| --- |
| license: cc-by-4.0 |
| tags: |
| - concept-bottleneck-models |
| - cub-200-2011 |
| - user-study |
| dataset_info: |
| - config_name: clean_long |
| features: |
| - name: ID |
| dtype: int64 |
| - name: ExperimentalCondition |
| dtype: large_string |
| - name: PresentationOrder |
| dtype: int64 |
| - name: StimID |
| dtype: large_string |
| - name: TestSampleIdx |
| dtype: int64 |
| - name: CorrectAnswer |
| dtype: int64 |
| - name: ModelAnswer |
| dtype: int64 |
| - name: TimeTabWasLeft |
| dtype: int64 |
| - name: TimeSpent |
| dtype: float64 |
| - name: TimesAnswerChanged |
| dtype: int64 |
| - name: ParticipantAnswer |
| dtype: int64 |
| - name: Confidence |
| dtype: int64 |
| - name: Feature1_GT |
| dtype: int64 |
| - name: Feature2_GT |
| dtype: int64 |
| - name: Feature3_GT |
| dtype: int64 |
| - name: Feature4_GT |
| dtype: int64 |
| - name: Feature5_GT |
| dtype: int64 |
| - name: Feature6_GT |
| dtype: int64 |
| - name: Feature1_Detected |
| dtype: float64 |
| - name: Feature2_Detected |
| dtype: float64 |
| - name: Feature3_Detected |
| dtype: float64 |
| - name: Feature4_Detected |
| dtype: float64 |
| - name: Feature5_Detected |
| dtype: float64 |
| - name: Feature6_Detected |
| dtype: float64 |
| - name: Feature1_Clicks |
| dtype: float64 |
| - name: Feature2_Clicks |
| dtype: float64 |
| - name: Feature3_Clicks |
| dtype: float64 |
| - name: Feature4_Clicks |
| dtype: float64 |
| - name: Feature5_Clicks |
| dtype: float64 |
| - name: Feature6_Clicks |
| dtype: float64 |
| - name: Interactions |
| dtype: int64 |
| - name: ParticipantAnswerCorrect |
| dtype: int64 |
| - name: ModelAnswerCorrect |
| dtype: int64 |
| - name: Confidence_Adjusted |
| dtype: int64 |
| splits: |
| - name: test |
| num_bytes: 1048348 |
| num_examples: 3420 |
| download_size: 79722 |
| dataset_size: 1048348 |
| - config_name: clean_wide |
| features: |
| - name: ID |
| dtype: int64 |
| - name: ExperimentalCondition |
| dtype: large_string |
| - name: Stim1_StimID |
| dtype: large_string |
| - name: Stim1_TestSampleIdx |
| dtype: int64 |
| - name: Stim1_CorrectAnswer |
| dtype: int64 |
| - name: Stim1_ModelAnswer |
| dtype: int64 |
| - name: Stim1_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim1_TimeSpent |
| dtype: int64 |
| - name: Stim1_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim1_ParticipantAnswer |
| dtype: int64 |
| - name: Stim1_Confidence |
| dtype: int64 |
| - name: Stim1_Feature1_GT |
| dtype: int64 |
| - name: Stim1_Feature2_GT |
| dtype: int64 |
| - name: Stim1_Feature3_GT |
| dtype: int64 |
| - name: Stim1_Feature4_GT |
| dtype: int64 |
| - name: Stim1_Feature5_GT |
| dtype: int64 |
| - name: Stim1_Feature6_GT |
| dtype: int64 |
| - name: Stim1_Feature1_Detected |
| dtype: float64 |
| - name: Stim1_Feature2_Detected |
| dtype: float64 |
| - name: Stim1_Feature3_Detected |
| dtype: float64 |
| - name: Stim1_Feature4_Detected |
| dtype: float64 |
| - name: Stim1_Feature5_Detected |
| dtype: float64 |
| - name: Stim1_Feature6_Detected |
| dtype: float64 |
| - name: Stim1_Feature1_Clicks |
| dtype: float64 |
| - name: Stim1_Feature2_Clicks |
| dtype: float64 |
| - name: Stim1_Feature3_Clicks |
| dtype: float64 |
| - name: Stim1_Feature4_Clicks |
| dtype: float64 |
| - name: Stim1_Feature5_Clicks |
| dtype: float64 |
| - name: Stim1_Feature6_Clicks |
| dtype: float64 |
| - name: Stim2_StimID |
| dtype: large_string |
| - name: Stim2_TestSampleIdx |
| dtype: int64 |
| - name: Stim2_CorrectAnswer |
