| | --- |
| | language: |
| | - en |
| | license: apache-2.0 |
| | task_categories: |
| | - text-classification |
| | size_categories: |
| | - 1M<n<10M |
| | pretty_name: Misinformation Detection Datasets |
| | datasets: |
| | - viewer: |
| | - max_preview_rows: 1000 |
| | - max_shard_size: 10MB |
| | configs: |
| | - config_name: default |
| | data_files: |
| | - split: train |
| | path: train.parquet |
| | - split: test |
| | path: test.parquet |
| | - split: validation |
| | path: validation.parquet |
| | - config_name: twitter15 |
| | data_files: |
| | - split: train |
| | path: twitter15/twitter15_train.parquet |
| | - split: test |
| | path: twitter15/twitter15_test.parquet |
| | - split: validation |
| | path: twitter15/twitter15_validation.parquet |
| | - config_name: verite |
| | data_files: |
| | - split: train |
| | path: verite/verite_train.parquet |
| | - split: test |
| | path: verite/verite_test.parquet |
| | - split: validation |
| | path: verite/verite_validation.parquet |
| | - config_name: liar_new |
| | data_files: |
| | - split: train |
| | path: liar_new/liar_new_train.parquet |
| | - split: test |
| | path: liar_new/liar_new_test.parquet |
| | - split: validation |
| | path: liar_new/liar_new_validation.parquet |
| | - config_name: coaid |
| | data_files: |
| | - split: train |
| | path: coaid/coaid_train.parquet |
| | - split: test |
| | path: coaid/coaid_test.parquet |
| | - split: validation |
| | path: coaid/coaid_validation.parquet |
| | - config_name: fibvid |
| | data_files: |
| | - split: train |
| | path: fibvid/fibvid_train.parquet |
| | - split: test |
| | path: fibvid/fibvid_test.parquet |
| | - split: validation |
| | path: fibvid/fibvid_validation.parquet |
| | - config_name: isot_fake_news |
| | data_files: |
| | - split: train |
| | path: isot_fake_news/isot_fake_news_train.parquet |
| | - split: test |
| | path: isot_fake_news/isot_fake_news_test.parquet |
| | - split: validation |
| | path: isot_fake_news/isot_fake_news_validation.parquet |
| | - config_name: snopes |
| | data_files: |
| | - split: train |
| | path: snopes/snopes_train.parquet |
| | - split: test |
| | path: snopes/snopes_test.parquet |
| | - split: validation |
| | path: snopes/snopes_validation.parquet |
| | - config_name: hover |
| | data_files: |
| | - split: train |
| | path: hover/hover_train.parquet |
| | - split: test |
| | path: hover/hover_test.parquet |
| | - split: validation |
| | path: hover/hover_validation.parquet |
| | - config_name: fa_kes |
| | data_files: |
| | - split: train |
| | path: fa_kes/fa_kes_train.parquet |
| | - split: test |
| | path: fa_kes/fa_kes_test.parquet |
| | - split: validation |
| | path: fa_kes/fa_kes_validation.parquet |
| | - config_name: cmu_miscov19 |
| | data_files: |
| | - split: train |
| | path: cmu_miscov19/cmu_miscov19_train.parquet |
| | - split: test |
| | path: cmu_miscov19/cmu_miscov19_test.parquet |
| | - split: validation |
| | path: cmu_miscov19/cmu_miscov19_validation.parquet |
| | - config_name: celebrity |
| | data_files: |
| | - split: train |
| | path: celebrity/celebrity_train.parquet |
| | - split: test |
| | path: celebrity/celebrity_test.parquet |
| | - split: validation |
| | path: celebrity/celebrity_validation.parquet |
| | - config_name: claimskg |
| | data_files: |
| | - split: train |
| | path: claimskg/claimskg_train.parquet |
| | - split: test |
| | path: claimskg/claimskg_test.parquet |
| | - split: validation |
| | path: claimskg/claimskg_validation.parquet |
| | - config_name: covid_19_rumor |
| | data_files: |
| | - split: train |
| | path: covid_19_rumor/covid_19_rumor_train.parquet |
| | - split: test |
| | path: covid_19_rumor/covid_19_rumor_test.parquet |
