---
license: mit
---
# P-FOLIO: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning Chains
[WIP]: We are working on the release of the dataset. Feel free to send us an [email](simeng.han@yale.edu) to stay in touch! 

[P-FOLIO](https://aclanthology.org/2024.findings-emnlp.966) is a human-annotated dataset consisting of diverse and complex reasoning chains for a set of realistic logical reasoning stories also written by humans. P-FOLIO is collected with an annotation protocol that facilitates humans to annotate well-structured natural language proofs for first-order logic reasoning problems in a step-by-step manner. 
P-FOLIO is built upon [FOLIO](https://huggingface.co/datasets/yale-nlp/FOLIO). 

## Citation
```
@inproceedings{han-etal-2024-p,
    title = "{P}-{FOLIO}: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning Chains",
    author = "Han, Simeng  and Yu, Aaron  and many other authors and Xiong, Caiming and Radev, Dragomir  and Ying, Rex  and Cohan, Arman",
    editor = "Al-Onaizan, Yaser  and Bansal, Mohit  and Chen, Yun-Nung",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2024",
    month = nov,
    year = "2024",
    address = "Miami, Florida, USA",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.findings-emnlp.966",
    pages = "16553--16565",
  }
```