Datasets:
Tasks:
Sentence Similarity
Modalities:
Text
Formats:
json
Sub-tasks:
semantic-similarity-classification
Languages:
English
Size:
10K - 100K
ArXiv:
License:
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README.md
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---
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license: mit
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language:
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- en
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paperswithcode_id: embedding-data/coco_captions
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pretty_name: coco_captions
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task_categories:
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- sentence-similarity
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- paraphrase-mining
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task_ids:
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- semantic-similarity-classification
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---
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# Dataset Card for "coco_captions"
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Homepage:** [https://cocodataset.org/#home](https://cocodataset.org/#home)
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- **Repository:** [https://github.com/cocodataset/cocodataset.github.io](https://github.com/cocodataset/cocodataset.github.io)
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- **Paper:** [More Information Needed](https://arxiv.org/abs/1405.0312)
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- **Point of Contact:** [[email protected]]([email protected])
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- **Size of downloaded dataset files:**
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- **Size of the generated dataset:**
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- **Total amount of disk used:** 6.32 MB
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### Dataset Summary
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COCO is a large-scale object detection, segmentation, and captioning dataset. This repo contains five captions per image; useful for sentence similarity tasks.
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Disclaimer: The team releasing COCO did not upload the dataset to the Hub and did not write a dataset card.
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These steps were done by the Hugging Face team.
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### Supported Tasks
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- [Sentence Transformers](https://huggingface.co/sentence-transformers) training; useful for semantic search and sentence similarity.
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### Languages
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- English.
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## Dataset Structure
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Each example in the dataset contains quintets of similar sentences and is formatted as a dictionary with the key "set" and a list with the sentences as "value":
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```
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{"set": [sentence_1, sentence_2, sentence3, sentence4, sentence5]}
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{"set": [sentence_1, sentence_2, sentence3, sentence4, sentence5]}
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...
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{"set": [sentence_1, sentence_2, sentence3, sentence4, sentence5]}
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```
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This dataset is useful for training Sentence Transformers models. Refer to the following post on how to train models using similar pairs of sentences.
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### Usage Example
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Install the 🤗 Datasets library with `pip install datasets` and load the dataset from the Hub with:
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```python
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from datasets import load_dataset
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dataset = load_dataset("embedding-data/coco_captions")
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```
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The dataset is loaded as a `DatasetDict` and has the format:
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```python
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DatasetDict({
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train: Dataset({
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features: ['set'],
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num_rows: 82783
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})
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})
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```
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Review an example `i` with:
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```python
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dataset["train"][i]["set"]
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```
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### Data Instances
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[More Information Needed](https://cocodataset.org/#format-data)
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### Data Splits
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[More Information Needed](https://cocodataset.org/#format-data)
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## Dataset Creation
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### Curation Rationale
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[More Information Needed](https://cocodataset.org/#home)
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed](https://cocodataset.org/#home)
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#### Who are the source language producers?
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[More Information Needed](https://cocodataset.org/#home)
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### Annotations
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#### Annotation process
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[More Information Needed](https://cocodataset.org/#home)
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#### Who are the annotators?
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[More Information Needed](https://cocodataset.org/#home)
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### Personal and Sensitive Information
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[More Information Needed](https://cocodataset.org/#home)
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed](https://cocodataset.org/#home)
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### Discussion of Biases
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[More Information Needed](https://cocodataset.org/#home)
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### Other Known Limitations
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[More Information Needed](https://cocodataset.org/#home)
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## Additional Information
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### Dataset Curators
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[More Information Needed](https://cocodataset.org/#home)
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### Licensing Information
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The annotations in this dataset along with this website belong to the COCO Consortium
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and are licensed under a [Creative Commons Attribution 4.0 License](https://creativecommons.org/licenses/by/4.0/legalcode)
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### Citation Information
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[More Information Needed](https://cocodataset.org/#home)
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### Contributions
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Thanks to:
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- Tsung-Yi Lin - Google Brain
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- Genevieve Patterson - MSR, Trash TV
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- Matteo R. - Ronchi Caltech
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- Yin Cui - Google
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- Michael Maire - TTI-Chicago
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- Serge Belongie - Cornell Tech
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- Lubomir Bourdev - WaveOne, Inc.
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- Ross Girshick - FAIR
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- James Hays - Georgia Tech
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- Pietro Perona - Caltech
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- Deva Ramanan - CMU
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- Larry Zitnick - FAIR
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- Piotr Dollár - FAIR
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for adding this dataset.
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coco_captions.jsonl.gz → embedding-data--coco_captions_quintets/json-train.parquet
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