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--- |
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license: apache-2.0 |
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datasets: |
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- viewer: |
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- max_preview_rows: 1000 |
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- max_shard_size: 10MB |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: "train.parquet" |
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- split: test |
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path: "test.parquet" |
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- split: validation |
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path: "validation.parquet" |
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- config_name: twitter15 |
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data_files: |
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- split: train |
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path: twitter15/twitter15_train.parquet |
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- split: test |
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path: twitter15/twitter15_test.parquet |
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- split: validation |
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path: twitter15/twitter15_validation.parquet |
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- config_name: verite |
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data_files: |
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- split: train |
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path: verite/verite_train.parquet |
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- split: test |
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path: verite/verite_test.parquet |
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- split: validation |
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path: verite/verite_validation.parquet |
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- config_name: liar_new |
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data_files: |
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- split: train |
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path: liar_new/liar_new_train.parquet |
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- split: test |
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path: liar_new/liar_new_test.parquet |
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- split: validation |
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path: liar_new/liar_new_validation.parquet |
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- config_name: coaid |
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data_files: |
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- split: train |
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path: coaid/coaid_train.parquet |
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- split: test |
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path: coaid/coaid_test.parquet |
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- split: validation |
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path: coaid/coaid_validation.parquet |
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- config_name: fibvid |
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data_files: |
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- split: train |
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path: fibvid/fibvid_train.parquet |
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- split: test |
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path: fibvid/fibvid_test.parquet |
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- split: validation |
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path: fibvid/fibvid_validation.parquet |
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- config_name: isot_fake_news |
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data_files: |
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- split: train |
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path: isot_fake_news/isot_fake_news_train.parquet |
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- split: test |
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path: isot_fake_news/isot_fake_news_test.parquet |
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- split: validation |
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path: isot_fake_news/isot_fake_news_validation.parquet |
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- config_name: snopes |
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data_files: |
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- split: train |
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path: snopes/snopes_train.parquet |
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- split: test |
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path: snopes/snopes_test.parquet |
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- split: validation |
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path: snopes/snopes_validation.parquet |
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- config_name: hover |
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data_files: |
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- split: train |
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path: hover/hover_train.parquet |
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- split: test |
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path: hover/hover_test.parquet |
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- split: validation |
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path: hover/hover_validation.parquet |
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- config_name: fa_kes |
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data_files: |
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- split: train |
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path: fa_kes/fa_kes_train.parquet |
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- split: test |
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path: fa_kes/fa_kes_test.parquet |
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- split: validation |
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path: fa_kes/fa_kes_validation.parquet |
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- config_name: cmu_miscov19 |
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data_files: |
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- split: train |
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path: cmu_miscov19/cmu_miscov19_train.parquet |
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- split: test |
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path: cmu_miscov19/cmu_miscov19_test.parquet |
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- split: validation |
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path: cmu_miscov19/cmu_miscov19_validation.parquet |
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- config_name: celebrity |
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data_files: |
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- split: train |
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path: celebrity/celebrity_train.parquet |
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- split: test |
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path: celebrity/celebrity_test.parquet |
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- split: validation |
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path: celebrity/celebrity_validation.parquet |
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- config_name: claimskg |
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data_files: |
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- split: train |
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path: claimskg/claimskg_train.parquet |
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- split: test |
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path: claimskg/claimskg_test.parquet |
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- split: validation |
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path: claimskg/claimskg_validation.parquet |
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- config_name: covid_19_rumor |
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data_files: |
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- split: train |
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path: covid_19_rumor/covid_19_rumor_train.parquet |
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- split: test |
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path: covid_19_rumor/covid_19_rumor_test.parquet |
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- split: validation |
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path: covid_19_rumor/covid_19_rumor_validation.parquet |
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- config_name: covidfact |
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data_files: |
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- split: train |
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path: covidfact/covidfact_train.parquet |
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- split: test |
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path: covidfact/covidfact_test.parquet |
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- split: validation |
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path: covidfact/covidfact_validation.parquet |
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- config_name: x_fact |
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data_files: |
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- split: train |
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path: x_fact/x_fact_train.parquet |
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- split: test |
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path: x_fact/x_fact_test.parquet |
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- split: validation |
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path: x_fact/x_fact_validation.parquet |
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- config_name: mediaeval |
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data_files: |
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- split: train |
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path: mediaeval/mediaeval_train.parquet |
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- split: test |
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path: mediaeval/mediaeval_test.parquet |
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- split: validation |
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path: mediaeval/mediaeval_validation.parquet |
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- config_name: fakecovid |
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data_files: |
