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 ---
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splits:
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num_bytes: 16582586
num_examples: 90
download_size: 10463352
dataset_size: 16582586
configs:
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data_files:
- split: test
path: data/test-*
---
# 📄 Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning
- **Repository:** [https://github.com/going-doer/Paper2Code]
- **Paper** [https://arxiv.org/abs/2504.17192]
## Paper2Code Benchmark
### Dataset Description
The Paper2Code Benchmark is designed to evaluate the ability to reproduce methods and experiments described in scientific papers.<br/>
We collected 90 papers from ICML 2024, NeurIPS 2024, and ICLR 2024, selecting only those with publicly available GitHub repositories.<br/>
To ensure manageable complexity, we filtered for repositories with fewer than 70,000 tokens.
Using a model-based evaluation, we selected the top 30 papers from each conference based on repository quality.
For more details, refer to Section 4.1 "Paper2Code Benchmark" of the paper.
## Uses
<!-- Address questions around how the dataset is intended to be used. -->
```python
from datasets import load_dataset
dataset = load_dataset("iaminju/paper2code", split="test")
```
For access to the benchmark files (including pdf files), please refer to the [**Paper2Code data directory**](https://github.com/going-doer/Paper2Code/tree/main/data/paper2code) in our GitHub repository.
## Dataset Structure
<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
```
Dataset({
features: ['paper', 'source', 'repo_name', 'repo_url', 'paper_json', 'paper_cleaned_json', 'conference'],
num_rows: 90
})
```
- `paper`: Title of the paper.
- `source`: Presentation type — oral or poster.
- `repo_name`: Name of the repository provided by the original authors.
- `repo_url`: URL of the repository provided by the original authors.
- `paper_json`: Parsed JSON version of the paper. We use [s2orc-doc2json](https://github.com/allenai/s2orc-doc2json) for this conversion.
- `paper_cleaned_json`: Preprocessed version of the paper used by PaperCoder.
- `conference`: The conference where the paper was accepted - icml2024, iclr2024 or nips2024
## Citation
<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
```
@article{seo2025paper2code,
title={Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning},
author={Seo, Minju and Baek, Jinheon and Lee, Seongyun and Hwang, Sung Ju},
year={2025},
url={https://arxiv.org/pdf/2504.17192}
}
```