sheza munir commited on
Commit
aecfcd3
·
verified ·
1 Parent(s): 0fc8763

Upload 2 files

Browse files
Files changed (2) hide show
  1. app.py +157 -0
  2. requirements.py +3 -0
app.py ADDED
@@ -0,0 +1,157 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
2
+ import pandas as pd
3
+
4
+ # Set up page config for a better look
5
+ st.set_page_config(
6
+ page_title="FactBench Leaderboard",
7
+ layout="centered",
8
+ )
9
+
10
+ st.markdown(
11
+ """
12
+ <style>
13
+ @import url('https://fonts.googleapis.com/css2?family=Courier+Prime:wght@400&display=swap');
14
+
15
+ html, body, [class*="css"] {
16
+ font-family: 'Courier Prime', monospace; /* Command-line font */
17
+ }
18
+
19
+ .title {
20
+ font-size: 42px;
21
+ font-weight: bold;
22
+ text-align: center;
23
+ color: #333;
24
+ margin-bottom: 5px;
25
+ }
26
+
27
+ .description {
28
+ font-size: 22px;
29
+ text-align: center;
30
+ margin-bottom: 30px;
31
+ color: #555;
32
+ }
33
+
34
+ .table-container {
35
+ margin-top: 20px;
36
+ }
37
+
38
+ table {
39
+ width: 100%; /* Set table to fill width */
40
+ border-collapse: collapse; /* Merge cells neatly */
41
+ border-radius: 10px; /* Rounded edges */
42
+ overflow: hidden; /* Ensure rounded edges are visible */
43
+ }
44
+
45
+ th, td {
46
+ padding: 8px; /* Reduced padding for smaller font */
47
+ text-align: center; /* Center-align text */
48
+ border: 1px solid #ddd; /* Add borders */
49
+ font-size: 14px; /* Smaller font size */
50
+ }
51
+
52
+ th {
53
+ background-color: #f2f2f2; /* Light gray background for header */
54
+ font-weight: bold; /* Bold font for headers */
55
+ }
56
+
57
+ /* Specific column widths */
58
+ td:nth-child(2), th:nth-child(2) { /* Wider Model column */
59
+ width: 30%; /* Increased width for model column */
60
+ }
61
+
62
+ td:nth-child(3), th:nth-child(3),
63
+ td:nth-child(4), th:nth-child(4),
64
+ td:nth-child(5), th:nth-child(5),
65
+ td:nth-child(6), th:nth-child(6) {
66
+ width: 17.5%; /* Equal width for the rest */
67
+ }
68
+
69
+ /* Hover effect for table rows */
70
+ tr:hover {
71
+ background-color: #eaeaea; /* Light grey on hover */
72
+ }
73
+
74
+ </style>
75
+ """,
76
+ unsafe_allow_html=True
77
+ )
78
+
79
+ # Add title and description
80
+ st.markdown('<div class="title">FactBench Leaderboard</div>',
81
+ unsafe_allow_html=True)
82
+ st.markdown('<div class="description">Benchmark for LM Factuality Evaluation</div>',
83
+ unsafe_allow_html=True)
84
+
85
+ # Data for all tiers combined
86
+ data = {
87
+ 'Tier': ['Easy', 'Easy', 'Easy', 'Easy',
88
+ 'Moderate', 'Moderate', 'Moderate', 'Moderate',
89
+ 'Hard', 'Hard', 'Hard', 'Hard'],
90
+ 'Model': ['GPT4-o', 'Gemini1.5-Pro', 'Llama3.1-70B-Instruct', 'Llama3.1-405B-Instruct',
91
+ 'GPT4-o', 'Gemini1.5-Pro', 'Llama3.1-70B-Instruct', 'Llama3.1-405B-Instruct',
92
+ 'GPT4-o', 'Gemini1.5-Pro', 'Llama3.1-70B-Instruct', 'Llama3.1-405B-Instruct'],
93
+ 'FactScore': [53.19, 51.79, 52.49, 53.22, 54.76, 52.62, 52.53, 53.48, 69.44, 66.05, 69.85, 70.04],
94
+ 'SAFE': [63.31, 61.24, 61.29, 61.63, 65.01, 62.68, 62.64, 63.29, 76.17, 75.69, 77.55, 77.01],
95
+ 'Factcheck-GPT': [86.4, 83.45, 83.48, 83.57, 89.39, 87.44, 85.16, 86.37, 94.25, 91.09, 92.89, 93.64],
96
+ 'VERIFY': [71.58, 69.38, 67.27, 64.94, 76.02, 74.24, 72.01, 70.25, 90.58, 87.82, 86.63, 85.79]
97
+ }
98
+
99
+ # Convert the data to a DataFrame
100
+ df = pd.DataFrame(data)
101
+
102
+ # Dropdown menu to filter tiers
103
+ tiers = ['All Tiers', 'Easy', 'Moderate', 'Hard']
104
+ selected_tier = st.selectbox('Select Tier:', tiers)
105
+
106
+ # Filter the data based on the selected tier
107
+ if selected_tier != 'All Tiers':
108
+ filtered_df = df[df['Tier'] == selected_tier]
109
+ else:
110
+ filtered_df = df
111
+
112
+ # Create HTML for the table
113
+ html = '''
114
+ <table>
115
+ <thead>
116
+ <tr>
117
+ <th>Tier</th>
118
+ <th>Model</th>
119
+ <th>FactScore</th>
120
+ <th>SAFE</th>
121
+ <th>Factcheck-GPT</th>
122
+ <th>VERIFY</th>
123
+ </tr>
124
+ </thead>
125
+ <tbody>
126
+ '''
127
+
128
+ # Generate the rows of the table
129
+ current_tier = None
130
+ for i, row in filtered_df.iterrows():
131
+ if row['Tier'] != current_tier:
132
+ if current_tier is not None:
133
+ # Close the previous tier row
134
+ html += ' </tr>'
135
+ current_tier = row['Tier']
136
+ html += f' <tr><td rowspan="4" style="vertical-align: middle;">{current_tier}</td>'
137
+ else:
138
+ html += ' <tr>'
139
+
140
+ # Fill in model and scores
141
+ html += f'''
142
+ <td>{row['Model']}</td>
143
+ <td>{row['FactScore']:.2f}</td>
144
+ <td>{row['SAFE']:.2f}</td>
145
+ <td>{row['Factcheck-GPT']:.2f}</td>
146
+ <td>{row['VERIFY']:.2f}</td>
147
+ </tr>
148
+ '''
149
+
150
+ # Close the last row and table tags
151
+ html += '''
152
+
153
+ </table>
154
+ '''
155
+
156
+ # Display
157
+ st.markdown(html, unsafe_allow_html=True)
requirements.py ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ pandas
2
+ streamlit
3
+ scikit-learn == 1.0.2