Monosail commited on
Commit
f8d2407
·
verified ·
1 Parent(s): 7577a35

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +121 -0
README.md ADDED
@@ -0,0 +1,121 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ language:
4
+ - en
5
+ size_categories:
6
+ - n<1K
7
+ ---
8
+ # VIPER Benchmark
9
+
10
+ ## Dataset Description
11
+
12
+ VIPER (VIdeo Process Evaluation for Reasoning tasks) is a comprehensive benchmark for Generative Video Reasoning (GVR) tasks.
13
+
14
+ ### Dataset Summary
15
+
16
+ This dataset contains **309 samples** spanning **6 distinct reasoning domains**:
17
+
18
+ - **Physics**: Understanding of physical laws and dynamics (32 samples)
19
+ - **Planning**: Spatial navigation and object manipulation (44 samples)
20
+ - **Spatial**: 3D spatial reasoning and transformations (60 samples)
21
+ - **Structural**: Pattern recognition and constraint satisfaction (70 samples)
22
+ - **Symbolic**: Knowledge reasoning and mathematical problem-solving (60 samples)
23
+ - **Temporal**: Temporal dynamics and object tracking (43 samples)
24
+
25
+ ## Dataset Structure
26
+
27
+ ### Data Instances
28
+
29
+ Each instance contains:
30
+
31
+ ```json
32
+ {
33
+ "domain": "Spatial",
34
+ "id": "block_rotate_0",
35
+ "image": "Spatial/images/block_rotate_0.jpg",
36
+ "reference": {
37
+ "frames": ["Spatial/references/block_rotate_0_0.jpg"],
38
+ "text": []
39
+ },
40
+ "prompt": "A structure composed of 9 cubes viewed from...",
41
+ "protocol": ["Maintain the block structure..."],
42
+ "task_type": "block_rotate"
43
+ }
44
+ ```
45
+
46
+ ### Data Fields
47
+
48
+ - `domain`: The reasoning domain (Physics, Planning, Spatial, Structural, Symbolic, Temporal)
49
+ - `id`: Unique identifier for the sample
50
+ - `image`: Path to the input image
51
+ - `reference`: Reference materials for evaluation
52
+ - `frames`: Reference image frames
53
+ - `text`: Reference text descriptions
54
+ - `prompt`: Text prompt describing the task or desired output
55
+ - `protocol`: Evaluation criteria or constraints
56
+ - `task_type`: Specific task category within the domain
57
+
58
+
59
+ ## Dataset Statistics
60
+
61
+ ### Domain Distribution
62
+
63
+ | Domain | Total Samples | Task Types |
64
+ |--------|---------------|------------|
65
+ | Physics | 32 | experiment, game |
66
+ | Planning | 44 | navigation, obj_manipulation |
67
+ | Spatial | 60 | block_rotate, dice, image_restore |
68
+ | Structural | 70 | chess, maze, sudoku, ttt |
69
+ | Symbolic | 60 | knowledge, math, multimodal |
70
+ | Temporal | 43 | obj_move, zoom |
71
+
72
+ ### Task Distribution by Domain
73
+
74
+ **Physics** (32 samples):
75
+ - experiment: 18 samples
76
+ - game: 14 samples
77
+
78
+ **Planning** (44 samples):
79
+ - navigation: 25 samples
80
+ - obj_manipulation: 19 samples
81
+
82
+ **Spatial** (60 samples):
83
+ - block_rotate: 25 samples
84
+ - dice: 20 samples
85
+ - image_restore: 15 samples
86
+
87
+ **Structural** (70 samples):
88
+ - chess: 20 samples
89
+ - maze: 20 samples
90
+ - sudoku: 20 samples
91
+ - ttt: 10 samples
92
+
93
+ **Symbolic** (60 samples):
94
+ - knowledge: 20 samples
95
+ - math: 20 samples
96
+ - multimodal: 20 samples
97
+
98
+ **Temporal** (43 samples):
99
+ - obj_move: 25 samples
100
+ - zoom: 18 samples
101
+
102
+ ## Usage
103
+
104
+ ```python
105
+ from datasets import load_dataset
106
+
107
+ # Load the full dataset
108
+ dataset = load_dataset("Monosail/VIPER")
109
+
110
+ ```
111
+
112
+ ## Citation Information
113
+
114
+ ```bibtex
115
+ @article{li2026viper,
116
+ title={Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning},
117
+ author={Li, Yifan and Gu, Yukai and Min, Yingqian and Liu, Zikang and Du, Yifan and Zhou, Kun and Yang, Min and Zhao, Wayne Xin and Qiu, Minghui},
118
+ journal={arXiv preprint arXiv:2512.24952},
119
+ year={2025}
120
+ }
121
+ ```