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---
title: Specification-induced correlations
emoji: 💻
colorFrom: yellow
colorTo: blue
sdk: gradio
sdk_version: 3.0.10
app_file: app.py
pinned: false
---
This is a demo is a simplified version of Method 1 described in the paper, ["Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution
"](https://arxiv.org/abs/2210.00131)
```
@misc{mcmilin2023underspecification,
title={Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution},
author={Emily McMilin},
year={2023},
eprint={2210.00131},
archivePrefix={arXiv},
primaryClass={cs.CL}
}