Datasets:
Tasks:
Visual Question Answering
Sub-tasks:
visual-question-answering
Languages:
English
Multilinguality:
monolingual
Size Categories:
100K<n<1M
Language Creators:
found
Annotations Creators:
machine-generated
Source Datasets:
extended|other-guesswhat
ArXiv:
Tags:
License:
Update files from the datasets library (from 1.3.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.3.0
README.md
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---
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---
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# Dataset Card for "compguesswhat"
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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](#supported-tasks)
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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 Sample Size](#data-splits-sample-size)
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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](#dataset-description)
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- **Homepage:** [https://compguesswhat.github.io/](https://compguesswhat.github.io/)
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Size of downloaded dataset files:** 106.86 MB
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- **Size of the generated dataset:** 258.55 MB
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- **Total amount of disk used:** 365.41 MB
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### [Dataset Summary](#dataset-summary)
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CompGuessWhat?! is an instance of a multi-task framework for evaluating the quality of learned neural representations,
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in particular concerning attribute grounding. Use this dataset if you want to use the set of games whose reference
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scene is an image in VisualGenome. Visit the website for more details: https://compguesswhat.github.io
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### [Supported Tasks](#supported-tasks)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Languages](#languages)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## [Dataset Structure](#dataset-structure)
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We show detailed information for up to 5 configurations of the dataset.
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### [Data Instances](#data-instances)
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#### compguesswhat-original
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- **Size of downloaded dataset files:** 102.24 MB
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- **Size of the generated dataset:** 166.29 MB
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- **Total amount of disk used:** 268.53 MB
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An example of 'validation' looks as follows.
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```
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This example was too long and was cropped:
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{
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"id": 2424,
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"image": "{\"coco_url\": \"http://mscoco.org/images/270512\", \"file_name\": \"COCO_train2014_000000270512.jpg\", \"flickr_url\": \"http://farm6.stat...",
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"objects": "{\"area\": [1723.5133056640625, 4838.5361328125, 287.44476318359375, 44918.7109375, 3688.09375, 522.1935424804688], \"bbox\": [[5.61...",
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"qas": {
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"answer": ["Yes", "No", "No", "Yes"],
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"id": [4983, 4996, 5006, 5017],
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"question": ["Is it in the foreground?", "Does it have wings?", "Is it a person?", "Is it a vehicle?"]
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},
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"status": "success",
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"target_id": 1197044,
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"timestamp": "2016-07-08 15:07:38"
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}
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```
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#### compguesswhat-zero_shot
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- **Size of downloaded dataset files:** 4.62 MB
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- **Size of the generated dataset:** 92.26 MB
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- **Total amount of disk used:** 96.88 MB
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An example of 'nd_valid' looks as follows.
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```
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This example was too long and was cropped:
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{
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"id": 0,
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"image": {
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"coco_url": "https://s3.amazonaws.com/nocaps/val/004e21eb2e686f40.jpg",
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"date_captured": "2018-11-06 11:04:33",
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"file_name": "004e21eb2e686f40.jpg",
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"height": 1024,
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"id": 6,
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"license": 0,
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"open_images_id": "004e21eb2e686f40",
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"width": 768
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},
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"objects": "{\"IsOccluded\": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], \"IsTruncated\": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], \"area\": [3...",
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"status": "incomplete",
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"target_id": "004e21eb2e686f40_30"
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}
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```
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### [Data Fields](#data-fields)
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The data fields are the same among all splits.
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#### compguesswhat-original
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- `id`: a `int32` feature.
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- `target_id`: a `int32` feature.
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- `timestamp`: a `string` feature.
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- `status`: a `string` feature.
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- `id`: a `int32` feature.
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- `file_name`: a `string` feature.
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- `flickr_url`: a `string` feature.
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- `coco_url`: a `string` feature.
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- `height`: a `int32` feature.
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- `width`: a `int32` feature.
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- `width`: a `int32` feature.
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- `height`: a `int32` feature.
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- `url`: a `string` feature.
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- `coco_id`: a `int32` feature.
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- `flickr_id`: a `string` feature.
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- `image_id`: a `string` feature.
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- `qas`: a dictionary feature containing:
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- `question`: a `string` feature.
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- `answer`: a `string` feature.
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- `id`: a `int32` feature.
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- `objects`: a dictionary feature containing:
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- `id`: a `int32` feature.
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- `bbox`: a `list` of `float32` features.
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- `category`: a `string` feature.
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- `area`: a `float32` feature.
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- `category_id`: a `int32` feature.
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- `segment`: a dictionary feature containing:
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- `feature`: a `float32` feature.
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#### compguesswhat-zero_shot
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- `id`: a `int32` feature.
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- `target_id`: a `string` feature.
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- `status`: a `string` feature.
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- `id`: a `int32` feature.
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- `file_name`: a `string` feature.
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- `coco_url`: a `string` feature.
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- `height`: a `int32` feature.
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- `width`: a `int32` feature.
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- `license`: a `int32` feature.
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- `open_images_id`: a `string` feature.
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- `date_captured`: a `string` feature.
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- `objects`: a dictionary feature containing:
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- `id`: a `string` feature.
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- `bbox`: a `list` of `float32` features.
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- `category`: a `string` feature.
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- `area`: a `float32` feature.
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- `category_id`: a `int32` feature.
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- `IsOccluded`: a `int32` feature.
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- `IsTruncated`: a `int32` feature.
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- `segment`: a dictionary feature containing:
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- `MaskPath`: a `string` feature.
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- `LabelName`: a `string` feature.
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- `BoxID`: a `string` feature.
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- `BoxXMin`: a `string` feature.
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- `BoxXMax`: a `string` feature.
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- `BoxYMin`: a `string` feature.
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- `BoxYMax`: a `string` feature.
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- `PredictedIoU`: a `string` feature.
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- `Clicks`: a `string` feature.
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### [Data Splits Sample Size](#data-splits-sample-size)
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#### compguesswhat-original
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| |train|validation|test|
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|----------------------|----:|---------:|---:|
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|compguesswhat-original|46341| 9738|9621|
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#### compguesswhat-zero_shot
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| |nd_valid|od_valid|nd_test|od_test|
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|-----------------------|-------:|-------:|------:|------:|
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|compguesswhat-zero_shot| 5343| 5372| 13836| 13300|
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## [Dataset Creation](#dataset-creation)
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### [Curation Rationale](#curation-rationale)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Source Data](#source-data)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Annotations](#annotations)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Personal and Sensitive Information](#personal-and-sensitive-information)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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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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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Discussion of Biases](#discussion-of-biases)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Other Known Limitations](#other-known-limitations)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## [Additional Information](#additional-information)
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### [Dataset Curators](#dataset-curators)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Licensing Information](#licensing-information)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Citation Information](#citation-information)
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```
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@inproceedings{suglia2020compguesswhat,
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title={CompGuessWhat?!: a Multi-task Evaluation Framework for Grounded Language Learning},
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author={Suglia, Alessandro, Konstas, Ioannis, Vanzo, Andrea, Bastianelli, Emanuele, Desmond Elliott, Stella Frank and Oliver Lemon},
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booktitle={Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics},
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year={2020}
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}
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```
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### Contributions
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Thanks to [@thomwolf](https://github.com/thomwolf), [@aleSuglia](https://github.com/aleSuglia), [@lhoestq](https://github.com/lhoestq) for adding this dataset.
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