zene00/leaderboard-dataset

---
configs:
- config_name: document
data_files:
- split: latest
path: document/latest-*
- split: full
path: document/full-*
- config_name: document_style_control
data_files:
- split: latest
path: document_style_control/latest-*
- split: full
path: document_style_control/full-*
- config_name: image_edit
data_files:
- split: latest
path: image_edit/latest-*
- split: full
path: image_edit/full-*
- config_name: image_to_video
data_files:
- split: latest
path: image_to_video/latest-*
- split: full
path: image_to_video/full-*
- config_name: search
data_files:
- split: latest
path: search/latest-*
- split: full
path: search/full-*
- config_name: search_style_control
data_files:
- split: latest
path: search_style_control/latest-*
- split: full
path: search_style_control/full-*
- config_name: text
data_files:
- split: latest
path: text/latest-*
- split: full
path: text/full-*
- config_name: text_style_control
default: true
data_files:
- split: latest
path: text_style_control/latest-*
- split: full
path: text_style_control/full-*
- config_name: text_to_image
data_files:
- split: latest
path: text_to_image/latest-*
- split: full
path: text_to_image/full-*
- config_name: text_to_video
data_files:
- split: latest
path: text_to_video/latest-*
- split: full
path: text_to_video/full-*
- config_name: video_edit
data_files:
- split: latest
path: video_edit/latest-*
- split: full
path: video_edit/full-*
- config_name: vision
data_files:
- split: latest
path: vision/latest-*
- split: full
path: vision/full-*
- config_name: vision_style_control
data_files:
- split: latest
path: vision_style_control/latest-*
- split: full
path: vision_style_control/full-*
- config_name: webdev
data_files:
- split: latest
path: webdev/latest-*
- split: full
path: webdev/full-*
---

# Arena Leaderboard Dataset

Historical snapshots of the [Arena](https://arena.ai/leaderboard) leaderboard.

## Usage

```python
from datasets import load_dataset

# Load all historical text style control data
ds = load_dataset("lmarena-ai/leaderboard-dataset", "text_style_control", split="full")

# Load the current text style control leaderboard
ds = load_dataset("lmarena-ai/leaderboard-dataset", "text_style_control", split="latest")

# Filter to overall category
ds = load_dataset("lmarena-ai/leaderboard-dataset", "text_style_control", split="latest",
filters=[("category", "==", "overall")]
)

# Track a specific model's rating over time
ds = load_dataset("lmarena-ai/leaderboard-dataset", "text_style_control", split="full",
filters=[("category", "==", "overall"), ("model_name", "==", "gpt-4o-2024-05-13")],
columns=["model_name", "rating", "rank", "leaderboard_publish_date"]
)

# Load raw (non-style-controlled) text ratings
ds = load_dataset("lmarena-ai/leaderboard-dataset", "text", split="full")
```

## Subsets

Each arena is a separate subset, arenas with style control have an additional subset with a `_style_control` suffix .

- `text`, `text_style_control`
- `vision`, `vision_style_control`
- `search`, `search_style_control`
- `document`, `document_style_control`
- `webdev` (Code Arena)
- `text_to_image`
- `image_edit`
- `text_to_video`
- `image_to_video`
- `video_edit`

## Splits

- `full`: All historically published leaderboards
- `latest`: Only the most recently published leaderboards

## Notes

- On January 9, 2024, the rating system was updated from Elo to [Bradley-Terry](https://en.wikipedia.org/wiki/Bradley%E2%80%93Terry_model).
- On May 16, 2025, style control was made the default for text and vision arenas and the offset was adjusted to put the style control leaderboard on the same rating scale as non style control.
- On July 23, 2025, frequency-based re-weighting was implemented.
- Search and Webdev Arena data starts from their releases on the arena.ai (then lmarena.ai) on August 7 and November 12 2025 respectively.

For a complete record of all leaderboard methodology changes, see the [Leaderboard Changelog](https://arena.ai/blog/leaderboard-changelog/).

## Schema

| Column | Type | Description |
|--------|------|-------------|
| model_name | string | Model identifier |
| organization | string | Model creator/organization |
| license | string | Model license |
| rating | float | Arena Score |
| rating_lower | float | Lower confidence bound |
| rating_upper | float | Upper confidence bound |
| variance | float | Rating variance |
| vote_count | int | Number of battles for this model |
| rank | int | Rank within this leaderboard |
| category | string | Leaderboard category (e.g., overall, coding, math) |
| leaderboard_publish_date | string | Date that this score was published (`YYYY-MM-DD`) |