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add xlrd to test package requirements
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Adds `xlrd` package to the test requirements to handle scripts that use `pandas` to load excel files
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add conv_ai
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Adding ConvAI dataset https://github.com/DeepPavlov/convai/tree/master/2017
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Test
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Add Pubmed (citation + abstract) dataset (2020).
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add xquad-r dataset
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Add ChrEn
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Adding the Cherokee English machine translation dataset of https://github.com/ZhangShiyue/ChrEn
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add xquad-r dataset
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Not support links with 302 redirect
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I have an issue adding this download link https://github.com/jitkapat/thailitcorpus/releases/download/v.2.0/tlc_v.2.0.tar.gz it might be because it is not a direct link (it returns 302 and redirects to aws that returns 403 for head requests). ``` r.head("https://github.com/jitkapat/thailitcorpus/releases/download/v.2.0/tlc_v.2.0.tar.gz", allow_redirects=True) # <Response [403]> ```
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Add the Ud treebank
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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This PR adds the 183 datasets in 104 languages of the UD Treebank.
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Add KorNLU dataset
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Added Korean NLU datasets. The link to the dataset can be found [here](https://github.com/kakaobrain/KorNLUDatasets) and the paper can be found [here](https://arxiv.org/abs/2004.03289) **Note**: The MNLI tsv file is broken, so this code currently excludes the file. Please suggest other alternative if any @lhoestq - [x] Followed the instructions in CONTRIBUTING.md - [x] Ran the tests successfully - [x] Created the dummy data
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add labr dataset
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Arabic Book Reviews dataset.
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Fix squad V2 metric script
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The current squad v2 metric doesn't work with the squad (v1 or v2) datasets. The script is copied from `squad_evaluate` in transformers that requires the labels (with multiple answers) to be like this: ``` references = [{'id': 'a', 'answers': [ {'text': 'Denver Broncos', 'answer_start': 177}, {'text': 'Denver Broncos', 'answer_start': 177} ]}] ``` while the dataset had references like this: ``` references = [{'id': 'a', 'answers': {'text': ['Denver Broncos' 'Denver Broncos'], 'answer_start': [177, 177]} }] ``` Using one or the other format fails with the current squad v2 metric: ``` from datasets import load_metric metric = load_metric("squad_v2") predictions = [{'id': 'a', 'prediction_text': 'Denver Broncos', 'no_answer_probability': 0.0}] references = [{'id': 'a', 'answers': [ {'text': 'Denver Broncos', 'answer_start': 177}, {'text': 'Denver Broncos', 'answer_start': 177} ]}] metric.compute(predictions=predictions, references=references) ``` fails as well as ``` from datasets import load_metric metric = load_metric("squad_v2") predictions = [{'id': 'a', 'prediction_text': 'Denver Broncos', 'no_answer_probability': 0.0}] references = [{'id': 'a', 'answers': {'text': ['Denver Broncos' 'Denver Broncos'], 'answer_start': [177, 177]} }] metric.compute(predictions=predictions, references=references) ``` This is because arrow reformats the references behind the scene. With this PR (tested locally), both the snippets up there work and return proper results.
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Add TLC
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Added TLC dataset
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Added paws-x dataset. Updating README and tags in the dataset card in a while
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Add deal_or_no_dialog
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Add deal_or_no_dialog Dataset github: https://github.com/facebookresearch/end-to-end-negotiator Paper: [Deal or No Deal? End-to-End Learning for Negotiation Dialogues](https://arxiv.org/abs/1706.05125)
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Add hebrew-sentiment
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hebrew-sentiment dataset is ready! (including tests, tags etc)
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Add dataset - SemEval 2014 - Task 1
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Adding the dataset of SemEval 2014 Task 1 Found the dataset under the shared Google Sheet > Recurring Task Datasets Task Homepage - https://alt.qcri.org/semeval2014/task1 Thank you!
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Fix dataset URL and file names, and add column name in "Social Bias Frames" dataset
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# Why I did When I use "social_bias_frames" datasets in this library, I got 404 Errors. So, I fixed this error and another some problems that I faced to use the dataset. # What I did * Modify this dataset URL * Modify this dataset file names * Add a "dataSource" column Thank you!
