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README.md

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-  - name: blacklist_packages
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     path: tasks.jsonl
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+
+# ReplicationBench
+**arXiv**: [ReplicationBench: Can AI Agents Replicate Astrophysics Research Papers?](https://arxiv.org/abs/2510.24591)
+
+**GitHub**: [https://github.com/Christine8888/replicationbench-release](https://github.com/Christine8888/replicationbench-release)
+
+## Dataset Description
+
+The ReplicationBench dataset contains 114 astrophysics research replication tasks spanning 20 research papers. The dataset includes:
+- Original and masked manuscript text
+- Metadata (title, abstract, publication info, etc.)
+- Pointers to datasets and dataset access instructions
+- Additional specifications from the authors
+- Execution requirements
+- Detailed descriptions and grading guidelines for each task
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+# Load papers
+papers_ds = load_dataset("ChristineYe8/replicationbench", split="papers")
+
+# Load tasks
+tasks_ds = load_dataset("ChristineYe8/replicationbench", split="tasks")
+```
+
+You can load the dataset from HuggingFace into native ReplicationBench format using [this script](https://github.com/Christine8888/replicationbench-release/blob/main/src/dataset/hf/load_from_hf.py). However, if using RB's native formats, we recommend using the native data loading instead, described [here](https://github.com/Christine8888/replicationbench-release).
+
+## Citation
+
+If you use ResearchBench in your research, please cite:
+
+```bibtex
+@misc{ye2025replicationbenchaiagentsreplicate,
+      title={ReplicationBench: Can AI Agents Replicate Astrophysics Research Papers?},
+      author={Christine Ye and Sihan Yuan and Suchetha Cooray and Steven Dillmann and Ian L. V. Roque and Dalya Baron and Philipp Frank and Sergio Martin-Alvarez and Nolan Koblischke and Frank J Qu and Diyi Yang and Risa Wechsler and Ioana Ciuca},
+      year={2025},
+      eprint={2510.24591},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2510.24591},
+}
+```
+
+## License
+
+MIT License