tasks.md

Tasks

Our supported tasks are:

• association
  • correlation
    • CORR-B_correlation_CN (Jin et al., 2023a)
    • CORR-B_correlation_EN (Jin et al., 2023a)
  • explaining_away_effect
    • EAE-B_exp-away_CN (Jin et al., 2023a)
    • EAE-B_exp-away_EN (Jin et al., 2023a)
• causal_discovery
  • abstract_reasoning
    • AR-B_CaLM-AR_CN
    • AR-B_CaLM-AR_EN
  • causal_attribution
    • CA-B_FA_CN
    • CA-B_FA_EN
    • CA-B_FP_CN
    • CA-B_FP_EN
  • event_causality_identification
    • ECI-B_CTB_CN (Pustejovsky et al., 2006)
    • ECI-B_CTB_EN (Pustejovsky et al., 2006)
    • ECI-B_ESC_CN (Mirza et al., 2014)
    • ECI-B_ESC_EN (Mirza et al., 2014)
    • ECI-B_MAVEN-ERE_CN (Wang et al., 2022)
    • ECI-B_MAVEN-ERE_EN (Wang et al., 2022)
  • pairwise_causal_discovery
    • PCD-B_COPA_CN (Roemmele et al., 2011)
    • PCD-B_COPA_EN (Roemmele et al., 2011)
    • PCD-B_E-CARE_CN (Du et al., 2022)
    • PCD-B_E-CARE_EN (Du et al., 2022)
    • PCD-C_COPA_CN (Roemmele et al., 2011)
    • PCD-C_COPA_EN (Roemmele et al., 2011)
    • PCD-C_E-CARE_CN (Du et al., 2022)
    • PCD-C_E-CARE_EN (Du et al., 2022)
• counterfactual
  • actual_causality
    • AC-B_causal_judgement_CN (Suzgun et al., 2022)
    • AC-B_causal_judgement_EN (Suzgun et al., 2022)
  • causal_explanation_generation
    • CEG-O_E-CARE_CN (Du et al., 2022)
    • CEG-O_E-CARE_EN (Du et al., 2022)
  • counterfactual_reasoning
    • CR-B_det-counterfactual_CN (Jin et al., 2023a)
    • CR-B_det-counterfactual_EN (Jin et al., 2023a)
    • CR-C_CRASS_CN (Frohberg & Binder, 2022)
    • CR-C_CRASS_EN (Frohberg & Binder, 2022)
  • effect_of_the_treatment_on_the_treated
    • ETT-B_ETT-natural_CN
    • ETT-B_ETT-natural_EN
    • ETT-P_ETT-basic_CN
    • ETT-P_ETT-basic_EN
    • ETT-P_ETT-hard_CN
    • ETT-P_ETT-hard_EN
  • natural_direct_effect
    • NDE-B_NDE-natural_CN
    • NDE-B_NDE-natural_EN
    • NDE-P_NDE-basic_CN
    • NDE-P_NDE-basic_EN
    • NDE-P_NDE-hard_CN
    • NDE-P_NDE-hard_EN
  • natural_indirect_effect
    • NIE-B_NIE-natural_CN
    • NIE-B_NIE-natural_EN
    • NIE-P_NIE-basic_CN
    • NIE-P_NIE-basic_EN
    • NIE-P_NIE-hard_CN
    • NIE-P_NIE-hard_EN
  • probability_of_necessity
    • PN-P_PN-basic_CN
    • PN-P_PN-basic_EN
    • PN-P_PN-hard_CN
    • PN-P_PN-hard_EN
  • probability_of_sufficiency
    • PS-P_PS-basic_CN
    • PS-P_PS-basic_EN
    • PS-P_PS-hard_CN
    • PS-P_PS-hard_EN
• intervention
  • average_treatment_effect
    • ATE-B_ATE-natural_CN
    • ATE-B_ATE-natural_EN
    • ATE-P_ATE-basic_CN
    • ATE-P_ATE-basic_EN
    • ATE-P_ATE-hard_CN
    • ATE-P_ATE-hard_EN
  • backdoor_adjustment_set
    • BAS-B_backadj_CN (Jin et al., 2023a)
    • BAS-B_backadj_EN (Jin et al., 2023a)
    • BAS-C_max-BAS_CN
    • BAS-C_max-BAS_EN
    • BAS-C_min-BAS_CN
    • BAS-C_min-BAS_EN
    • BAS-C_mix-BAS_CN
    • BAS-C_mix-BAS_EN
  • causal_effect_identification
    • CEI-B_0.2-UC_CN
    • CEI-B_0.2-UC_EN
    • CEI-B_0.4-UC_CN
    • CEI-B_0.4-UC_EN
    • CEI-B_0.6-UC_CN
    • CEI-B_0.6-UC_EN
    • CEI-B_0.8-UC_CN
    • CEI-B_0.8-UC_EN
  • collider_bias
    • CB-B_collider-bias_CN (Jin et al., 2023a)
    • CB-B_collider-bias_EN (Jin et al., 2023a)
  • controlled_direct_effect
    • CDE-B_CDE-natural_CN
    • CDE-B_CDE-natural_EN
    • CDE-P_CDE-basic_CN
    • CDE-P_CDE-basic_EN
    • CDE-P_CDE-hard_CN
    • CDE-P_CDE-hard_EN
  • frontdoor_adjustment_set
    • FAS-C_FAS_CN
    • FAS-C_FAS_EN
  • instrumental_variable
    • IV-C_CaLM-IV_CN
    • IV-C_CaLM-IV_EN