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add sharc dataset
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This PR adds the ShARC dataset. More info: https://sharc-data.github.io/index.html
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Add Facebook SimpleQuestionV2
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Add simple questions v2: https://research.fb.com/downloads/babi/
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Add GoEmotions
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Adds the GoEmotions dataset, a nice emotion classification dataset with 27 (multi-)label annotations on reddit comments. Includes both a large raw version and a narrowed version with predefined train/test/val splits, which I've included as separate configs with the latter as a default. - Webpage/repo: https://github.com/google-research/google-research/tree/master/goemotions - Paper: https://arxiv.org/abs/2005.00547
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Add siswati ner corpus
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Adding NCHLT dataset
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Add KorNLU
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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Added Korean NLU datasets. The link to the dataset can be found [here](https://github.com/kakaobrain/KorNLUDatasets) and the paper can be found [here](https://arxiv.org/abs/2004.03289) **Note**: The MNLI tsv file is broken, so this code currently excludes the file. Please suggest other alternative if any @lhoestq - [x] Followed the instructions in CONTRIBUTING.md - [x] Ran the tests successfully - [x] Created the dummy data
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Dataset.map() turns tensors into lists?
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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I apply `Dataset.map()` to a function that returns a dict of torch tensors (like a tokenizer from the repo transformers). However, in the mapped dataset, these tensors have turned to lists! ```import datasets import torch from datasets import load_dataset print("version datasets", datasets.__version__) dataset = load_dataset("snli", split='train[0:50]') def tokenizer_fn(example): # actually uses a tokenizer which does something like: return {'input_ids': torch.tensor([[0, 1, 2]])} print("First item in dataset:\n", dataset[0]) tokenized = tokenizer_fn(dataset[0]) print("Tokenized hyp:\n", tokenized) dataset_tok = dataset.map(tokenizer_fn, batched=False, remove_columns=['label', 'premise', 'hypothesis']) print("Tokenized using map:\n", dataset_tok[0]) print(type(tokenized['input_ids']), type(dataset_tok[0]['input_ids'])) dataset_tok = dataset.map(tokenizer_fn, batched=False, remove_columns=['label', 'premise', 'hypothesis']) print("Tokenized using map:\n", dataset_tok[0]) print(type(tokenized['input_ids']), type(dataset_tok[0]['input_ids'])) ``` The output is: ``` version datasets 1.1.3 Reusing dataset snli (/home/tom/.cache/huggingface/datasets/snli/plain_text/1.0.0/bb1102591c6230bd78813e229d5dd4c7fbf4fc478cec28f298761eb69e5b537c) First item in dataset: {'premise': 'A person on a horse jumps over a broken down airplane.', 'hypothesis': 'A person is training his horse for a competition.', 'label': 1} Tokenized hyp: {'input_ids': tensor([[0, 1, 2]])} Loading cached processed dataset at /home/tom/.cache/huggingface/datasets/snli/plain_text/1.0.0/bb1102591c6230bd78813e229d5dd4c7fbf4fc478cec28f298761eb69e5b537c/cache-fe38f449fe9ac46f.arrow Tokenized using map: {'input_ids': [[0, 1, 2]]} <class 'torch.Tensor'> <class 'list'> ``` Or am I doing something wrong?
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Add TSAC: Tunisian Sentiment Analysis Corpus
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github: https://github.com/fbougares/TSAC paper: https://www.aclweb.org/anthology/W17-1307/
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Add Big Patent dataset
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- More info on the dataset: https://evasharma.github.io/bigpatent/ - There's another raw version of the dataset available from tfds. However, they're quite large so I don't have the resources to fully test all the configs for that version yet. We'll try to add it later. - ~Currently, there are no dummy data for this dataset yet as I'm facing some problems with generating them. I'm trying to add them later.~
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Add SuperGLUE metric
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Adds a new metric for the SuperGLUE benchmark (similar to the GLUE benchmark metric).
