README.md

metadata

license: apache-2.0
configs:
  - config_name: default
    data_files:
      - split: train
        path: train.parquet
      - split: test
        path: test.parquet
      - split: validation
        path: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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
language:
  - en
size_categories:
  - 1M<n<10M
tags:
  - misinformation
  - text
pretty_name: Misinformation Detection Datasets
Modalities:
  - Text

CDL Misinfo Detection Datasets

Dataset Description

• Homepage: https://yxguan.github.io/ComplexData-Misinfo-test1/
• Repository: https://github.com/ComplexData-MILA/misinfo-datasets
• Paper: https://arxiv.org/abs/2104.06952
• Data Processing Script: https://github.com/YXGuan/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 35 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 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.

Team

This dataset is made available by Complex Data Lab, a group composed of researchers from University of Montreal and McGill University. The lab is led by Dr. Reihaneh Rabbany and Dr. Jean-François Godbout

TODO/Questions:

1. adding an additional dataset called dev?

Citation Information

@article{,
  title={},
  author={},
  journal={ArXiv},
  year={2024},
  volume={abs/2012.00000}
}