| dtype: int64 |
| - name: Stim2_ModelAnswer |
| dtype: int64 |
| - name: Stim2_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim2_TimeSpent |
| dtype: int64 |
| - name: Stim2_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim2_ParticipantAnswer |
| dtype: int64 |
| - name: Stim2_Confidence |
| dtype: int64 |
| - name: Stim2_Feature1_GT |
| dtype: int64 |
| - name: Stim2_Feature2_GT |
| dtype: int64 |
| - name: Stim2_Feature3_GT |
| dtype: int64 |
| - name: Stim2_Feature4_GT |
| dtype: int64 |
| - name: Stim2_Feature5_GT |
| dtype: int64 |
| - name: Stim2_Feature6_GT |
| dtype: int64 |
| - name: Stim2_Feature1_Detected |
| dtype: float64 |
| - name: Stim2_Feature2_Detected |
| dtype: float64 |
| - name: Stim2_Feature3_Detected |
| dtype: float64 |
| - name: Stim2_Feature4_Detected |
| dtype: float64 |
| - name: Stim2_Feature5_Detected |
| dtype: float64 |
| - name: Stim2_Feature6_Detected |
| dtype: float64 |
| - name: Stim2_Feature1_Clicks |
| dtype: float64 |
| - name: Stim2_Feature2_Clicks |
| dtype: float64 |
| - name: Stim2_Feature3_Clicks |
| dtype: float64 |
| - name: Stim2_Feature4_Clicks |
| dtype: float64 |
| - name: Stim2_Feature5_Clicks |
| dtype: float64 |
| - name: Stim2_Feature6_Clicks |
| dtype: float64 |
| - name: Stim3_StimID |
| dtype: large_string |
| - name: Stim3_TestSampleIdx |
| dtype: int64 |
| - name: Stim3_CorrectAnswer |
| dtype: int64 |
| - name: Stim3_ModelAnswer |
| dtype: int64 |
| - name: Stim3_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim3_TimeSpent |
| dtype: int64 |
| - name: Stim3_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim3_ParticipantAnswer |
| dtype: int64 |
| - name: Stim3_Confidence |
| dtype: int64 |
| - name: Stim3_Feature1_GT |
| dtype: int64 |
| - name: Stim3_Feature2_GT |
| dtype: int64 |
| - name: Stim3_Feature3_GT |
| dtype: int64 |
| - name: Stim3_Feature4_GT |
| dtype: int64 |
| - name: Stim3_Feature5_GT |
| dtype: int64 |
| - name: Stim3_Feature6_GT |
| dtype: int64 |
| - name: Stim3_Feature1_Detected |
| dtype: float64 |
| - name: Stim3_Feature2_Detected |
| dtype: float64 |
| - name: Stim3_Feature3_Detected |
| dtype: float64 |
| - name: Stim3_Feature4_Detected |
| dtype: float64 |
| - name: Stim3_Feature5_Detected |
| dtype: float64 |
| - name: Stim3_Feature6_Detected |
| dtype: float64 |
| - name: Stim3_Feature1_Clicks |
| dtype: float64 |
| - name: Stim3_Feature2_Clicks |
| dtype: float64 |
| - name: Stim3_Feature3_Clicks |
| dtype: float64 |
| - name: Stim3_Feature4_Clicks |
| dtype: float64 |
| - name: Stim3_Feature5_Clicks |
| dtype: float64 |
| - name: Stim3_Feature6_Clicks |
| dtype: float64 |
| - name: Stim4_StimID |
| dtype: large_string |
| - name: Stim4_TestSampleIdx |
| dtype: int64 |
| - name: Stim4_CorrectAnswer |
| dtype: int64 |
| - name: Stim4_ModelAnswer |
| dtype: int64 |
| - name: Stim4_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim4_TimeSpent |
| dtype: int64 |
| - name: Stim4_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim4_ParticipantAnswer |
| dtype: int64 |
| - name: Stim4_Confidence |
| dtype: int64 |
| - name: Stim4_Feature1_GT |
| dtype: int64 |
| - name: Stim4_Feature2_GT |
| dtype: int64 |
| - name: Stim4_Feature3_GT |
| dtype: int64 |
| - name: Stim4_Feature4_GT |
| dtype: int64 |
| - name: Stim4_Feature5_GT |
| dtype: int64 |
| - name: Stim4_Feature6_GT |
| dtype: int64 |
| - name: Stim4_Feature1_Detected |
| dtype: float64 |
| - name: Stim4_Feature2_Detected |
| dtype: float64 |