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Add UN Universal Declaration of Human Rights (UDHR)
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Universal declaration of human rights with translations in 464 languages and dialects. - UN page: https://www.ohchr.org/EN/UDHR/Pages/UDHRIndex.aspx - Raw data source: https://unicode.org/udhr/index.html Each instance of the dataset corresponds to one translation of the document. Since there's only one instance per language (and because there are 500 languages so the dummy data would be messy), I opted to just include them all under the same single config. I wasn't able to find any kind of license so I just copied the copyright notice. I was pretty careful careful generating the language tags so they _should_ all be correct & consistent BCP-47 codes per the docs.
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Update ADD NEW DATASET
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This PR adds a couple of detail on cloning/rebasing the repo.
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This PR adds the MedHop dataset from the QAngaroo multi hop reading comprehension datasets More info: http://qangaroo.cs.ucl.ac.uk/index.html
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Replace tabs with spaces.
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Added [Person's SentimenT](https://stonybrooknlp.github.io/PerSenT/) dataset.
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This PR adds the WikiHop dataset from the QAngaroo multi hop reading comprehension datasets More info: http://qangaroo.cs.ucl.ac.uk/index.html
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add scb_mt_enth_2020
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## scb-mt-en-th-2020: A Large English-Thai Parallel Corpus The primary objective of our work is to build a large-scale English-Thai dataset for machine translation. We construct an English-Thai machine translation dataset with over 1 million segment pairs, curated from various sources, namely news, Wikipedia articles, SMS messages, task-based dialogs, web-crawled data and government documents. Methodology for gathering data, building parallel texts and removing noisy sentence pairs are presented in a reproducible manner. We train machine translation models based on this dataset. Our models' performance are comparable to that of Google Translation API (as of May 2020) for Thai-English and outperform Google when the Open Parallel Corpus (OPUS) is included in the training data for both Thai-English and English-Thai translation. The dataset, pre-trained models, and source code to reproduce our work are available for public use.
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Add support for ".txm" format
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In dummy data generation, add support for XML-like ".txm" file format. Also support filenames with additional compression extension: ".txm.gz".
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IIT B English to Hindi machine translation dataset
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Adding IIT Bombay English-Hindi Corpus dataset more info : http://www.cfilt.iitb.ac.in/iitb_parallel/
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add crows_pairs
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This PR adds CrowS-Pairs datasets. More info: https://github.com/nyu-mll/crows-pairs/ https://arxiv.org/pdf/2010.00133.pdf
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allegro_reviews dataset
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- **Name:** *allegro_reviews* - **Description:** *Allegro Reviews is a sentiment analysis dataset, consisting of 11,588 product reviews written in Polish and extracted from Allegro.pl - a popular e-commerce marketplace. Each review contains at least 50 words and has a rating on a scale from one (negative review) to five (positive review).* - **Data:** *https://github.com/allegro/klejbenchmark-allegroreviews* - **Motivation:** *The KLEJ benchmark (Kompleksowa Lista Ewaluacji Językowych) is a set of nine evaluation tasks for the Polish language understanding.*
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Add PEC
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A persona-based empathetic conversation dataset.
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Add ASSET dataset for text simplification evaluation
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Adding the ASSET dataset from https://github.com/facebookresearch/asset One config for the simplification data, one for the human ratings of quality. The README.md borrows from that written by @juand-r
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Hi
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## Adding a Dataset - **Name:** *name of the dataset* - **Description:** *short description of the dataset (or link to social media or blog post)* - **Paper:** *link to the dataset paper if available* - **Data:** *link to the Github repository or current dataset location* - **Motivation:** *what are some good reasons to have this dataset* Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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Lío o
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````l````````` ``` O ``` ````` Ño ``` ```` ```
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Add Sesotho Ner
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Add ZEST: ZEroShot learning from Task descriptions
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Adds the ZEST dataset on zero-shot learning from task descriptions from AI2. - Webpage: https://allenai.org/data/zest - Paper: https://arxiv.org/abs/2011.08115 The nature of this dataset made the supported task tags tricky if you wouldn't mind giving any feedback @yjernite. Also let me know if you think we should have a `other-task-generalization` or something like that...
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Add Schema Guided Dialogue dataset
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This PR adds the Schema Guided Dialogue dataset created for the DSTC8 challenge - https://github.com/google-research-datasets/dstc8-schema-guided-dialogue A bit simpler than MultiWOZ, the only tricky thing is the sequence of dictionaries that had to be linearized. There is a config for the data proper, and a config for the schemas.