| | - split: validation |
| | path: covid_19_rumor/covid_19_rumor_validation.parquet |
| | - config_name: covidfact |
| | data_files: |
| | - split: train |
| | path: covidfact/covidfact_train.parquet |
| | - split: test |
| | path: covidfact/covidfact_test.parquet |
| | - split: validation |
| | path: covidfact/covidfact_validation.parquet |
| | - config_name: x_fact |
| | data_files: |
| | - split: train |
| | path: x_fact/x_fact_train.parquet |
| | - split: test |
| | path: x_fact/x_fact_test.parquet |
| | - split: validation |
| | path: x_fact/x_fact_validation.parquet |
| | - config_name: mediaeval |
| | data_files: |
| | - split: train |
| | path: mediaeval/mediaeval_train.parquet |
| | - split: test |
| | path: mediaeval/mediaeval_test.parquet |
| | - split: validation |
| | path: mediaeval/mediaeval_validation.parquet |
| | - config_name: fakecovid |
| | data_files: |
| | - split: train |
| | path: fakecovid/fakecovid_train.parquet |
| | - split: test |
| | path: fakecovid/fakecovid_test.parquet |
| | - split: validation |
| | path: fakecovid/fakecovid_validation.parquet |
| | - config_name: counter-covid-19-misinformation |
| | data_files: |
| | - split: train |
| | path: counter-covid-19-misinformation/counter-covid-19-misinformation_train.parquet |
| | - split: test |
| | path: counter-covid-19-misinformation/counter-covid-19-misinformation_test.parquet |
| | - split: validation |
| | path: counter-covid-19-misinformation/counter-covid-19-misinformation_validation.parquet |
| | - config_name: mm-covid |
| | data_files: |
| | - split: train |
| | path: mm-covid/mm-covid_train.parquet |
| | - split: test |
| | path: mm-covid/mm-covid_test.parquet |
| | - split: validation |
| | path: mm-covid/mm-covid_validation.parquet |
| | - config_name: truthseeker2023 |
| | data_files: |
| | - split: train |
| | path: truthseeker2023/truthseeker2023_train.parquet |
| | - split: test |
| | path: truthseeker2023/truthseeker2023_test.parquet |
| | - split: validation |
| | path: truthseeker2023/truthseeker2023_validation.parquet |
| | - config_name: feverous |
| | data_files: |
| | - split: train |
| | path: feverous/feverous_train.parquet |
| | - split: test |
| | path: feverous/feverous_test.parquet |
| | - split: validation |
| | path: feverous/feverous_validation.parquet |
| | - config_name: antivax |
| | data_files: |
| | - split: train |
| | path: antivax/antivax_train.parquet |
| | - split: test |
| | path: antivax/antivax_test.parquet |
| | - split: validation |
| | path: antivax/antivax_validation.parquet |
| | - config_name: nlp4if |
| | data_files: |
| | - split: train |
| | path: nlp4if/nlp4if_train.parquet |
| | - split: test |
| | path: nlp4if/nlp4if_test.parquet |
| | - split: validation |
| | path: nlp4if/nlp4if_validation.parquet |
| | - config_name: IFND |
| | data_files: |
| | - split: train |
| | path: IFND/IFND_train.parquet |
| | - split: test |
| | path: IFND/IFND_test.parquet |
| | - split: validation |
| | path: IFND/IFND_validation.parquet |
| | - config_name: esoc |
| | data_files: |
| | - split: train |
| | path: esoc/esoc_train.parquet |
| | - split: test |
| | path: esoc/esoc_test.parquet |
| | - split: validation |
| | path: esoc/esoc_validation.parquet |
| | - config_name: twitter16 |
| | data_files: |
| | - split: train |
| | path: twitter16/twitter16_train.parquet |
| | - split: test |
| | path: twitter16/twitter16_test.parquet |
| | - split: validation |
| | path: twitter16/twitter16_validation.parquet |
| | - config_name: liar |
| | data_files: |
| | - split: train |
| | path: liar/liar_train.parquet |
| | - split: test |
| | path: liar/liar_test.parquet |
| | - split: validation |
| | path: liar/liar_validation.parquet |
