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---
license: mit
---
This is a dataset repository for the paper:
Neuro-Symbolic Predicate Invention: Learning Relational Concepts from Visual Scenes
Authors: Jingyuan Sha, Hikaru Shindo, Kristian Kersting, Devendra Singh Dhami.
---
The source code is on the github, please click [here](https://github.com/ml-research/NeSy-PI/tree/main).
---
### Dataset Category
#### Simple Pattern
- close
- diagonal
- three same
- two pairs
The result of `Simple Patterns` is shown as follows:
| Pattern | Recall | Precision |
|-----------|--------|-----------|
| Close | 0.91 | 0.99 |
| Diagonal | 1.00 | 1.00 |
| Same | 0.95 | 1.00 |
| Two Pairs | 0.96 | 1.00 |
---
#### Complex Pattern (to be uploaded)
- Check Mark
- Parallel
- Perpendicular
- Square
#### Alphabet Pattern (to be uploaded)
From letter A-Z (upper case), a-z (lower case).
#### If you have interest about this work, please consider cite:
```
@article{cite-key,
author = {Sha, Jingyuan and Shindo, Hikaru and Kersting, Kristian and Dhami, Devendra Singh},
journal = {Neurosymbolic Artificial Intelligence},
number = {Preprint},
pages = {1--26},
title = {Neuro-symbolic Predicate Invention: Learning relational concepts from visual scenes},
volume = {Preprint},
year = {2024}}
```
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