| - name: Stim4_Feature3_Detected |
| dtype: float64 |
| - name: Stim4_Feature4_Detected |
| dtype: float64 |
| - name: Stim4_Feature5_Detected |
| dtype: float64 |
| - name: Stim4_Feature6_Detected |
| dtype: float64 |
| - name: Stim4_Feature1_Clicks |
| dtype: float64 |
| - name: Stim4_Feature2_Clicks |
| dtype: float64 |
| - name: Stim4_Feature3_Clicks |
| dtype: float64 |
| - name: Stim4_Feature4_Clicks |
| dtype: float64 |
| - name: Stim4_Feature5_Clicks |
| dtype: float64 |
| - name: Stim4_Feature6_Clicks |
| dtype: float64 |
| - name: Stim5_StimID |
| dtype: large_string |
| - name: Stim5_TestSampleIdx |
| dtype: int64 |
| - name: Stim5_CorrectAnswer |
| dtype: int64 |
| - name: Stim5_ModelAnswer |
| dtype: int64 |
| - name: Stim5_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim5_TimeSpent |
| dtype: int64 |
| - name: Stim5_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim5_ParticipantAnswer |
| dtype: int64 |
| - name: Stim5_Confidence |
| dtype: int64 |
| - name: Stim5_Feature1_GT |
| dtype: int64 |
| - name: Stim5_Feature2_GT |
| dtype: int64 |
| - name: Stim5_Feature3_GT |
| dtype: int64 |
| - name: Stim5_Feature4_GT |
| dtype: int64 |
| - name: Stim5_Feature5_GT |
| dtype: int64 |
| - name: Stim5_Feature6_GT |
| dtype: int64 |
| - name: Stim5_Feature1_Detected |
| dtype: float64 |
| - name: Stim5_Feature2_Detected |
| dtype: float64 |
| - name: Stim5_Feature3_Detected |
| dtype: float64 |
| - name: Stim5_Feature4_Detected |
| dtype: float64 |
| - name: Stim5_Feature5_Detected |
| dtype: float64 |
| - name: Stim5_Feature6_Detected |
| dtype: float64 |
| - name: Stim5_Feature1_Clicks |
| dtype: float64 |
| - name: Stim5_Feature2_Clicks |
| dtype: float64 |
| - name: Stim5_Feature3_Clicks |
| dtype: float64 |
| - name: Stim5_Feature4_Clicks |
| dtype: float64 |
| - name: Stim5_Feature5_Clicks |
| dtype: float64 |
| - name: Stim5_Feature6_Clicks |
| dtype: float64 |
| - name: Stim6_StimID |
| dtype: large_string |
| - name: Stim6_TestSampleIdx |
| dtype: int64 |
| - name: Stim6_CorrectAnswer |
| dtype: int64 |
| - name: Stim6_ModelAnswer |
| dtype: int64 |
| - name: Stim6_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim6_TimeSpent |
| dtype: int64 |
| - name: Stim6_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim6_ParticipantAnswer |
| dtype: int64 |
| - name: Stim6_Confidence |
| dtype: int64 |
| - name: Stim6_Feature1_GT |
| dtype: int64 |
| - name: Stim6_Feature2_GT |
| dtype: int64 |
| - name: Stim6_Feature3_GT |
| dtype: int64 |
| - name: Stim6_Feature4_GT |
| dtype: int64 |
| - name: Stim6_Feature5_GT |
| dtype: int64 |
| - name: Stim6_Feature6_GT |
| dtype: int64 |
| - name: Stim6_Feature1_Detected |
| dtype: float64 |
| - name: Stim6_Feature2_Detected |
| dtype: float64 |
| - name: Stim6_Feature3_Detected |
| dtype: float64 |
| - name: Stim6_Feature4_Detected |
| dtype: float64 |
| - name: Stim6_Feature5_Detected |
| dtype: float64 |
| - name: Stim6_Feature6_Detected |
| dtype: float64 |
| - name: Stim6_Feature1_Clicks |
| dtype: float64 |
| - name: Stim6_Feature2_Clicks |
| dtype: float64 |
| - name: Stim6_Feature3_Clicks |
| dtype: float64 |
| - name: Stim6_Feature4_Clicks |
| dtype: float64 |
| - name: Stim6_Feature5_Clicks |
| dtype: float64 |
| - name: Stim6_Feature6_Clicks |
| dtype: float64 |
| - name: Stim7_StimID |
| dtype: large_string |
| - name: Stim7_TestSampleIdx |
| dtype: int64 |
| - name: Stim7_CorrectAnswer |
| dtype: int64 |
| - name: Stim7_ModelAnswer |
| dtype: int64 |
