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---
language:
- en
license:
- other
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
pretty_name: ConceptNet
---
# Dataset Card for "relbert/conceptnet"
## Dataset Description
- **Repository:** [RelBERT](https://github.com/asahi417/relbert)
- **Paper:** [https://ojs.aaai.org/index.php/AAAI/article/view/11164](https://ojs.aaai.org/index.php/AAAI/article/view/11164)
- **Dataset:** ConceptNet5
### Dataset Summary
ConceptNet5, 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| 33 | 25|
### Number of Positive/Negative Word-pairs in each Split
| relation_type | positive (train) | negative (train) | positive (validation) | negative (validation) |
|:-----------------|-------------------:|-------------------:|------------------------:|------------------------:|
| Antonym | 3175 | 206870 | 703 | 65330 |
| AtLocation | 6974 | 203071 | 727 | 65306 |
| CapableOf | 603 | 209442 | 0 | 0 |
| Causes | 906 | 209139 | 83 | 65950 |
| CausesDesire | 195 | 209850 | 30 | 66003 |
| CreatedBy | 104 | 209941 | 4 | 66029 |
| DefinedAs | 16 | 210029 | 2 | 66031 |
| Desires | 374 | 209671 | 0 | 0 |
| DistinctFrom | 1552 | 208493 | 426 | 65607 |
| Entails | 277 | 209768 | 118 | 65915 |
| HasA | 606 | 209439 | 10 | 66023 |
| HasContext | 4664 | 205381 | 1936 | 64097 |
| HasFirstSubevent | 66 | 209979 | 17 | 66016 |
| HasLastSubevent | 82 | 209963 | 14 | 66019 |
| HasPrerequisite | 586 | 209459 | 123 | 65910 |
| HasProperty | 1397 | 208648 | 0 | 0 |
| HasSubevent | 644 | 209401 | 64 | 65969 |
| InstanceOf | 1 | 210044 | 0 | 0 |
| IsA | 54028 | 156017 | 21122 | 44911 |
| LocatedNear | 21 | 210024 | 3 | 66030 |
| MadeOf | 221 | 209824 | 23 | 66010 |
| MannerOf | 8762 | 201283 | 3747 | 62286 |
| MotivatedByGoal | 282 | 209763 | 35 | 65998 |
| NotCapableOf | 17 | 210028 | 0 | 0 |
| NotDesires | 235 | 209810 | 0 | 0 |
| NotHasProperty | 74 | 209971 | 19 | 66014 |
| PartOf | 6880 | 203165 | 2629 | 63404 |
| ReceivesAction | 290 | 209755 | 0 | 0 |
| RelatedTo | 61672 | 148373 | 11356 | 54677 |
| SimilarTo | 82 | 209963 | 36 | 65997 |
| SymbolOf | 1 | 210044 | 0 | 0 |
| Synonym | 52261 | 157784 | 22391 | 43642 |
| UsedFor | 2997 | 207048 | 415 | 65618 |
| SUM | 210045 | 6.72144e+06 | 66033 | 1.58479e+06 |
### Citation Information
```
@inproceedings{speer2017conceptnet,
title={Conceptnet 5.5: An open multilingual graph of general knowledge},
author={Speer, Robyn and Chin, Joshua and Havasi, Catherine},
booktitle={Thirty-first AAAI conference on artificial intelligence},
year={2017}
}
``` |