Extract survey content and bibliography from arXiv papers
Project description
bibextract
A Python package (with Rust backend) for extracting survey content and bibliography from arXiv papers.
Features
- Download arXiv papers: Automatically downloads and extracts LaTeX source files from arXiv
- Extract relevant sections: Identifies and extracts Related Work, Background, and other survey-relevant sections
- Bibliography management: Parses and normalizes bibliography entries from multiple papers
- BibTeX generation: Outputs proper BibTeX format for all cited works
- Citation verification: Verifies citations against DBLP and arXiv databases
- Parallel processing: Uses Rust's parallel processing for fast bibliography verification
Installation
From PyPI (when published)
pip install bibextract
From Source
- Install Rust (if not already installed):
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
source ~/.cargo/env
- Install maturin:
pip install maturin
- Clone and build:
git clone https://github.com/your-username/bibextract.git
cd bibextract
maturin develop
Usage
Python API
import bibextract
# Process one or more arXiv papers
result = bibextract.extract_survey(['2104.08653', '1912.02292'])
# Access the extracted content
survey_text = result['survey_text'] # Raw LaTeX with sections
bibtex = result['bibtex'] # BibTeX bibliography
# Save to files
with open('survey.tex', 'w') as f:
f.write(survey_text)
with open('bibliography.bib', 'w') as f:
f.write(bibtex)
Command Line (original Rust binary)
# Build the CLI tool
cargo build --release
# Process papers
./target/release/bibextract --paper-ids 2104.08653 1912.02292 --output survey.tex
Example Output
The package will generate:
- Survey Text (
survey_text): LaTeX content with normalized sections:
\section{Related Work}
Recent advances in machine learning have shown...
\cite{author2021paper, smith2020method}
\section{Background}
The foundations of this work build upon...
\cite{jones2019foundation}
- BibTeX Bibliography (
bibtex): Properly formatted citations:
@article{author2021paper,
title = {A Novel Approach to Machine Learning},
author = {Author, First and Author, Second},
journal = {Journal of ML},
year = {2021},
}
@inproceedings{smith2020method,
title = {Efficient Methods for Deep Learning},
author = {Smith, John},
booktitle = {Conference on AI},
year = {2020},
}
API Reference
extract_survey(arxiv_ids)
Extract survey content from arXiv papers.
Parameters:
arxiv_ids(list): List of arXiv paper IDs (e.g.,['2104.08653', '1912.02292'])
Returns:
dictwith keys:'survey_text': Raw LaTeX text with extracted sections and normalized citations'bibtex': BibTeX bibliography entries for all cited works
Raises:
TypeError: Ifarxiv_idsis not a listValueError: Ifarxiv_idsis empty or contains no valid IDsRuntimeError: If there's an error processing the papers
Development
Running Tests
cargo test
Building Documentation
cargo doc --open
Contributing
- Fork the repository
- Create a feature branch
- Make your changes
- Add tests if applicable
- Submit a pull request
License
This project is licensed under the MIT License - see the LICENSE file for details.
Acknowledgments
- Built with PyO3 for Python-Rust integration
- Uses reqwest for HTTP requests
- Bibliography verification via DBLP and arXiv APIs
- Parallel Processing: Uses parallel verification for improved performance
- Multiple Paper Support: Processes multiple papers and consolidates their bibliographies
Installation
Prerequisites
- Rust (latest stable version)
- Internet connection for downloading papers and verifying citations
Building from Source
git clone https://github.com/yourusername/bibextract.git
cd bibextract
cargo build --release
The binary will be available at target/release/bibextract.
Usage
Basic Usage
Extract related work sections from a single arXiv paper:
bibextract --paper-ids 2104.08653
Multiple Papers
Process multiple papers at once:
bibextract --paper-ids 2104.08653 2203.15556 2307.09288
Save to File
Save the output to a LaTeX file:
bibextract --paper-ids 2104.08653 2203.15556 --output survey.tex
Verbose Logging
Enable detailed logging to see the processing steps:
bibextract --paper-ids 2104.08653 --verbose
Command Line Options
--paper-idsor-p: List of arXiv paper IDs (e.g., 2104.08653)--outputor-o: Output file path (prints to stdout if not specified)--verboseor-v: Enable verbose logging
How It Works
1. Paper Download and Extraction
The tool downloads LaTeX source files from arXiv and extracts them:
- Supports both ZIP and TAR.GZ archives
- Finds the main LaTeX file automatically
- Processes
\inputand\includecommands recursively
2. Section Detection
Identifies relevant sections based on common patterns:
- "Related Work"
- "Background"
- "Literature Review"
- "Prior Work"
- "State of the Art"
- And many more variants
3. Bibliography Processing
Parses .bbl files to extract bibliography entries:
- Handles standard BibTeX formats
- Extracts author, title, year, and other metadata
- Supports both
\bibitemand\citeauthoryearformats
4. Citation Verification
Verifies bibliography entries using external APIs:
- DBLP API: For academic paper verification
- arXiv API: For arXiv preprint verification
- Parallel Processing: Verifies multiple entries simultaneously
- Smart Matching: Uses title, author, and year for accurate matching
5. Output Generation
Produces clean LaTeX output:
- Normalized citation keys
- Consolidated bibliography
- Ready-to-use LaTeX sections
Output Format
The tool generates LaTeX output with:
\section{Related Work}
...section content with normalized citations...
\section{Background}
...section content with normalized citations...
% Consolidated bibliography
Bibliography {
smith_machine_learning_2020: article {
author: "John Smith",
title: "Machine Learning Approaches",
year: "2020",
verified_source: "DBLP",
}
...
}
Example
# Extract related work from a few machine learning papers
bibextract --paper-ids 2104.08653 2203.15556 2307.09288 --output ml_survey.tex --verbose
This will:
- Download and extract LaTeX sources for each paper
- Parse bibliography files
- Verify citations using DBLP and arXiv APIs
- Extract related work sections
- Normalize citation keys
- Consolidate bibliographies
- Save the result to
ml_survey.tex
Architecture
The project is organized into several modules:
latex::bibliography: Bibliography parsing and managementlatex::citation: Citation extraction and normalizationlatex::parser: LaTeX file parsing and archive extractionlatex::verification: Bibliography verification using external APIs
Dependencies
anyhow: Error handlingclap: Command line argument parsingreqwest: HTTP client for API requestsregex: Regular expression supportrayon: Parallel processingserde_json: JSON parsing for API responsestempfile: Temporary file managementzip: ZIP archive extractiontar+flate2: TAR.GZ archive extraction
Logging
The tool uses structured logging to show progress:
INFO Processing arXiv paper with ID: 2104.08653
INFO Downloading source files from arXiv for paper: 2104.08653
INFO Extracting ZIP archive
INFO Verifying bibliography entries for paper 2104.08653
INFO Verified entry: smith2020 (progress: 1/25)
INFO Found 3 sections with bibliography entries
INFO Output written to "survey.tex"
Error Handling
The tool handles various error conditions gracefully:
- Invalid arXiv IDs
- Missing or corrupted source files
- Network failures during verification
- Malformed LaTeX files
- Missing bibliography files
Contributing
Contributions are welcome! Please feel free to submit issues and pull requests.
License
This project is licensed under the MIT License - see the LICENSE file for details.
Project details
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