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- split: train |
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path: fakecovid/fakecovid_train.parquet |
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- split: test |
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path: fakecovid/fakecovid_test.parquet |
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- split: validation |
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path: fakecovid/fakecovid_validation.parquet |
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- config_name: counter-covid-19-misinformation |
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data_files: |
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- split: train |
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path: counter-covid-19-misinformation/counter-covid-19-misinformation_train.parquet |
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- split: test |
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path: counter-covid-19-misinformation/counter-covid-19-misinformation_test.parquet |
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- split: validation |
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path: counter-covid-19-misinformation/counter-covid-19-misinformation_validation.parquet |
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- config_name: mm-covid |
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data_files: |
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- split: train |
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path: mm-covid/mm-covid_train.parquet |
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- split: test |
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path: mm-covid/mm-covid_test.parquet |
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- split: validation |
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path: mm-covid/mm-covid_validation.parquet |
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- config_name: truthseeker2023 |
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data_files: |
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- split: train |
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path: truthseeker2023/truthseeker2023_train.parquet |
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- split: test |
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path: truthseeker2023/truthseeker2023_test.parquet |
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- split: validation |
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path: truthseeker2023/truthseeker2023_validation.parquet |
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- config_name: feverous |
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data_files: |
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- split: train |
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path: feverous/feverous_train.parquet |
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- split: test |
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path: feverous/feverous_test.parquet |
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- split: validation |
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path: feverous/feverous_validation.parquet |
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- config_name: antivax |
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data_files: |
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- split: train |
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path: antivax/antivax_train.parquet |
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- split: test |
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path: antivax/antivax_test.parquet |
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- split: validation |
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path: antivax/antivax_validation.parquet |
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- config_name: nlp4if |
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data_files: |
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- split: train |
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path: nlp4if/nlp4if_train.parquet |
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- split: test |
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path: nlp4if/nlp4if_test.parquet |
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- split: validation |
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path: nlp4if/nlp4if_validation.parquet |
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- config_name: IFND |
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data_files: |
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- split: train |
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path: IFND/IFND_train.parquet |
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- split: test |
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path: IFND/IFND_test.parquet |
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- split: validation |
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path: IFND/IFND_validation.parquet |
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- config_name: esoc |
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data_files: |
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- split: train |
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path: esoc/esoc_train.parquet |
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- split: test |
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path: esoc/esoc_test.parquet |
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- split: validation |
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path: esoc/esoc_validation.parquet |
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- config_name: twitter16 |
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data_files: |
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- split: train |
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path: twitter16/twitter16_train.parquet |
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- split: test |
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path: twitter16/twitter16_test.parquet |
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- split: validation |
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path: twitter16/twitter16_validation.parquet |
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- config_name: liar |
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data_files: |
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- split: train |
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path: liar/liar_train.parquet |
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- split: test |
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path: liar/liar_test.parquet |
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- split: validation |
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path: liar/liar_validation.parquet |
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- config_name: fakenewsamt |
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data_files: |
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- split: train |
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path: fakenewsamt/fakenewsamt_train.parquet |
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- split: test |
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path: fakenewsamt/fakenewsamt_test.parquet |
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- split: validation |
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path: fakenewsamt/fakenewsamt_validation.parquet |
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- config_name: faviq |
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data_files: |
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- split: train |
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path: faviq/faviq_train.parquet |
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- split: test |
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path: faviq/faviq_test.parquet |
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- split: validation |
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path: faviq/faviq_validation.parquet |
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- config_name: fever |
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data_files: |
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- split: train |
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path: fever/fever_train.parquet |
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- split: test |
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path: fever/fever_test.parquet |
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- split: validation |
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path: fever/fever_validation.parquet |
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- config_name: wico |
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data_files: |
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- split: train |
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path: wico/wico_train.parquet |
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- split: test |
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path: wico/wico_test.parquet |
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- split: validation |
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path: wico/wico_validation.parquet |
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- config_name: checkcovid |
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data_files: |
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- split: train |
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path: checkcovid/checkcovid_train.parquet |
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- split: test |
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path: checkcovid/checkcovid_test.parquet |
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- split: validation |
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path: checkcovid/checkcovid_validation.parquet |
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- config_name: benjamin_political_news |
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data_files: |
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- split: train |
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path: benjamin_political_news/benjamin_political_news_train.parquet |
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- split: test |
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path: benjamin_political_news/benjamin_political_news_test.parquet |
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- split: validation |
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path: benjamin_political_news/benjamin_political_news_validation.parquet |
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- config_name: pheme |
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data_files: |
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- split: train |