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add MRQA
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MRQA (shared task 2019) out of distribution generalization Framed as extractive question answering Dataset is the concatenation (of subsets) of existing QA datasets processed to match the SQuAD format
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Add Gutenberg time references dataset
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This PR adds the gutenberg_time dataset: https://arxiv.org/abs/2011.04124
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Add Setswana NER
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Add caWaC dataset
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Add dataset.
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Add Sepedi NER
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This is a new branch created for this dataset
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Specify file encoding
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If not specified, Python uses system default, which for Windows is not "utf-8".
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Add CLINC150 dataset
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Added CLINC150 Dataset. The link to the dataset can be found [here](https://github.com/clinc/oos-eval) and the paper can be found [here](https://www.aclweb.org/anthology/D19-1131.pdf) - [x] Followed the instructions in CONTRIBUTING.md - [x] Ran the tests successfully - [x] Created the dummy data
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add hard dataset
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Hotel Reviews in Arabic language.
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Add SciTLDR Dataset (Take 2)
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Adds the SciTLDR Dataset by AI2 Added the `README.md` card with tags to the best of my knowledge Multi-target summaries or TLDRs of Scientific Documents Continued from #986
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Adding CS restaurants dataset
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This PR adds the CS restaurants dataset; this is a re-opening of a previous PR with a chaotic commit history.
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Adding Evidence Inference Data:
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http://evidence-inference.ebm-nlp.com/download/ https://arxiv.org/pdf/2005.04177.pdf
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Add Bilingual Corpus of Arabic-English Parallel Tweets
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Added Bilingual Corpus of Arabic-English Parallel Tweets. The link to the dataset can be found [here](https://alt.qcri.org/wp-content/uploads/2020/08/Bilingual-Corpus-of-Arabic-English-Parallel-Tweets.zip) and the paper can be found [here](https://www.aclweb.org/anthology/2020.bucc-1.3.pdf) - [x] Followed the instructions in CONTRIBUTING.md - [x] Ran the tests successfully - [x] Created the dummy data
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Add NoReC: Norwegian Review Corpus
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Adding C3 dataset: the first free-form multiple-Choice Chinese machine reading Comprehension dataset.
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https://github.com/nlpdata/c3 https://arxiv.org/abs/1904.09679
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Adding C3 dataset: the first free-form multiple-Choice Chinese machine reading Comprehension dataset. https://github.com/nlpdata/c3 https://arxiv.org/abs/1904.09679
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Include license file in source distribution
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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It would be helpful to include the license file in the source distribution.
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add yahoo_answers_topics
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This PR adds yahoo answers topic classification dataset. More info: https://github.com/LC-John/Yahoo-Answers-Topic-Classification-Dataset cc @joeddav, @yjernite
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Adding Autshumato South african langages:
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https://repo.sadilar.org/handle/20.500.12185/7/discover?filtertype=database&filter_relational_operator=equals&filter=Multilingual+Text+Corpora%3A+Aligned
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how large datasets are handled under the hood
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Hi I want to use multiple large datasets with a mapping style dataloader, where they cannot fit into memory, could you tell me how you handled the datasets under the hood? is this you bring all in memory in case of mapping style ones? or is this some sharding under the hood and you bring in memory when necessary, thanks
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Add multi_x_science_sum
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Add Multi-XScience Dataset. github repo: https://github.com/yaolu/Multi-XScience paper: [Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articles](https://arxiv.org/abs/2010.14235)
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Adding Medal: MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining
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Adding Medal: MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining
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UM005: Urdu <> English Translation Dataset
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Adds Urdu-English dataset for machine translation: http://ufal.ms.mff.cuni.cz/umc/005-en-ur/
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`generated_reviews_enth` is created as part of [scb-mt-en-th-2020](https://arxiv.org/pdf/2007.03541.pdf) for machine translation task. This dataset (referred to as `generated_reviews_yn` in [scb-mt-en-th-2020](https://arxiv.org/pdf/2007.03541.pdf)) are English product reviews generated by [CTRL](https://arxiv.org/abs/1909.05858), translated by Google Translate API and annotated as accepted or rejected (`correct`) based on fluency and adequacy of the translation by human annotators. This allows it to be used for English-to-Thai translation quality esitmation (binary label), machine translation, and sentiment analysis.
