Datasets:

ComplexDataLab
/

Misinfo_Datasets

---
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
# dataset_info: 

Modalities:
- Text

---


# CDL Misinfo Detection Datasets

## Dataset Description

- **Homepage:** https://misinfo-datasets.complexdatalab.com/
- **Repository:** https://github.com/ComplexData-MILA/misinfo-datasets
- **Paper:** https://arxiv.org/abs/2411.05060
- **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 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://arxiv.org/abs/2411.05060) for further details.

![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/n3NfcoQpdA5r1MihK54YK.png)

### 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.
![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/Ak21FzFwdWOHirfjmAUBl.png)
![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/E4DOYgKOqhHHyqBqF6K0f.png)

### Data pre-processing

[These scripts](https://github.com/YXGuan/misinfo-dataset-preprocessing/tree/main) 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/)


![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/LgNMMbJFsLFV_Th2a8vgZ.jpeg)

![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/GSQqT28He0GUx9WO0tSFs.png)


### 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}
}
```