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---
annotations_creators:
- crowdsourced
language_creators:
- machine-generated
languages:
- en
licenses:
- unknown
multilinguality:
- monolingual
pretty_name: BLiMP
size_categories:
- "10K<n<100K"
source_datasets:
- original
task_categories:
- text-classification
task_ids:
- acceptability-classification
paperswithcode_id: blimp
---
# Dataset Card for "blimp"
## Table of Contents
- [Dataset Description](#dataset-description)
- [Dataset Summary](#dataset-summary)
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
- [Languages](#languages)
- [Dataset Structure](#dataset-structure)
- [Data Instances](#data-instances)
- [Data Fields](#data-fields)
- [Data Splits](#data-splits)
- [Dataset Creation](#dataset-creation)
- [Curation Rationale](#curation-rationale)
- [Source Data](#source-data)
- [Annotations](#annotations)
- [Personal and Sensitive Information](#personal-and-sensitive-information)
- [Considerations for Using the Data](#considerations-for-using-the-data)
- [Social Impact of Dataset](#social-impact-of-dataset)
- [Discussion of Biases](#discussion-of-biases)
- [Other Known Limitations](#other-known-limitations)
- [Additional Information](#additional-information)
- [Dataset Curators](#dataset-curators)
- [Licensing Information](#licensing-information)
- [Citation Information](#citation-information)
- [Contributions](#contributions)
## Dataset Description
- **Homepage:** [https://github.com/alexwarstadt/blimp/tree/master/](https://github.com/alexwarstadt/blimp/tree/master/)
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Size of downloaded dataset files:** 28.21 MB
- **Size of the generated dataset:** 10.92 MB
- **Total amount of disk used:** 39.13 MB
### Dataset Summary
BLiMP is a challenge set for evaluating what language models (LMs) know about
major grammatical phenomena in English. BLiMP consists of 67 sub-datasets, each
containing 1000 minimal pairs isolating specific contrasts in syntax,
morphology, or semantics. The data is automatically generated according to
expert-crafted grammars.
### Supported Tasks and Leaderboards
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Languages
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
## Dataset Structure
We show detailed information for up to 5 configurations of the dataset.
### Data Instances
#### adjunct_island
- **Size of downloaded dataset files:** 0.34 MB
- **Size of the generated dataset:** 0.16 MB
- **Total amount of disk used:** 0.50 MB
An example of 'train' looks as follows.
```
{
"UID": "tough_vs_raising_1",
"field": "syntax_semantics",
"lexically_identical": false,
"linguistics_term": "control_raising",
"one_prefix_method": false,
"pair_id": 2,
"sentence_bad": "Benjamin's tutor was certain to boast about.",
"sentence_good": "Benjamin's tutor was easy to boast about.",
"simple_LM_method": true,
"two_prefix_method": false
}
```
#### anaphor_gender_agreement
- **Size of downloaded dataset files:** 0.42 MB
- **Size of the generated dataset:** 0.13 MB
- **Total amount of disk used:** 0.54 MB
An example of 'train' looks as follows.
```
{
"UID": "tough_vs_raising_1",
"field": "syntax_semantics",
"lexically_identical": false,
"linguistics_term": "control_raising",
"one_prefix_method": false,
"pair_id": 2,
"sentence_bad": "Benjamin's tutor was certain to boast about.",
"sentence_good": "Benjamin's tutor was easy to boast about.",
"simple_LM_method": true,
"two_prefix_method": false
}
```
#### anaphor_number_agreement
- **Size of downloaded dataset files:** 0.43 MB
- **Size of the generated dataset:** 0.13 MB
- **Total amount of disk used:** 0.56 MB
An example of 'train' looks as follows.
```
{
"UID": "tough_vs_raising_1",
"field": "syntax_semantics",
"lexically_identical": false,
"linguistics_term": "control_raising",
"one_prefix_method": false,
"pair_id": 2,
"sentence_bad": "Benjamin's tutor was certain to boast about.",
"sentence_good": "Benjamin's tutor was easy to boast about.",
"simple_LM_method": true,
"two_prefix_method": false
}
```
#### animate_subject_passive
- **Size of downloaded dataset files:** 0.44 MB
- **Size of the generated dataset:** 0.14 MB
- **Total amount of disk used:** 0.58 MB
An example of 'train' looks as follows.