| | - config_name: fakenewsamt |
| | data_files: |
| | - split: train |
| | path: fakenewsamt/fakenewsamt_train.parquet |
| | - split: test |
| | path: fakenewsamt/fakenewsamt_test.parquet |
| | - split: validation |
| | path: fakenewsamt/fakenewsamt_validation.parquet |
| | - config_name: faviq |
| | data_files: |
| | - split: train |
| | path: faviq/faviq_train.parquet |
| | - split: test |
| | path: faviq/faviq_test.parquet |
| | - split: validation |
| | path: faviq/faviq_validation.parquet |
| | - config_name: fever |
| | data_files: |
| | - split: train |
| | path: fever/fever_train.parquet |
| | - split: test |
| | path: fever/fever_test.parquet |
| | - split: validation |
| | path: fever/fever_validation.parquet |
| | - config_name: wico |
| | data_files: |
| | - split: train |
| | path: wico/wico_train.parquet |
| | - split: test |
| | path: wico/wico_test.parquet |
| | - split: validation |
| | path: wico/wico_validation.parquet |
| | - config_name: checkcovid |
| | data_files: |
| | - split: train |
| | path: checkcovid/checkcovid_train.parquet |
| | - split: test |
| | path: checkcovid/checkcovid_test.parquet |
| | - split: validation |
| | path: checkcovid/checkcovid_validation.parquet |
| | - config_name: benjamin_political_news |
| | data_files: |
| | - split: train |
| | path: benjamin_political_news/benjamin_political_news_train.parquet |
| | - split: test |
| | path: benjamin_political_news/benjamin_political_news_test.parquet |
| | - split: validation |
| | path: benjamin_political_news/benjamin_political_news_validation.parquet |
| | - config_name: pheme |
| | data_files: |
| | - split: train |
| | path: pheme/pheme_train.parquet |
| | - split: test |
| | path: pheme/pheme_test.parquet |
| | - split: validation |
| | path: pheme/pheme_validation.parquet |
| | - config_name: multiclaim |
| | data_files: |
| | - split: train |
| | path: multiclaim/multiclaim_train.parquet |
| | - split: test |
| | path: multiclaim/multiclaim_test.parquet |
| | - split: validation |
| | path: multiclaim/multiclaim_validation.parquet |
| | - config_name: ct_fan |
| | data_files: |
| | - split: train |
| | path: ct_fan/ct_fan_train.parquet |
| | - split: test |
| | path: ct_fan/ct_fan_test.parquet |
| | - split: validation |
| | path: ct_fan/ct_fan_validation.parquet |
| | - config_name: banfakenews |
| | data_files: |
| | - split: train |
| | path: banfakenews/banfakenews_train.parquet |
| | - split: test |
| | path: banfakenews/banfakenews_test.parquet |
| | - split: validation |
| | path: banfakenews/banfakenews_validation.parquet |
| | - config_name: rumors |
| | data_files: |
| | - split: train |
| | path: rumors/rumors_train.parquet |
| | - split: test |
| | path: rumors/rumors_test.parquet |
| | - split: validation |
| | path: rumors/rumors_validation.parquet |
| | - config_name: covid-19-disinformation |
| | data_files: |
| | - split: train |
| | path: covid-19-disinformation/covid-19-disinformation_train.parquet |
| | - split: test |
| | path: covid-19-disinformation/covid-19-disinformation_test.parquet |
| | - split: validation |
| | path: covid-19-disinformation/covid-19-disinformation_validation.parquet |
| | - config_name: climate_fever |
| | data_files: |
| | - split: train |
| | path: climate_fever/climate_fever_train.parquet |
| | - split: test |
| | path: climate_fever/climate_fever_test.parquet |
| | - split: validation |
| | path: climate_fever/climate_fever_validation.parquet |
| | - config_name: defakts |
| | data_files: |
| | - split: train |
| | path: defakts/defakts_train.parquet |
| | - split: test |
| | path: defakts/defakts_test.parquet |
| | - split: validation |
| | path: defakts/defakts_validation.parquet |
