Open-Ended Video Game Glitch Detection with Agentic Reasoning and Temporal Grounding
Paper • 2604.07818 • Published
video video | label class label |
|---|---|
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
07 Days to Die | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
1A Hat in Time | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
2A Way Out | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
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3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved | |
3ARK - Survival Evolved |
A benchmark dataset for game glitch detection in video, containing 5,238 annotated gameplay clips from 120 video games spanning 6 genres. This dataset originates from GamePhysics, a large-scale collection of 26,954 gameplay videos from the GamePhysics subreddit.
| Statistic | Value |
|---|---|
| Total videos | 5,238 |
| Games covered | 120 |
| Videos with glitch | 4,717 |
| Videos without glitch (negative) | 521 |
| Genres | 6 (Action, Simulation, RPG, Strategy, Puzzle, Adventure) |
VideoGlitchBench/
├── <Game Name>/
│ ├── <video_id>.mp4
│ └── ...
└── annotations.json
Videos are organized into subdirectories named after each game. annotations.json contains all labels.
Each entry in annotations.json corresponds to one video:
{
"id": 7,
"game_name": "7 Days to Die",
"genre": "Action",
"subgenre": "Survival",
"video_name": "32akzg.mp4",
"no_bugs": false,
"bugs": [
"A rabbit is moving up and down in the air near the refrigerator door for no reason, indicating a glitch in the physics engine or pathfinding."
],
"time_nodes": [
[[3, 11]]
]
}
| Field | Description |
|---|---|
id |
Unique identifier |
game_name |
Game title (matches directory name) |
genre |
Top-level genre |
subgenre |
Fine-grained genre (e.g., Shooter, Action RPG) |
video_name |
Filename of the video clip |
no_bugs |
true if the clip contains no glitch |
bugs |
List of natural-language glitch descriptions |
time_nodes |
Temporal segments [[start, end], ...] (in seconds) where each glitch occurs |
| Genre | Videos |
|---|---|
| Action | 3,834 |
| Simulation | 974 |
| RPG | 313 |
| Strategy | 60 |
| Puzzle | 47 |
| Adventure | 10 |
If you use this dataset, please cite:
@article{zheng2026open,
title={Open-Ended Video Game Glitch Detection with Agentic Reasoning and Temporal Grounding},
author={Zheng, Muyang and Zhou, Tong and Wu, Geyang and Lin, Zihao and Wang, Haibo and Huang, Lifu},
journal={arXiv preprint arXiv:2604.07818},
year={2026}
}