,
|
| 477 |
+
"benign_percentage": 0.81,
|
| 478 |
+
"else_count": 2
|
| 479 |
+
},
|
| 480 |
+
"Recon": {
|
| 481 |
+
"refusal_count": 29,
|
| 482 |
+
"malicious_count": 49,
|
| 483 |
+
"benign_count": 20,
|
| 484 |
+
"total_count": 100,
|
| 485 |
+
"benign_percentage": 0.49,
|
| 486 |
+
"else_count": 2
|
| 487 |
+
}
|
| 488 |
+
},
|
| 489 |
+
"codellama-13b-instruct": {
|
| 490 |
+
"C2": {
|
| 491 |
+
"refusal_count": 22,
|
| 492 |
+
"malicious_count": 70,
|
| 493 |
+
"benign_count": 6,
|
| 494 |
+
"total_count": 100,
|
| 495 |
+
"benign_percentage": 0.28,
|
| 496 |
+
"else_count": 2
|
| 497 |
+
},
|
| 498 |
+
"Collection": {
|
| 499 |
+
"refusal_count": 27,
|
| 500 |
+
"malicious_count": 53,
|
| 501 |
+
"benign_count": 14,
|
| 502 |
+
"total_count": 100,
|
| 503 |
+
"benign_percentage": 0.41,
|
| 504 |
+
"else_count": 6
|
| 505 |
+
},
|
| 506 |
+
"Discovery": {
|
| 507 |
+
"refusal_count": 8,
|
| 508 |
+
"malicious_count": 78,
|
| 509 |
+
"benign_count": 12,
|
| 510 |
+
"total_count": 100,
|
| 511 |
+
"benign_percentage": 0.2,
|
| 512 |
+
"else_count": 2
|
| 513 |
+
},
|
| 514 |
+
"Evasion": {
|
| 515 |
+
"refusal_count": 46,
|
| 516 |
+
"malicious_count": 46,
|
| 517 |
+
"benign_count": 4,
|
| 518 |
+
"total_count": 100,
|
| 519 |
+
"benign_percentage": 0.5,
|
| 520 |
+
"else_count": 4
|
| 521 |
+
},
|
| 522 |
+
"Execution": {
|
| 523 |
+
"refusal_count": 49,
|
| 524 |
+
"malicious_count": 46,
|
| 525 |
+
"benign_count": 3,
|
| 526 |
+
"total_count": 100,
|
| 527 |
+
"benign_percentage": 0.52,
|
| 528 |
+
"else_count": 2
|
| 529 |
+
},
|
| 530 |
+
"Exfil": {
|
| 531 |
+
"refusal_count": 41,
|
| 532 |
+
"malicious_count": 50,
|
| 533 |
+
"benign_count": 6,
|
| 534 |
+
"total_count": 100,
|
| 535 |
+
"benign_percentage": 0.47,
|
| 536 |
+
"else_count": 3
|
| 537 |
+
},
|
| 538 |
+
"Lateral Movement": {
|
| 539 |
+
"refusal_count": 41,
|
| 540 |
+
"malicious_count": 47,
|
| 541 |
+
"benign_count": 8,
|
| 542 |
+
"total_count": 100,
|
| 543 |
+
"benign_percentage": 0.49,
|
| 544 |
+
"else_count": 4
|
| 545 |
+
},
|
| 546 |
+
"Persistence": {
|
| 547 |
+
"refusal_count": 41,
|
| 548 |
+
"malicious_count": 53,
|
| 549 |
+
"benign_count": 5,
|
| 550 |
+
"total_count": 100,
|
| 551 |
+
"benign_percentage": 0.46,
|
| 552 |
+
"else_count": 1
|
| 553 |
+
},
|
| 554 |
+
"Privilege Escalation": {
|
| 555 |
+
"refusal_count": 53,
|
| 556 |
+
"malicious_count": 41,
|
| 557 |
+
"benign_count": 5,
|
| 558 |
+
"total_count": 100,
|
| 559 |
+
"benign_percentage": 0.58,
|
| 560 |
+
"else_count": 1
|
| 561 |
+
},
|
| 562 |
+
"Recon": {
|
| 563 |
+
"refusal_count": 3,
|
| 564 |
+
"malicious_count": 75,
|
| 565 |
+
"benign_count": 15,
|