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adding yahoo_answers_qa
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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Adding Yahoo Answers QA dataset. More info: https://ciir.cs.umass.edu/downloads/nfL6/
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Microsoft CodeXGlue
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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Datasets from https://github.com/microsoft/CodeXGLUE This contains 13 datasets: code_x_glue_cc_clone_detection_big_clone_bench code_x_glue_cc_clone_detection_poj_104 code_x_glue_cc_cloze_testing_all code_x_glue_cc_cloze_testing_maxmin code_x_glue_cc_code_completion_line code_x_glue_cc_code_completion_token code_x_glue_cc_code_refinement code_x_glue_cc_code_to_code_trans code_x_glue_cc_defect_detection code_x_glue_ct_code_to_text code_x_glue_tc_nl_code_search_adv code_x_glue_tc_text_to_code code_x_glue_tt_text_to_text
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NotADirectoryError while loading the CNN/Dailymail dataset
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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Downloading and preparing dataset cnn_dailymail/3.0.0 (download: 558.32 MiB, generated: 1.28 GiB, post-processed: Unknown size, total: 1.82 GiB) to /root/.cache/huggingface/datasets/cnn_dailymail/3.0.0/3.0.0/0128610a44e10f25b4af6689441c72af86205282d26399642f7db38fa7535602... --------------------------------------------------------------------------- NotADirectoryError Traceback (most recent call last) <ipython-input-9-cd4bf8bea840> in <module>() 22 23 ---> 24 train = load_dataset('cnn_dailymail', '3.0.0', split='train') 25 validation = load_dataset('cnn_dailymail', '3.0.0', split='validation') 26 test = load_dataset('cnn_dailymail', '3.0.0', split='test') 5 frames /root/.cache/huggingface/modules/datasets_modules/datasets/cnn_dailymail/0128610a44e10f25b4af6689441c72af86205282d26399642f7db38fa7535602/cnn_dailymail.py in _find_files(dl_paths, publisher, url_dict) 132 else: 133 logging.fatal("Unsupported publisher: %s", publisher) --> 134 files = sorted(os.listdir(top_dir)) 135 136 ret_files = [] NotADirectoryError: [Errno 20] Not a directory: '/root/.cache/huggingface/datasets/downloads/1bc05d24fa6dda2468e83a73cf6dc207226e01e3c48a507ea716dc0421da583b/cnn/stories'
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added dataset circa
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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Dataset Circa added. Only README.md and dataset card left
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Add Sepedi ner corpus
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Problem downloading amazon_reviews_multi
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Thanks for adding the dataset. After trying to load the dataset, I am getting the following error: `ConnectionError: Couldn't reach https://amazon-reviews-ml.s3-us-west-2.amazonaws.com/json/train/dataset_fr_train.json ` I used the following code to load the dataset: `load_dataset( dataset_name, "all_languages", cache_dir=".data" )` I am using version 1.1.3 of `datasets` Note that I can perform a successfull `wget https://amazon-reviews-ml.s3-us-west-2.amazonaws.com/json/train/dataset_fr_train.json`
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Add CAIL 2018 dataset
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Adding farsi_news dataset (https://github.com/sci2lab/Farsi-datasets)
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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Add E2E NLG
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[ "Hi @lewtun, thanks for reporting.\r\n\r\nIt seems that our library fails at inferring the dtype of the columns:\r\n- `milestone`\r\n- `performed_via_github_app` \r\n\r\n(and assigns them `null` dtype)." ]
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Adding the E2E NLG dataset. More info here : http://www.macs.hw.ac.uk/InteractionLab/E2E/ ### Checkbox - [x] Create the dataset script `/datasets/my_dataset/my_dataset.py` using the template - [x] Fill the `_DESCRIPTION` and `_CITATION` variables - [x] Implement `_infos()`, `_split_generators()` and `_generate_examples()` - [x] Make sure that the `BUILDER_CONFIGS` class attribute is filled with the different configurations of the dataset and that the `BUILDER_CONFIG_CLASS` is specified if there is a custom config class. - [x] Generate the metadata file `dataset_infos.json` for all configurations - [x] Generate the dummy data `dummy_data.zip` files to have the dataset script tested and that they don't weigh too much (<50KB) - [x] Add the dataset card `README.md` using the template and at least fill the tags - [x] Both tests for the real data and the dummy data pass.
