Datasets:

iaminju
/

paper2code

	---
	dataset_info:
	features:
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	- name: source
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	- name: repo_name
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	list:
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	---

	# 📄 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}
	}
	```