Awesome
OpenReview Visualization
This repository contains tools for downloading, parsing, and visualizing OpenReview submission data for various academic conferences, including ICLR 2024 and ICLR 2025. The data is downloaded using the OpenReview API.
Supported Conferences
| Conference | Nomic Visualization | Gradio Review Table | Word Cloud |
|---|---|---|---|
| ICLR 2025 | Link | ||
| ICLR 2024 | Link | Link | Link |
Data
For each supported conference, we provide the following data:
- Raw paper list data (JSON format)
- Raw paper reviews data (JSONL format)
- Parsed paper data (CSV format) containing:
- ID
- Title
- Abstract
- Primary area
- Keywords
- TLDR
- Parsed review data (CSV format) containing:
- ID
- Title
- Average Score
- Standard Deviation
- Individual Scores
Visualizations
Interactive Visualization
Explore submissions using an interactive visualization powered by Nomic Atlas:
ICLR 2024 Visualization ICLR 2025 Visualization
Rating Table
We provide a Gradio demo for exploring the rating table of submissions:
Statistical Visualizations
For each conference, we generate:
- Average Score Distribution
- Average Score Cumulative Distribution
- Top 50 Keywords Bar Chart
- Top 50 Keywords Word Cloud
Example visualizations:
Usage
Install
pip install -e .
Download Data
python scripts/download_papers.py
Generate Word Cloud
python scripts/visualize_wordcloud.py
Generate Nomic Atlas Visualization
python scripts/visualize_nomic.py