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Fix SV -> NO
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This PR fixes the small typo as seen in #956
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making sure datasets are not loaded in memory and distributed training of them
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Hi I am dealing with large-scale datasets which I need to train distributedly, I used the shard function to divide the dataset across the cores, without any sampler, this does not work for distributed training and does not become any faster than 1 TPU core. 1) how I can make sure data is not loaded in memory 2) in case of distributed training with iterative datasets which measures needs to be taken? Is this all sharding the data only. I was wondering if there can be possibility for me to discuss this with someone with distributed training with iterative datasets using dataset library. thanks
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Add OPUS DOGC dataset
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Add SciTLDR Dataset
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Adds the SciTLDR Dataset by AI2 Added README card with tags to the best of my knowledge Multi-target summaries or TLDRs of Scientific Documents
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Add GAP dataset
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GAP dataset Gender bias coreference resolution
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committing Whoa file
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add mc taco
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MC-TACO Temporal commonsense knowledge
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add prachathai67k take2
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I decided it will be faster to create a new pull request instead of fixing the rebase issues. continuing from https://github.com/huggingface/datasets/pull/954
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add wisesight_sentiment take2
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Take 2 since last time the rebase issues were taking me too much time to fix as opposed to just open a new one.
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Wongnai - Thai reviews dataset
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40,000 reviews, previously released on GitHub ( https://github.com/wongnai/wongnai-corpus ) with an LGPL license, and on a closed Kaggle competition ( https://www.kaggle.com/c/wongnai-challenge-review-rating-prediction/ )
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[WIP] Add multi woz
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This PR adds version 2.2 of the Multi-domain Wizard of OZ dataset: https://github.com/budzianowski/multiwoz/tree/master/data/MultiWOZ_2.2 It was a pretty big chunk of work to figure out the structure, so I stil have tol add the description to the README.md On the plus side the structure is broadly similar to that of the Google Schema Guided dialogue [dataset](https://github.com/google-research-datasets/dstc8-schema-guided-dialogue), so will take care of that one next.
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Add code refinement
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### OVERVIEW Millions of open-source projects with numerous bug fixes are available in code repositories. This proliferation of software development histories can be leveraged to learn how to fix common programming bugs Code refinement aims to automatically fix bugs in the code, which can contribute to reducing the cost of bug-fixes for developers. Given a piece of Java code with bugs, the task is to remove the bugs to output the refined code.
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Add ROPES dataset
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ROPES dataset Reasoning over paragraph effects in situations - testing a system's ability to apply knowledge from a passage of text to a new situation. The task is framed into a reading comprehension task following squad-style extractive qa. One thing to note: labels of the test set are hidden (leaderboard submission) so I encoded that as an empty list (ropes.py:L125)
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Arabic pos dialect
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A README.md and loading script for the Arabic POS Dialect dataset. The README is missing the sections on personal information, biases, and limitations, as it would probably be better for those to be filled by someone who can read the contents of the dataset and is familiar with Arabic NLP.