| - name: Stim7_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim7_TimeSpent |
| dtype: int64 |
| - name: Stim7_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim7_ParticipantAnswer |
| dtype: int64 |
| - name: Stim7_Confidence |
| dtype: int64 |
| - name: Stim7_Feature1_GT |
| dtype: int64 |
| - name: Stim7_Feature2_GT |
| dtype: int64 |
| - name: Stim7_Feature3_GT |
| dtype: int64 |
| - name: Stim7_Feature4_GT |
| dtype: int64 |
| - name: Stim7_Feature5_GT |
| dtype: int64 |
| - name: Stim7_Feature6_GT |
| dtype: int64 |
| - name: Stim7_Feature1_Detected |
| dtype: float64 |
| - name: Stim7_Feature2_Detected |
| dtype: float64 |
| - name: Stim7_Feature3_Detected |
| dtype: float64 |
| - name: Stim7_Feature4_Detected |
| dtype: float64 |
| - name: Stim7_Feature5_Detected |
| dtype: float64 |
| - name: Stim7_Feature6_Detected |
| dtype: float64 |
| - name: Stim7_Feature1_Clicks |
| dtype: float64 |
| - name: Stim7_Feature2_Clicks |
| dtype: float64 |
| - name: Stim7_Feature3_Clicks |
| dtype: float64 |
| - name: Stim7_Feature4_Clicks |
| dtype: float64 |
| - name: Stim7_Feature5_Clicks |
| dtype: float64 |
| - name: Stim7_Feature6_Clicks |
| dtype: float64 |
| - name: Stim8_StimID |
| dtype: large_string |
| - name: Stim8_TestSampleIdx |
| dtype: int64 |
| - name: Stim8_CorrectAnswer |
| dtype: int64 |
| - name: Stim8_ModelAnswer |
| dtype: int64 |
| - name: Stim8_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim8_TimeSpent |
| dtype: int64 |
| - name: Stim8_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim8_ParticipantAnswer |
| dtype: int64 |
| - name: Stim8_Confidence |
| dtype: int64 |
| - name: Stim8_Feature1_GT |
| dtype: int64 |
| - name: Stim8_Feature2_GT |
| dtype: int64 |
| - name: Stim8_Feature3_GT |
| dtype: int64 |
| - name: Stim8_Feature4_GT |
| dtype: int64 |
| - name: Stim8_Feature5_GT |
| dtype: int64 |
| - name: Stim8_Feature6_GT |
| dtype: int64 |
| - name: Stim8_Feature1_Detected |
| dtype: float64 |
| - name: Stim8_Feature2_Detected |
| dtype: float64 |
| - name: Stim8_Feature3_Detected |
| dtype: float64 |
| - name: Stim8_Feature4_Detected |
| dtype: float64 |
| - name: Stim8_Feature5_Detected |
| dtype: float64 |
| - name: Stim8_Feature6_Detected |
| dtype: float64 |
| - name: Stim8_Feature1_Clicks |
| dtype: float64 |
| - name: Stim8_Feature2_Clicks |
| dtype: float64 |
| - name: Stim8_Feature3_Clicks |
| dtype: float64 |
| - name: Stim8_Feature4_Clicks |
| dtype: float64 |
| - name: Stim8_Feature5_Clicks |
| dtype: float64 |
| - name: Stim8_Feature6_Clicks |
| dtype: float64 |
| - name: Stim9_StimID |
| dtype: large_string |
| - name: Stim9_TestSampleIdx |
| dtype: int64 |
| - name: Stim9_CorrectAnswer |
| dtype: int64 |
| - name: Stim9_ModelAnswer |
| dtype: int64 |
| - name: Stim9_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim9_TimeSpent |
| dtype: int64 |
| - name: Stim9_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim9_ParticipantAnswer |
| dtype: int64 |
| - name: Stim9_Confidence |
| dtype: int64 |
| - name: Stim9_Feature1_GT |
| dtype: int64 |
| - name: Stim9_Feature2_GT |
| dtype: int64 |
| - name: Stim9_Feature3_GT |
| dtype: int64 |
| - name: Stim9_Feature4_GT |
| dtype: int64 |
| - name: Stim9_Feature5_GT |
| dtype: int64 |
| - name: Stim9_Feature6_GT |
| dtype: int64 |
| - name: Stim9_Feature1_Detected |
| dtype: float64 |
| - name: Stim9_Feature2_Detected |
| dtype: float64 |
| - name: Stim9_Feature3_Detected |
| dtype: float64 |
| - name: Stim9_Feature4_Detected |