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path: pheme/pheme_train.parquet |
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- split: test |
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path: pheme/pheme_test.parquet |
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- split: validation |
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path: pheme/pheme_validation.parquet |
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- config_name: multiclaim |
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data_files: |
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- split: train |
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path: multiclaim/multiclaim_train.parquet |
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- split: test |
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path: multiclaim/multiclaim_test.parquet |
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- split: validation |
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path: multiclaim/multiclaim_validation.parquet |
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- config_name: ct_fan |
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data_files: |
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- split: train |
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path: ct_fan/ct_fan_train.parquet |
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- split: test |
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path: ct_fan/ct_fan_test.parquet |
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- split: validation |
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path: ct_fan/ct_fan_validation.parquet |
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- config_name: banfakenews |
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data_files: |
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- split: train |
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path: banfakenews/banfakenews_train.parquet |
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- split: test |
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path: banfakenews/banfakenews_test.parquet |
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- split: validation |
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path: banfakenews/banfakenews_validation.parquet |
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- config_name: rumors |
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data_files: |
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- split: train |
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path: rumors/rumors_train.parquet |
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- split: test |
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path: rumors/rumors_test.parquet |
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- split: validation |
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path: rumors/rumors_validation.parquet |
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- config_name: covid-19-disinformation |
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data_files: |
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- split: train |
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path: covid-19-disinformation/covid-19-disinformation_train.parquet |
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- split: test |
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path: covid-19-disinformation/covid-19-disinformation_test.parquet |
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- split: validation |
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path: covid-19-disinformation/covid-19-disinformation_validation.parquet |
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- config_name: climate_fever |
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data_files: |
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- split: train |
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path: climate_fever/climate_fever_train.parquet |
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- split: test |
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path: climate_fever/climate_fever_test.parquet |
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- split: validation |
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path: climate_fever/climate_fever_validation.parquet |
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- config_name: defakts |
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data_files: |
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- split: train |
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path: defakts/defakts_train.parquet |
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- split: test |
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path: defakts/defakts_test.parquet |
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- split: validation |
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path: defakts/defakts_validation.parquet |
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- config_name: covid_vaccine_misinfo_mic |
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data_files: |
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- split: train |
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path: covid_vaccine_misinfo_mic/covid_vaccine_misinfo_mic_train.parquet |
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- split: test |
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path: covid_vaccine_misinfo_mic/covid_vaccine_misinfo_mic_test.parquet |
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- split: validation |
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path: covid_vaccine_misinfo_mic/covid_vaccine_misinfo_mic_validation.parquet |
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- config_name: pubhealthtab |
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data_files: |
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- split: train |
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path: pubhealthtab/pubhealthtab_train.parquet |
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- split: test |
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path: pubhealthtab/pubhealthtab_test.parquet |
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- split: validation |
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path: pubhealthtab/pubhealthtab_validation.parquet |
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- config_name: fake_news_corpus |
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data_files: |
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- split: train |
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path: fake_news_corpus/fake_news_corpus_train.parquet |
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- split: test |
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path: fake_news_corpus/fake_news_corpus_test.parquet |
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- split: validation |
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path: fake_news_corpus/fake_news_corpus_validation.parquet |
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- config_name: ti_cnn |
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data_files: |
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- split: train |
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path: ti_cnn/ti_cnn_train.parquet |
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- split: test |
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path: ti_cnn/ti_cnn_test.parquet |
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- split: validation |
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path: ti_cnn/ti_cnn_validation.parquet |
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language: |
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- en |
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size_categories: |
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- 1M<n<10M |
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tags: |
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- misinformation |
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- text |
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pretty_name: Misinformation Detection Datasets |
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Modalities: |
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- Text |
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--- |
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# CDL Misinfo Detection Datasets |
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## Dataset Description |
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- **Homepage:** https://misinfo-datasets.complexdatalab.com/ |
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- **Repository:** https://github.com/ComplexData-MILA/misinfo-datasets |
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- **Paper:** https://arxiv.org/abs/2411.05060 |
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- **Data Processing Script:** https://github.com/ComplexData-MILA/misinfo-dataset-preprocessing |
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### Datasets Summary |
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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. |
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Please refer to our [paper](https://arxiv.org/abs/2411.05060) for further details. |
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### Note for Users |
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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. |
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### Data pre-processing |
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[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. |
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### Team |
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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. |
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The lab is led by [Dr. Reihaneh Rabbany](https://complexdatalabmcgill.github.io/team/reihaneh+rabbany) and [Dr. Jean-François Godbout |
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](https://jf-godbout.github.io/) |
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### Citation Information |
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``` |
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@article{ |
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title={A Guide to Misinformation Detection Datasets}, |
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author={Camille Thibault, Gabrielle Peloquin-Skulski, Jacob-Junqi Tian, Florence Laflamme, Yuxiang Guan, Reihaneh Rabbany, Jean-François Godbout, Kellin Pelrine}, |
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journal={ArXiv}, |
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year={2024}, |
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volume={abs/2411.05060} |
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} |
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``` |
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