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add MeTooMA dataset
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This PR adds the #MeToo MA dataset. It presents multi-label data points for tweets mined in the backdrop of the #MeToo movement. The dataset includes data points in the form of Tweet ids and appropriate labels. Please refer to the accompanying paper for detailed information regarding annotation, collection, and guidelines. Paper: https://ojs.aaai.org/index.php/ICWSM/article/view/7292 Dataset Link: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/JN4EYU --- annotations_creators: - expert-generated language_creators: - found languages: - en multilinguality: - monolingual size_categories: - 1K<n<10K source_datasets: - original task_categories: - text-classification - text-retrieval task_ids: - multi-class-classification - multi-label-classification --- # Dataset Card for #MeTooMA dataset ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-instances) - [Data Splits](#data-instances) - [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) ## Dataset Description - **Homepage:** https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/JN4EYU - **Paper:** https://ojs.aaai.org//index.php/ICWSM/article/view/7292 - **Point of Contact:** https://github.com/midas-research/MeTooMA ### Dataset Summary - The dataset consists of tweets belonging to #MeToo movement on Twitter, labeled into different categories. - This dataset includes more data points and has more labels than any of the previous datasets that contain social media posts about sexual abuse disclosures. Please refer to the Related Datasets of the publication for detailed information about this. - Due to Twitter's development policies, the authors provide only the tweet IDs and corresponding labels, other data can be fetched via Twitter API. - The data has been labeled by experts, with the majority taken into the account for deciding the final label. - The authors provide these labels for each of the tweets. - Relevance - Directed Hate - Generalized Hate - Sarcasm - Allegation - Justification - Refutation - Support - Oppose - The definitions for each task/label are in the main publication. - Please refer to the accompanying paper https://aaai.org/ojs/index.php/ICWSM/article/view/7292 for statistical analysis on the textual data extracted from this dataset. - The language of all the tweets in this dataset is English - Time period: October 2018 - December 2018 - Suggested Use Cases of this dataset: - Evaluating usage of linguistic acts such as hate-speech and sarcasm in the context of public sexual abuse disclosures. - Extracting actionable insights and virtual dynamics of gender roles in sexual abuse revelations. - Identifying how influential people were portrayed on the public platform in the events of mass social movements. - Polarization analysis based on graph simulations of social nodes of users involved in the #MeToo movement. ### Supported Tasks and Leaderboards Multi-Label and Multi-Class Classification ### Languages English ## Dataset Structure - The dataset is structured into CSV format with TweetID and accompanying labels. - Train and Test sets are split into respective files. ### Data Instances Tweet ID and the appropriate labels ### Data Fields Tweet ID and appropriate labels (binary label applicable for a data point) and multiple labels for each Tweet ID ### Data Splits - Train: 7979 - Test: 1996 ## Dataset Creation ### Curation Rationale - Twitter was the major source of all the public disclosures of sexual abuse incidents during the #MeToo movement. - People expressed their opinions over issues that were previously missing from the social media space. - This provides an option to study the linguistic behaviors of social media users in an informal setting, therefore the authors decide to curate this annotated dataset. - The authors expect this dataset would be of great interest and use to both computational and socio-linguists. - For computational linguists, it provides an opportunity to model three new complex dialogue acts (allegation, refutation, and justification) and also to study how these acts interact with some of the other linguistic components like stance, hate, and sarcasm. For socio-linguists, it provides an opportunity to explore how a movement manifests in social media. ### Source Data - Source of all the data points in this dataset is a Twitter social media platform. #### Initial Data Collection and Normalization - All the tweets are mined from Twitter with initial search parameters identified using keywords from the #MeToo movement. - Redundant keywords were removed based on manual inspection. - Public streaming APIs of Twitter was used for querying with the selected keywords. - Based on text de-duplication and cosine similarity score, the set of tweets were pruned. - Non-English tweets were removed. - The final set was labeled by experts with the majority label taken into the account for deciding the final label. - Please refer to this paper for detailed information: https://ojs.aaai.org//index.php/ICWSM/article/view/7292 #### Who are the source language producers? Please refer to this paper for detailed information: https://ojs.aaai.org//index.php/ICWSM/article/view/7292 ### Annotations #### Annotation process - The authors chose against crowdsourcing for labeling this dataset due to its highly sensitive nature. - The annotators are domain experts having degrees in advanced clinical psychology and gender studies. - They were provided a guidelines document with instructions about each task and its definitions, labels, and examples. - They studied the document, worked on a few examples