Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
acceptability-classification
Languages:
English
Size:
10K - 100K
ArXiv:
License:
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. | |