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 # Inductive Reasoning with Text - IRT2
 
-[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
-[![PyPI version](https://badge.fury.io/py/irt2-data.svg)](https://badge.fury.io/py/irt2-data)
+[![IRT2 on PyPI](https://img.shields.io/pypi/v/irt2-data?style=for-the-badge)](https://pypi.org/project/irt2-data)
+[![Code Style: black](https://img.shields.io/badge/code%20style-black-000000.svg?style=for-the-badge)](https://github.com/psf/black)
 
 This is the second iteration of the [IRT benchmark
 dataset](https://github.com/lavis-nlp/irt2). This benchmark offers two