to get used to this annotation task. - They also provided feedback for improving the class definitions. - The annotation process is not mutually exclusive, implying that the presence of one label does not mean the absence of the other one. #### Who are the annotators? - The annotators are domain experts having a degree in clinical psychology and gender studies. - Please refer to the accompanying paper for a detailed annotation process. ### Personal and Sensitive Information - Considering Twitter's policy for distribution of data, only Tweet ID and applicable labels are shared for public use. - It is highly encouraged to use this dataset for scientific purposes only. - This dataset collection completely follows the Twitter mandated guidelines for distribution and usage. ## Considerations for Using the Data ### Social Impact of Dataset - The authors of this dataset do not intend to conduct a population-centric analysis of the #MeToo movement on Twitter. - The authors acknowledge that findings from this dataset cannot be used as-is for any direct social intervention, these should be used to assist already existing human intervention tools and therapies. - Enough care has been taken to ensure that this work comes off as trying to target a specific person for their the personal stance of issues pertaining to the #MeToo movement. - The authors of this work do not aim to vilify anyone accused in the #MeToo movement in any manner. - Please refer to the ethics and discussion section of the mentioned publication for appropriate sharing of this dataset and the social impact of this work. ### Discussion of Biases - The #MeToo movement acted as a catalyst for implementing social policy changes to benefit the members of the community affected by sexual abuse. - Any work undertaken on this dataset should aim to minimize the bias against minority groups which might amplify in cases of a sudden outburst of public reactions over sensitive social media discussions. ### Other Known Limitations - Considering privacy concerns, social media practitioners should be aware of making automated interventions to aid the victims of sexual abuse as some people might not prefer to disclose their notions. - Concerned social media users might also repeal their social information if they found out that their information is being used for computational purposes, hence it is important to seek subtle individual consent before trying to profile authors involved in online discussions to uphold personal privacy. ## Additional Information Please refer to this link: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/JN4EYU ### Dataset Curators - If you use the corpus in a product or application, then please credit the authors and [Multimodal Digital Media Analysis Lab - Indraprastha Institute of Information Technology, New Delhi] (http://midas.iiitd.edu.in) appropriately. Also, if you send us an email, we will be thrilled to know about how you have used the corpus. - If interested in the commercial use of the corpus, send an email to midas@iiitd.ac.in. - Multimodal Digital Media Analysis Lab - Indraprastha Institute of Information Technology, New Delhi, India disclaims any responsibility for the use of the corpus and does not provide technical support. However, the contact listed above will be happy to respond to queries and clarifications - Please feel free to send us an email: - with feedback regarding the corpus. - with information on how you have used the corpus. - if interested in having us analyze your social media data. - if interested in a collaborative research project. ### Licensing Information [More Information Needed] ### Citation Information Please cite the following publication if you make use of the dataset: https://ojs.aaai.org/index.php/ICWSM/article/view/7292 ``` @article{Gautam_Mathur_Gosangi_Mahata_Sawhney_Shah_2020, title={#MeTooMA: Multi-Aspect Annotations of Tweets Related to the MeToo Movement}, volume={14}, url={https://aaai.org/ojs/index.php/ICWSM/article/view/7292}, abstractNote={&lt;p&gt;In this paper, we present a dataset containing 9,973 tweets related to the MeToo movement that were manually annotated for five different linguistic aspects: relevance, stance, hate speech, sarcasm, and dialogue acts. We present a detailed account of the data collection and annotation processes. The annotations have a very high inter-annotator agreement (0.79 to 0.93 k-alpha) due to the domain expertise of the annotators and clear annotation instructions. We analyze the data in terms of geographical distribution, label correlations, and keywords. Lastly, we present some potential use cases of this dataset. We expect this dataset would be of great interest to psycholinguists, socio-linguists, and computational linguists to study the discursive space of digitally mobilized social movements on sensitive issues like sexual harassment.&lt;/p&#38;gt;}, number={1}, journal={Proceedings of the International AAAI Conference on Web and Social Media}, author={Gautam, Akash and Mathur, Puneet and Gosangi, Rakesh and Mahata, Debanjan and Sawhney, Ramit and Shah, Rajiv Ratn}, year={2020}, month={May}, pages={209-216} } ```
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Add MeTooMA Dataset
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Adding The Microsoft Terminology Collection dataset.
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Add Children's Book Test (CBT) dataset
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Add the Children's Book Test (CBT) from Facebook (Hill et al. 2016). Sentence completion given a few sentences as context from a children's book.
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