├── .gitignore ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── dataset_issues.md ├── reported_issues ├── DROP.csv ├── ETHOS.csv ├── MKQA.csv ├── PAWS-X.csv ├── XNLI.csv └── XSum.csv └── sample_issues.md /.gitignore: -------------------------------------------------------------------------------- 1 | *.swp 2 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # Contributing to this repository 2 | 3 | This repository drives on community reports of issues with datasets, so we would not only love, but need your contributions! 4 | 5 | ## Reporting issues with evaluation data 6 | If you'd like to report an issue with an evaluation dataset, please refer to [this page](https://github.com/huggingface/that_is_good_data#how-do-i-report-issues-with-evaluation-datasets). 7 | By contributing to this repository, you agree that your submission will be available under the same license as this repository, which can be found [here](LICENSE). 8 | 9 | ## Helping out with validating reported issues 10 | We would like to avoid issues with the reported issues, that's why we double check every reported issue before adding it to this repository. 11 | Would you like to help out with validating reported issues? 12 | Please reach out to . 13 | 14 | ## Ideas and suggestions 15 | If you have any suggestions for this initiative, please reach out to <. 16 | 17 | 18 | 19 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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While we first start with collecting these examples, our eventual aim is to make sure they also get *corrected* or removed from the dataset in question. 22 | - Known (and published) issues/problems that pertain to datasets as a whole (e.g. strong correlation between labels and lexical items, strong contamination in commonly used training corpora). Depending on what a dataset is used for, biases may not always be problematic, but it is nevertheless always good to be aware of them. 23 | 24 | For the moment, we collect individual mistakes in a series of spreadsheets, that can be found on the [individual sample issues](sample_issues.md) page. 25 | If a dataset is not listed on this page this implies no errors have been reported for it yet (in this repository). 26 | 27 | Issues with entire datasets are recorded on the [entire dataset issues page](dataset_issues.md) in this repository. 28 | If a dataset is not listed on this page, it means we have not received any input on biases in these datasets. 29 | 30 | ## How do I report issues with evaluation datasets? 31 | For the time being, there are two options for contributing issues/mistakes/biases to this dataset: 32 | - Create an issue on this repository 33 | - Fill in [this form](https://forms.gle/CjhzTsRVQCVghHgC6) 34 | 35 | Below, you can find what information you should provide, depending on what kind of issue your contribution reports. 36 | 37 | ### Reporting issues with individual examples in evaluation datasets 38 | To report a mistake in a dataset, fill out [this form](https://forms.gle/CjhzTsRVQCVghHgC6), or create an issue on this repository with the following information: 39 | - The dataset name 40 | - A link to the source of the dataset, with a commit sha (or other kind of time stamp). If the dataset is available on [HuggingFace datasets](https://huggingface.co/datasets), provide the HuggingFace link. 41 | - The index of the example that contains a mistake -- if the dataset is available on HuggingFace, you can directly link to the example (e.g. [https://huggingface.co/datasets/cais/mmlu/viewer/professional_psychology/validation?row=8]) 42 | - The example itself or the relevant parts of the example (if there is a lot of text), written out 43 | - A description of the issue with the example 44 | - For multilingual datasets: Which language(s) are affected 45 | - Whether and how the issue could be fixed (optional) 46 | - Whether you'd like to receive public credit for detecting the mistake in this repository 47 | 48 | We will review reported issues on a rolling basis and incorporate them in the repository, crediting you if you wish. 49 | If you found these issues by checking a larger batch, we welcome it if you also provide the number of examples you checked and/or the id's of the examples you *didn't* find any issues with. 50 | 51 | If you'd like to report more than one mistake but (understandably) don't feel like filing multiple issues or filling out the form multiple times, please reach out to us at . 52 | You can, for instance, provide us a spreadsheet that contains the information above for all examples you'd like to report. 53 | 54 | ### Reporting entire dataset issues 55 | 56 | Also biases or issues with entire datasets beyond individual examples can be submitted through github issues, or through the [form](https://forms.gle/CjhzTsRVQCVghHgC6) linked above. 57 | Because we cannot confirm these biases ourselves, we require that there is peer-reviewed paper that exposes the bias. 58 | 59 | If you'd like to report an issue with a dataset, please report: 60 | - The dataset name 61 | - A link to the source of the dataset, with a commit sha (or other kind of time stamp). If the dataset is available on [HuggingFace datasets](https://huggingface.co/datasets), provide the HuggingFace link. 62 | - A short description of the issue 63 | - A link to the publication that exposes the issue 64 | - Whether and how the issue could be fixed (optional) 65 | - Whether you'd like to receive public credit for detecting the mistake in this repository 66 | 67 | ## Helping out 68 | Interested in helping out? 69 | Apart from reporting issues with datasets, we are also looking for people that can help out with validating reported issues, especially for languages that we cannot judge ourselves! 70 | For more information, check the [contributions file](CONTRIBUTING.md) 71 | 72 | ## Initiators of this initiative 73 | This initiative was set up by [Dieuwke Hupkes](https://dieuwkehupkes.nl), [Xenia Ohmer](https://xeniaohmer.github.io/), [Thomas Wolf](https://thomwolf.io/) and [Adina Williams](https://scholar.google.com/citations?user=MUtbKt0AAAAJ&hl=en). 74 | -------------------------------------------------------------------------------- /dataset_issues.md: -------------------------------------------------------------------------------- 1 | # Issues with entire datasets 2 | 3 | On this page, you can find issues with datasets supported by publications. 4 | We just started and this page is still empty, are you aware of something that should be on this page? 5 | Please report it! 6 | You can find instructions [here](https://github.com/huggingface/that_is_good_data#reporting-issues-with-individual-examples-in-evaluation-datasets). 7 | 8 | 9 | [Go back to main page](https://github.com/huggingface/that_is_good_data). 10 | -------------------------------------------------------------------------------- /reported_issues/DROP.csv: -------------------------------------------------------------------------------- 1 | Dataset name, Dataset link, Sample ID / Link, Sample / relevant sample part, Issue , (Language affected), Could this issue be fixed?, Contributor 2 | DROP, https://huggingface.co/datasets/drop, https://huggingface.co/datasets/drop/viewer/default/validation?row=0, "question: ""Who scored the first touchdown of the game?"", answers: ""{ ""spans"": [ ""Chaz Schilens"", ""JaMarcus Russell"" ], ""types"": [ ""span"", ""span"" ] }""", "Inconsistent answers to a question that only has one correct answer.", English, "Yes, detect inconsistent answers and maybe do a majority vote.", "Yuchen Zhang" 3 | DROP, https://huggingface.co/datasets/drop, https://huggingface.co/datasets/drop/viewer/default/validation?row=1, "question: ""How many field goals did Kris Brown kick?"", answers: ""{ ""spans"": [ ""2"", ""3"", ""3"", ""3"", ""3"" ], ""types"": [ ""number"", ""number"", ""number"", ""number"", ""number"" ] }""", "Inconsistent answers to a question that only has one correct answer.", English, "Yes, detect inconsistent answers and maybe do a majority vote.", "Yuchen Zhang" 4 | -------------------------------------------------------------------------------- /reported_issues/ETHOS.csv: -------------------------------------------------------------------------------- 1 | Dataset name, Dataset link, Sample ID / Link, Sample / relevant sample part, Issue , (Language affected), Could this issue be fixed?, Contributor 2 | ETHOS, https://huggingface.co/datasets/ethos, https://huggingface.co/datasets/ethos/viewer/binary/train?row=769, """She'€€s a really courageous woman! She is one of the most impressive women I'€€ve ever listened to. [...]""", "incorrectly processed symbols", English, "Yes (manual review)", "Yuchen Zhang" 3 | ETHOS, https://huggingface.co/datasets/ethos, https://huggingface.co/datasets/ethos/viewer/binary/train?row=987, """[...] when you'¬Ä¬ôre happy, bike when you'¬Ä¬ôre sad [...]""", "incorrectly processed symbols", English, "Yes (manual review)", "Yuchen Zhang" -------------------------------------------------------------------------------- /reported_issues/MKQA.csv: -------------------------------------------------------------------------------- 1 | Dataset name, Dataset link, Sample ID / Link, Sample / relevant sample part, Issue , (Language affected), Could this issue be fixed?, Contributor 2 | MKQA, https://huggingface.co/datasets/mkqa, https://huggingface.co/datasets/mkqa/viewer/mkqa/train?row=0, "query: ""how long did it take the twin towers to be built"", answers (sv): ""sv: [ { ""type"": 5, ""entity"": """", ""text"": ""11.0 årtal"", ""aliases"": [ ""11 årtal"" ] } ]""", "The Swedish answer shoud be ""år"" (years) not ""årtal"". ""Årtal"" refers to a year in relation to a date, as in ""the year 1438"". ", Swedish, "Yes (change ""årtal"" to ""år"" in the Swedish answer text)", "Xenia Ohmer" 3 | MKQA, https://huggingface.co/datasets/mkqa, https://huggingface.co/datasets/mkqa/viewer/mkqa/train?row=19, "query: ""who sang i've never been to me"", answers (de): ""de: [ { ""type"": 0, ""entity"": ""Q843292"", ""text"": ""de_DE"", ""aliases"": [] } ]""", "The German answer is ""de_DE"" instead of ""Charlene"" (which is the correct answer and is also the answer given for all other languages, including English)", German, "Yes (change ""de_DE"" to ""Charlene"" in the German answer text)", "Xenia Ohmer" 4 | -------------------------------------------------------------------------------- /reported_issues/PAWS-X.csv: -------------------------------------------------------------------------------- 1 | Dataset name, Dataset link, Sample ID / Link, Sample / relevant sample part, Issue , (Language affected), Could this issue be fixed?, Contributor 2 | PAWS-X, https://huggingface.co/datasets/paws-x, https://huggingface.co/datasets/paws-x/viewer/en/test?row=160, "sentence1: ""The image on the page is a two-dimensional image as opposed to pre-rendered 3D ."", sentence2: ""The image on the side is a two-dimensional image as opposed to pre-rendered 3D ."", label: 1 (1)", """Side"" and ""page"" are different things, could be a typo with ""site"" being the intended spelling. As it is now, the sentences should not be classified as paraphrases. ", English, "Yes (change ""page"" to ""webpage"" and ""side"" to ""website"")", "Xenia Ohmer" 3 | PAWS-X, https://huggingface.co/datasets/paws-x, https://huggingface.co/datasets/paws-x/viewer/en/test?row=215, "sentence1: ""The film stars Lily Rabe , Timothée Chalamet , Lili Reinhart , Anthony Quintal , Oscar Nunez , and Rob Huebel ."", sentence2: ""The stars Lilie Rabe , Timothée Chalamet , Lili Reinhart , Anthony Quintal , Oscar Nunez and Rob Huebel ."", label: 1 (1) ", "The first sentence is ambiguous as it is not clear whether ""stars"" is part of the compound nound ""film stars"" or whether it is a verb. Depending on the interpretation, the label changes. ", English, "Yes (insert ""are"" into both sentences)", "Xenia Ohmer" 4 | -------------------------------------------------------------------------------- /reported_issues/XNLI.csv: -------------------------------------------------------------------------------- 1 | Dataset name, Dataset link, Sample ID / Link, Sample / relevant sample part, Issue , (Language affected), Could this issue be fixed?, Contributor 2 | XNLI, https://huggingface.co/datasets/xnli, https://huggingface.co/datasets/xnli/viewer/en/test?row=81, "premise: ""So, I don't have any specific stories."" hypothesis: ""I dont have a particular store."" label: 0 (entailment)", "The plural form of ""store"" is not ""stories"", hence the label should be ""neutral"" and not ""entailment"".", English, "Yes (change ""store"" to ""story"" in the hypothesis)", "Xenia Ohmer" 3 | XNLI, https://huggingface.co/datasets/xnli, https://huggingface.co/datasets/xnli/viewer/en/test?row=641, "premise: ""So it looked pretty sharp."", hypothesis: ""The design was horrible."", label: 2 (contradiction)", """sharp"" in the premise is ambiguous. Based on the literal meaning, the correct label should be 1 (neutral)", English, "Yes (change ""sharp"" to ""good"" in the premise)", "Xenia Ohmer" 4 | -------------------------------------------------------------------------------- /reported_issues/XSum.csv: -------------------------------------------------------------------------------- 1 | Dataset name, Dataset link, Sample ID / Link, Sample / relevant sample part, Issue , (Language affected), Could this issue be fixed?, Contributor 2 | XSum, https://huggingface.co/datasets/xsum, https://huggingface.co/datasets/xsum/viewer/default/validation?row=27, "summary: ""Aspens are one of our most beautiful native trees and there's a huge demand for seeds to grow new ones for planting."", document: ""Trouble is, the aspen tree itself doesn't like to produce seeds which makes life very difficult for everyone. But last year I visited Shropshire company Forestart and helped them out with their plans to get their aspens in a seed producing mood. [...]""", "The summary sentence is not a summary but the first sentence of the article.", English, "Yes (manual review) but a lot of rows are affected.", "Yuchen Zhang" 3 | -------------------------------------------------------------------------------- /sample_issues.md: -------------------------------------------------------------------------------- 1 | # Issues with individual examples in evaluation datasets 2 | 3 | On this page, you can find reported issues with individual examples in evaluation datasets. 4 | Note: this initiative just started! 5 | Please help by reporting more issues! 6 | Check instructions to do so [here](https://github.com/huggingface/that_is_good_data#reporting-issues-with-individual-examples-in-evaluation-datasets). 7 | 8 | ## [DROP](reported_issues/DROP.csv) 9 | 10 | Number of issues reported: 2, language affected: English. 11 | 12 | ## [ETHOS](reported_issues/ETHOS.csv) 13 | 14 | Number of issues reported: 2, languages affected: English. 15 | 16 | ## [MKQA](reported_issues/MKQA.csv) 17 | 18 | Number of issues reported: 2, languages affected: Swedish, German. 19 | 20 | ## [PAWS-X](reported_issues/PAWS-X.csv) 21 | 22 | Number of issues reported: 2, languages affected: English. 23 | 24 | ## [XNLI](reported_issues/XNLI.csv) 25 | 26 | Number of issues reported: 2, languages affected: English. 27 | 28 | ## [XSum](reported_issues/XSum.csv) 29 | 30 | Number of issues reported: 1, language affected: English. 31 | 32 | [Go back to main page](https://github.com/huggingface/that_is_good_data). 33 | --------------------------------------------------------------------------------