| | - config_name: covid_vaccine_misinfo_mic |
| | data_files: |
| | - split: train |
| | path: covid_vaccine_misinfo_mic/covid_vaccine_misinfo_mic_train.parquet |
| | - split: test |
| | path: covid_vaccine_misinfo_mic/covid_vaccine_misinfo_mic_test.parquet |
| | - split: validation |
| | path: covid_vaccine_misinfo_mic/covid_vaccine_misinfo_mic_validation.parquet |
| | - config_name: pubhealthtab |
| | data_files: |
| | - split: train |
| | path: pubhealthtab/pubhealthtab_train.parquet |
| | - split: test |
| | path: pubhealthtab/pubhealthtab_test.parquet |
| | - split: validation |
| | path: pubhealthtab/pubhealthtab_validation.parquet |
| | - config_name: fake_news_corpus |
| | data_files: |
| | - split: train |
| | path: fake_news_corpus/fake_news_corpus_train.parquet |
| | - split: test |
| | path: fake_news_corpus/fake_news_corpus_test.parquet |
| | - split: validation |
| | path: fake_news_corpus/fake_news_corpus_validation.parquet |
| | - config_name: ti_cnn |
| | data_files: |
| | - split: train |
| | path: ti_cnn/ti_cnn_train.parquet |
| | - split: test |
| | path: ti_cnn/ti_cnn_test.parquet |
| | - split: validation |
| | path: ti_cnn/ti_cnn_validation.parquet |
| | tags: |
| | - misinformation |
| | - text |
| | Modalities: |
| | - Text |
| | --- |
| | |
| | # CDL Misinfo Detection Datasets |
| |
|
| | ## Dataset Description |
| |
|
| | - **Homepage:** https://misinfo-datasets.complexdatalab.com/ |
| | - **Repository:** https://github.com/ComplexData-MILA/misinfo-datasets |
| | - **Paper:** https://huggingface.co/papers/2411.05060 |
| | - **Data Processing Script:** https://github.com/ComplexData-MILA/misinfo-dataset-preprocessing |
| |
|
| |
|
| | ### Datasets Summary |
| |
|
| | Misinformation is a challenging societal issue, and mitigating solutions are difficult to create due to data deficiencies. To address this problem, we have curated the largest collection of (mis)information datasets in the literature, totaling 75. From these, we evaluated the quality of all of the 36 datasets that consist of statements or claims. If you would like to contribute a novel dataset or report any issues, please email us or visit our GitHub. |
| | Please refer to our [paper](https://huggingface.co/papers/2411.05060) for further details. |
| |
|
| |  |
| |
|
| | ### Note for Users |
| |
|
| | Please be noted that some different labels may refer to the same thing. For example USA, United States and united states. This is due to the discrepency in labeling originated from the original datasets. Further data cleaning is recommended upon usage. |
| |  |
| |  |
| |
|
| | ### Data pre-processing |
| |
|
| | [These scripts](https://github.com/ComplexData-MILA/misinfo-dataset-preprocessing) were designed to transform the dataformat from [the original CSV file](https://huggingface.co/datasets/ComplexDataLab/Misinfo_Datasets/blob/main/claims_data.csv.gz) to the parquet files. |
| |
|
| | ### Team |
| | This dataset is made available by [Complex Data Lab](https://complexdatalabmcgill.github.io/), a group composed of researchers from University of Montreal and McGill University. |
| | The lab is led by [Dr. Reihaneh Rabbany](https://complexdatalabmcgill.github.io/team/reihaneh+rabbany) and [Dr. Jean-François Godbout |
| | ](https://jf-godbout.github.io/) |
| |
|
| |
|
| |  |
| |
|
| |  |
| |
|
| |
|
| | ### Citation Information |
| |
|
| | ``` |
| | @article{ |
| | title={A Guide to Misinformation Detection Datasets}, |
| | author={Camille Thibault, Gabrielle Peloquin-Skulski, Jacob-Junqi Tian, Florence Laflamme, Yuxiang Guan, Reihaneh Rabbany, Jean-François Godbout, Kellin Pelrine}, |
| | journal={ArXiv}, |
| | year={2024}, |
| | volume={abs/2411.05060} |
| | } |
| | ``` |