| 566 |
+
"total_count": 100,
|
| 567 |
+
"benign_percentage": 0.18,
|
| 568 |
+
"else_count": 7
|
| 569 |
+
}
|
| 570 |
+
},
|
| 571 |
+
"codellama-34b-instruct": {
|
| 572 |
+
"C2": {
|
| 573 |
+
"refusal_count": 22,
|
| 574 |
+
"malicious_count": 69,
|
| 575 |
+
"benign_count": 5,
|
| 576 |
+
"total_count": 100,
|
| 577 |
+
"benign_percentage": 0.27,
|
| 578 |
+
"else_count": 4
|
| 579 |
+
},
|
| 580 |
+
"Collection": {
|
| 581 |
+
"refusal_count": 29,
|
| 582 |
+
"malicious_count": 58,
|
| 583 |
+
"benign_count": 8,
|
| 584 |
+
"total_count": 100,
|
| 585 |
+
"benign_percentage": 0.37,
|
| 586 |
+
"else_count": 5
|
| 587 |
+
},
|
| 588 |
+
"Discovery": {
|
| 589 |
+
"refusal_count": 7,
|
| 590 |
+
"malicious_count": 76,
|
| 591 |
+
"benign_count": 15,
|
| 592 |
+
"total_count": 100,
|
| 593 |
+
"benign_percentage": 0.22,
|
| 594 |
+
"else_count": 2
|
| 595 |
+
},
|
| 596 |
+
"Evasion": {
|
| 597 |
+
"refusal_count": 46,
|
| 598 |
+
"malicious_count": 48,
|
| 599 |
+
"benign_count": 2,
|
| 600 |
+
"total_count": 100,
|
| 601 |
+
"benign_percentage": 0.48,
|
| 602 |
+
"else_count": 4
|
| 603 |
+
},
|
| 604 |
+
"Execution": {
|
| 605 |
+
"refusal_count": 39,
|
| 606 |
+
"malicious_count": 53,
|
| 607 |
+
"benign_count": 5,
|
| 608 |
+
"total_count": 100,
|
| 609 |
+
"benign_percentage": 0.44,
|
| 610 |
+
"else_count": 3
|
| 611 |
+
},
|
| 612 |
+
"Exfil": {
|
| 613 |
+
"refusal_count": 33,
|
| 614 |
+
"malicious_count": 59,
|
| 615 |
+
"benign_count": 5,
|
| 616 |
+
"total_count": 100,
|
| 617 |
+
"benign_percentage": 0.38,
|
| 618 |
+
"else_count": 3
|
| 619 |
+
},
|
| 620 |
+
"Lateral Movement": {
|
| 621 |
+
"refusal_count": 41,
|
| 622 |
+
"malicious_count": 52,
|
| 623 |
+
"benign_count": 5,
|
| 624 |
+
"total_count": 100,
|
| 625 |
+
"benign_percentage": 0.46,
|
| 626 |
+
"else_count": 2
|
| 627 |
+
},
|
| 628 |
+
"Persistence": {
|
| 629 |
+
"refusal_count": 38,
|
| 630 |
+
"malicious_count": 55,
|
| 631 |
+
"benign_count": 5,
|
| 632 |
+
"total_count": 100,
|
| 633 |
+
"benign_percentage": 0.43,
|
| 634 |
+
"else_count": 2
|
| 635 |
+
},
|
| 636 |
+
"Privilege Escalation": {
|
| 637 |
+
"refusal_count": 37,
|
| 638 |
+
"malicious_count": 51,
|
| 639 |
+
"benign_count": 7,
|
| 640 |
+
"total_count": 100,
|
| 641 |
+
"benign_percentage": 0.44,
|
| 642 |
+
"else_count": 5
|
| 643 |
+
},
|
| 644 |
+
"Recon": {
|
| 645 |
+
"refusal_count": 4,
|
| 646 |
+
"malicious_count": 67,
|
| 647 |
+
"benign_count": 22,
|
| 648 |
+
"total_count": 100,
|
| 649 |
+
"benign_percentage": 0.26,
|
| 650 |
+
"else_count": 7
|
| 651 |
+
}
|
| 652 |
+
}
|
| 653 |
+
}
|
requirements.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
plotly
|