```
{
"UID": "tough_vs_raising_1",
"field": "syntax_semantics",
"lexically_identical": false,
"linguistics_term": "control_raising",
"one_prefix_method": false,
"pair_id": 2,
"sentence_bad": "Benjamin's tutor was certain to boast about.",
"sentence_good": "Benjamin's tutor was easy to boast about.",
"simple_LM_method": true,
"two_prefix_method": false
}
```
#### animate_subject_trans
- **Size of downloaded dataset files:** 0.41 MB
- **Size of the generated dataset:** 0.12 MB
- **Total amount of disk used:** 0.54 MB
An example of 'train' looks as follows.
```
{
"UID": "tough_vs_raising_1",
"field": "syntax_semantics",
"lexically_identical": false,
"linguistics_term": "control_raising",
"one_prefix_method": false,
"pair_id": 2,
"sentence_bad": "Benjamin's tutor was certain to boast about.",
"sentence_good": "Benjamin's tutor was easy to boast about.",
"simple_LM_method": true,
"two_prefix_method": false
}
```
### Data Fields
The data fields are the same among all splits.
#### adjunct_island
- `sentence_good`: a `string` feature.
- `sentence_bad`: a `string` feature.
- `field`: a `string` feature.
- `linguistics_term`: a `string` feature.
- `UID`: a `string` feature.
- `simple_LM_method`: a `bool` feature.
- `one_prefix_method`: a `bool` feature.
- `two_prefix_method`: a `bool` feature.
- `lexically_identical`: a `bool` feature.
- `pair_id`: a `int32` feature.
#### anaphor_gender_agreement
- `sentence_good`: a `string` feature.
- `sentence_bad`: a `string` feature.
- `field`: a `string` feature.
- `linguistics_term`: a `string` feature.
- `UID`: a `string` feature.
- `simple_LM_method`: a `bool` feature.
- `one_prefix_method`: a `bool` feature.
- `two_prefix_method`: a `bool` feature.
- `lexically_identical`: a `bool` feature.
- `pair_id`: a `int32` feature.
#### anaphor_number_agreement
- `sentence_good`: a `string` feature.
- `sentence_bad`: a `string` feature.
- `field`: a `string` feature.
- `linguistics_term`: a `string` feature.
- `UID`: a `string` feature.
- `simple_LM_method`: a `bool` feature.
- `one_prefix_method`: a `bool` feature.
- `two_prefix_method`: a `bool` feature.
- `lexically_identical`: a `bool` feature.
- `pair_id`: a `int32` feature.
#### animate_subject_passive
- `sentence_good`: a `string` feature.
- `sentence_bad`: a `string` feature.
- `field`: a `string` feature.
- `linguistics_term`: a `string` feature.
- `UID`: a `string` feature.
- `simple_LM_method`: a `bool` feature.
- `one_prefix_method`: a `bool` feature.
- `two_prefix_method`: a `bool` feature.
- `lexically_identical`: a `bool` feature.
- `pair_id`: a `int32` feature.
#### animate_subject_trans
- `sentence_good`: a `string` feature.
- `sentence_bad`: a `string` feature.
- `field`: a `string` feature.
- `linguistics_term`: a `string` feature.
- `UID`: a `string` feature.
- `simple_LM_method`: a `bool` feature.
- `one_prefix_method`: a `bool` feature.
- `two_prefix_method`: a `bool` feature.
- `lexically_identical`: a `bool` feature.
- `pair_id`: a `int32` feature.
### Data Splits
| name |train|
|------------------------|----:|
|adjunct_island | 1000|
|anaphor_gender_agreement| 1000|
|anaphor_number_agreement| 1000|
|animate_subject_passive | 1000|
|animate_subject_trans | 1000|
## Dataset Creation
### Curation Rationale
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Source Data
#### Initial Data Collection and Normalization
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
#### Who are the source language producers?
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Annotations
#### Annotation process
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
#### Who are the annotators?
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Personal and Sensitive Information
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
## Considerations for Using the Data
### Social Impact of Dataset
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Discussion of Biases
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Other Known Limitations
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
## Additional Information
### Dataset Curators
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Licensing Information
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Citation Information
```
@article{warstadt2019blimp,
title={BLiMP: A Benchmark of Linguistic Minimal Pairs for English},
author={Warstadt, Alex and Parrish, Alicia and Liu, Haokun and Mohananey, Anhad and Peng, Wei, and Wang, Sheng-Fu and Bowman, Samuel R},
journal={arXiv preprint arXiv:1912.00582},
year={2019}
}
```
### Contributions
Thanks to [@lhoestq](https://github.com/lhoestq), [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset.