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CUA Fresh Blue
Web navigation training data for GUI agents. 999 trajectories across an airline booking flow (search, flights, seats, traveler info, checkout).
Dataset Overview
| Split | Format | Rows | Description |
|---|---|---|---|
train-*.parquet |
Step-level | 33,772 | One screenshot + action per row |
train-qwen3vl-*.parquet |
Conversation | 999 | Multi-turn Qwen3-VL chat format |
Step-Level Format (train-*.parquet)
Each row is a single UI action with a screenshot:
| Column | Type | Description |
|---|---|---|
image |
Image | Screenshot at this step |
instruction |
string | Natural language description of the action |
action |
string | Action type: click, type, or scroll |
bbox |
string (JSON) | [x1, y1, x2, y2] bounding box of the target element |
center |
string (JSON) | [x, y] center point of the target element |
traj_id |
string | Trajectory identifier |
page_name |
string | Page in the booking flow |
step_index |
int | Step number within the trajectory |
viewport |
string (JSON) | [width, height] viewport dimensions (1280x800) |
slots |
string (JSON) | Task parameters (airports, dates, fare class, seat) |
Conversation Format (train-qwen3vl-*.parquet)
Each row is a full trajectory as a Qwen3-VL multi-turn conversation with tool-use formatting:
| Column | Type | Description |
|---|---|---|
id |
string | Trajectory identifier |
messages |
string (JSON) | Full conversation with system/user/assistant turns |
images |
list[Image] | All screenshots referenced in the conversation |
Statistics
- Trajectories: 999
- Total steps: 33,772
- Actions: click (21,848), type (6,961), scroll (4,963)
- Pages: home, flights, seats, traveler, cart, checkout, checkout_seats, extras
- Viewport: 1280x800
Usage
from datasets import load_dataset
# Step-level data
ds = load_dataset("FlymoonCUAI/cua-fresh-blue", data_files="train-*.parquet")
# Qwen3-VL conversation format
ds_conv = load_dataset("FlymoonCUAI/cua-fresh-blue", data_files="train-qwen3vl-*.parquet")
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