Datasets:
Tasks:
Sentence Similarity
Modalities:
Text
Formats:
json
Sub-tasks:
semantic-similarity-classification
Languages:
English
Size:
100K - 1M
License:
license: mit | |
language: | |
- en | |
paperswithcode_id: embedding-data/sentence-compression | |
pretty_name: sentence-compression | |
task_categories: | |
- sentence-similarity | |
- paraphrase-mining | |
task_ids: | |
- semantic-similarity-classification | |
# Dataset Card for "sentence-compression" | |
## 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/google-research-datasets/sentence-compression](https://github.com/google-research-datasets/sentence-compression) | |
- **Repository:** [More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
- **Paper:** [More Information Needed](https://www.aclweb.org/anthology/D13-1155/) | |
- **Point of Contact:** [Katja Filippova]([email protected]) | |
- **Size of downloaded dataset files:** | |
- **Size of the generated dataset:** | |
- **Total amount of disk used:** 14.2 MB | |
### Dataset Summary | |
Dataset with pairs of equivalent sentences. | |
The dataset is provided "AS IS" without any warranty, express or implied. | |
Google disclaims all liability for any damages, direct or indirect, resulting from using the dataset. | |
Disclaimer: The team releasing sentence-compression did not upload the dataset to the Hub and did not write a dataset card. These steps were done by the Hugging Face team. | |
### Supported Tasks | |
- [Sentence Transformers](https://huggingface.co/sentence-transformers) training; useful for semantic search and sentence similarity. | |
### Languages | |
- English. | |
## Dataset Structure | |
Each example in the dataset contains pairs of equivalent sentences and is formatted as a dictionary with the key "set" and a list with the sentences as "value". | |
``` | |
{"set": [sentence_1, sentence_2]} | |
{"set": [sentence_1, sentence_2]} | |
... | |
{"set": [sentence_1, sentence_2]} | |
``` | |
This dataset is useful for training Sentence Transformers models. Refer to the following post on how to train models using similar pairs of sentences. | |
### Usage Example | |
Install the 🤗 Datasets library with `pip install datasets` and load the dataset from the Hub with: | |
```python | |
from datasets import load_dataset | |
dataset = load_dataset("embedding-data/sentence-compression") | |
``` | |
The dataset is loaded as a `DatasetDict` and has the format: | |
```python | |
DatasetDict({ | |
train: Dataset({ | |
features: ['set'], | |
num_rows: 180000 | |
}) | |
}) | |
``` | |
Review an example `i` with: | |
```python | |
dataset["train"][i]["set"] | |
``` | |
### Curation Rationale | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
#### Who are the source language producers? | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
### Annotations | |
#### Annotation process | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
#### Who are the annotators? | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
### Personal and Sensitive Information | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
### Discussion of Biases | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
### Other Known Limitations | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
## Additional Information | |
### Dataset Curators | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
### Licensing Information | |
[More Information Needed](https://github.com/google-research-datasets/sentence-compression) | |
### Contributions | |