| dtype: float64 |
| - name: Stim9_Feature5_Detected |
| dtype: float64 |
| - name: Stim9_Feature6_Detected |
| dtype: float64 |
| - name: Stim9_Feature1_Clicks |
| dtype: float64 |
| - name: Stim9_Feature2_Clicks |
| dtype: float64 |
| - name: Stim9_Feature3_Clicks |
| dtype: float64 |
| - name: Stim9_Feature4_Clicks |
| dtype: float64 |
| - name: Stim9_Feature5_Clicks |
| dtype: float64 |
| - name: Stim9_Feature6_Clicks |
| dtype: float64 |
| - name: Stim10_StimID |
| dtype: large_string |
| - name: Stim10_TestSampleIdx |
| dtype: int64 |
| - name: Stim10_CorrectAnswer |
| dtype: int64 |
| - name: Stim10_ModelAnswer |
| dtype: int64 |
| - name: Stim10_TimeTabWasLeft |
| dtype: int64 |
| - name: Stim10_TimeSpent |
| dtype: int64 |
| - name: Stim10_TimesAnswerChanged |
| dtype: int64 |
| - name: Stim10_ParticipantAnswer |
| dtype: int64 |
| - name: Stim10_Confidence |
| dtype: int64 |
| - name: Stim10_Feature1_GT |
| dtype: int64 |
| - name: Stim10_Feature2_GT |
| dtype: int64 |
| - name: Stim10_Feature3_GT |
| dtype: int64 |
| - name: Stim10_Feature4_GT |
| dtype: int64 |
| - name: Stim10_Feature5_GT |
| dtype: int64 |
| - name: Stim10_Feature6_GT |
| dtype: int64 |
| - name: Stim10_Feature1_Detected |
| dtype: float64 |
| - name: Stim10_Feature2_Detected |
| dtype: float64 |
| - name: Stim10_Feature3_Detected |
| dtype: float64 |
| - name: Stim10_Feature4_Detected |
| dtype: float64 |
| - name: Stim10_Feature5_Detected |
| dtype: float64 |
| - name: Stim10_Feature6_Detected |
| dtype: float64 |
| - name: Stim10_Feature1_Clicks |
| dtype: float64 |
| - name: Stim10_Feature2_Clicks |
| dtype: float64 |
| - name: Stim10_Feature3_Clicks |
| dtype: float64 |
| - name: Stim10_Feature4_Clicks |
| dtype: float64 |
| - name: Stim10_Feature5_Clicks |
| dtype: float64 |
| - name: Stim10_Feature6_Clicks |
| dtype: float64 |
| - name: AttentionCheck1_StimID |
| dtype: large_string |
| - name: AttentionCheck1_CorrectAnswer |
| dtype: large_string |
| - name: AttentionCheck1_TimeTabWasLeft |
| dtype: int64 |
| - name: AttentionCheck1_TimeSpent |
| dtype: int64 |
| - name: AttentionCheck1_TimesAnswerChanged |
| dtype: int64 |
| - name: AttentionCheck1_ParticipantAnswer |
| dtype: large_string |
| - name: AttentionCheck1_Confidence |
| dtype: int64 |
| - name: AttentionCheck2_StimID |
| dtype: large_string |
| - name: AttentionCheck2_CorrectAnswer |
| dtype: large_string |
| - name: AttentionCheck2_TimeTabWasLeft |
| dtype: int64 |
| - name: AttentionCheck2_TimeSpent |
| dtype: int64 |
| - name: AttentionCheck2_TimesAnswerChanged |
| dtype: int64 |
| - name: AttentionCheck2_ParticipantAnswer |
| dtype: large_string |
| - name: AttentionCheck2_Confidence |
| dtype: int64 |
| - name: TrustQuestionnaire_Q1 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q2 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q3 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q4 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q5 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q6 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q7 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q8 |
| dtype: float64 |
| - name: PastExperience |
| dtype: int64 |
| - name: Finished |
| dtype: large_string |
| - name: CheckAC1 |
| dtype: large_string |
| - name: CheckAC2 |
| dtype: large_string |
| - name: TotalTimesTabLeft |
| dtype: int64 |
| - name: TotalFraudulentAnswers |
| dtype: int64 |
| - name: AverageAccuracy |
| dtype: float64 |
