OpenReview Processing

End-to-end pipeline for transforming OpenReview data into graph format.

Overview

The OpenReview Processing pipeline provides a complete workflow for transforming raw OpenReview data into structured knowledge graphs...

Best for:

Key Features

Feature 1

Feature 2

Feature 3

Feature 4

Complete Pipeline

Pipeline Stages

Stage Description Components Output
1. Data Collection
2. PDF Processing
3. Entity Extraction
4. Relation Construction
5. Graph Assembly

Entity Extraction

OpenReview-Specific Entities

Entity Type Source Key Attributes
Submission OpenReview API
Review OpenReview API
Decision OpenReview API
Rebuttal OpenReview API
Venue OpenReview API

Relation Construction

OpenReview-Specific Relations

Relation Type Source → Target Description
SUBMITTED_TO Paper → Venue
REVIEWS Review → Paper
DECIDES Decision → Paper
REBUTS Rebuttal → Review
REVISES Paper → Paper

Integration with ArXiv Data

Cross-Reference Linking

Installation & Setup

Requirements

# Add requirements here
pip install openreview-py
pip install networkx
# etc.

Configuration

# Add configuration instructions
# Example configuration file or setup code

Usage Examples

Complete Pipeline Execution

# Add code example for running complete pipeline
# Example: Process all ICLR 2024 submissions

Process Single Venue

# Add code example for processing a single venue
# Example: Process NeurIPS 2024

Incremental Processing

# Add code example for incremental processing
# Example: Update existing data with new submissions

Custom Entity Extraction

# Add code example for custom entity extraction
# Example: Extract custom metadata fields

Export to Storage

# Add code example for exporting to storage
# Example: Save to SQL, CSV, or JSON

Graph Schema

The processing pipeline generates a graph structure following our entity and relation specifications.

Schema Compliance

Note: All generated entities and relations conform to the data model defined in Schema Details.

Output Formats

SQL Database

CSV Files

JSON Format

Processing Options

Configuration Parameters

Parameter Type Default Description

Best Practices

Performance & Statistics

Processing Metrics

Avg. Processing Time

Submissions Processed

Success Rate

Avg. Entities per Paper

Known Limitations

Troubleshooting

Common Issues

Issue:

Solution:

Issue:

Solution:

Related Resources

Paper Crawling

Fetch papers from OpenReview API

PDF Processing

Extract content from PDFs

Entity Reference

Complete entity documentation