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---
language:
- en
license:
- other
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
pretty_name: ConceptNet with High Confidence
---
# Dataset Card for "relbert/conceptnet_high_confidence"
## Dataset Description
- **Repository:** [RelBERT](https://github.com/asahi417/relbert)
- **Paper:** [https://home.ttic.edu/~kgimpel/commonsense.html](https://home.ttic.edu/~kgimpel/commonsense.html)
- **Dataset:** High Confidence Subset of ConceptNet
### Dataset Summary
The selected subset of ConceptNet used in [this work](https://home.ttic.edu/~kgimpel/commonsense.html), which compiled
to fine-tune [RelBERT](https://github.com/asahi417/relbert) model.
## Dataset Structure
### Data Instances
An example of `train` looks as follows.
```
{
"relation_type": "AtLocation",
"positives": [["fish", "water"], ["cloud", "sky"], ["child", "school"], ... ],
"negatives": [["pen", "write"], ["sex", "fun"], ["soccer", "sport"], ["fish", "school"], ... ]
}
```
### Data Splits
| name |train|validation|
|---------|----:|---------:|
|conceptnet_high_confidence| 25 | 24|
### Number of Positive/Negative Word-pairs in each Split
| relation_type | positive (train) | negative (train) | positive (validation) | negative (validation) |
|:-----------------|-------------------:|-------------------:|------------------------:|------------------------:|
| AtLocation | 383 | 1768 | 97 | 578 |
| CapableOf | 195 | 1790 | 73 | 600 |
| Causes | 71 | 1797 | 26 | 595 |
| CausesDesire | 9 | 1793 | 11 | 595 |
| CreatedBy | 2 | 1796 | 0 | 0 |
| DefinedAs | 0 | 0 | 2 | 595 |
| Desires | 16 | 1794 | 12 | 595 |
| HasA | 67 | 1814 | 17 | 595 |
| HasFirstSubevent | 2 | 1796 | 0 | 0 |
| HasLastSubevent | 2 | 1796 | 3 | 593 |
| HasPrerequisite | 168 | 1803 | 57 | 592 |
| HasProperty | 94 | 1801 | 39 | 605 |
| HasSubevent | 125 | 1798 | 40 | 609 |
| IsA | 310 | 1764 | 98 | 603 |
| MadeOf | 17 | 1793 | 7 | 593 |
| MotivatedByGoal | 14 | 1796 | 11 | 595 |
| NotCapableOf | 15 | 1793 | 0 | 0 |
| NotDesires | 4 | 1795 | 4 | 592 |
| PartOf | 34 | 1801 | 7 | 593 |
| ReceivesAction | 18 | 1793 | 8 | 593 |
| SymbolOf | 0 | 0 | 2 | 596 |
| UsedFor | 249 | 1815 | 81 | 588 |
| SUM | 1795 | 35896 | 595 | 11305 |
### Citation Information
```
@InProceedings{P16-1137,
author = "Li, Xiang
and Taheri, Aynaz
and Tu, Lifu
and Gimpel, Kevin",
title = "Commonsense Knowledge Base Completion",
booktitle = "Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) ",
year = "2016",
publisher = "Association for Computational Linguistics",
pages = "1445--1455",
location = "Berlin, Germany",
doi = "10.18653/v1/P16-1137",
url = "http://aclweb.org/anthology/P16-1137"
}
``` |