| - name: TotalInteractions |
| dtype: int64 |
| - name: Stim1_Interactions |
| dtype: int64 |
| - name: Stim2_Interactions |
| dtype: int64 |
| - name: Stim3_Interactions |
| dtype: int64 |
| - name: Stim4_Interactions |
| dtype: int64 |
| - name: Stim5_Interactions |
| dtype: int64 |
| - name: Stim6_Interactions |
| dtype: int64 |
| - name: Stim7_Interactions |
| dtype: int64 |
| - name: Stim8_Interactions |
| dtype: int64 |
| - name: Stim9_Interactions |
| dtype: int64 |
| - name: Stim10_Interactions |
| dtype: int64 |
| - name: TrustQuestionnaire_Q2_Reversed |
| dtype: float64 |
| - name: TrustQuestionnaire_Q5_Reversed |
| dtype: float64 |
| - name: TrustQuestionnaire_Q6_Reversed |
| dtype: float64 |
| - name: TrustQuestionnaire_Q8_Reversed |
| dtype: float64 |
| - name: TrustIndex |
| dtype: float64 |
| splits: |
| - name: test |
| num_bytes: 978107 |
| num_examples: 342 |
| download_size: 230436 |
| dataset_size: 978107 |
| - config_name: full |
| features: |
| - name: ID |
| dtype: int64 |
| - name: ExperimentalCondition |
| dtype: large_string |
| - name: Stim1_StimID |
| dtype: large_string |
| - name: Stim1_TestSampleIdx |
| dtype: int64 |
| - name: Stim1_CorrectAnswer |
| dtype: large_string |
| - name: Stim1_ModelAnswer |
| dtype: large_string |
| - name: Stim1_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim1_TimeSpent |
| dtype: float64 |
| - name: Stim1_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim1_ParticipantAnswer |
| dtype: large_string |
| - name: Stim1_Confidence |
| dtype: float64 |
| - name: Stim1_Feature1_GT |
| dtype: float64 |
| - name: Stim1_Feature2_GT |
| dtype: float64 |
| - name: Stim1_Feature3_GT |
| dtype: float64 |
| - name: Stim1_Feature4_GT |
| dtype: float64 |
| - name: Stim1_Feature5_GT |
| dtype: float64 |
| - name: Stim1_Feature6_GT |
| dtype: float64 |
| - name: Stim1_Feature1_Detected |
| dtype: float64 |
| - name: Stim1_Feature2_Detected |
| dtype: float64 |
| - name: Stim1_Feature3_Detected |
| dtype: float64 |
| - name: Stim1_Feature4_Detected |
| dtype: float64 |
| - name: Stim1_Feature5_Detected |
| dtype: float64 |
| - name: Stim1_Feature6_Detected |
| dtype: float64 |
| - name: Stim1_Feature1_Clicks |
| dtype: float64 |
| - name: Stim1_Feature2_Clicks |
| dtype: float64 |
| - name: Stim1_Feature3_Clicks |
| dtype: float64 |
| - name: Stim1_Feature4_Clicks |
| dtype: float64 |
| - name: Stim1_Feature5_Clicks |
| dtype: float64 |
| - name: Stim1_Feature6_Clicks |
| dtype: float64 |
| - name: Stim2_StimID |
| dtype: large_string |
| - name: Stim2_TestSampleIdx |
| dtype: int64 |
| - name: Stim2_CorrectAnswer |
| dtype: large_string |
| - name: Stim2_ModelAnswer |
| dtype: large_string |
| - name: Stim2_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim2_TimeSpent |
| dtype: float64 |
| - name: Stim2_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim2_ParticipantAnswer |
| dtype: large_string |
| - name: Stim2_Confidence |
| dtype: float64 |
| - name: Stim2_Feature1_GT |
| dtype: float64 |
| - name: Stim2_Feature2_GT |
| dtype: float64 |
| - name: Stim2_Feature3_GT |
| dtype: float64 |
| - name: Stim2_Feature4_GT |
| dtype: float64 |
| - name: Stim2_Feature5_GT |
| dtype: float64 |
| - name: Stim2_Feature6_GT |
| dtype: float64 |
| - name: Stim2_Feature1_Detected |
| dtype: float64 |
| - name: Stim2_Feature2_Detected |
| dtype: float64 |
| - name: Stim2_Feature3_Detected |
| dtype: float64 |
| - name: Stim2_Feature4_Detected |
| dtype: float64 |
| - name: Stim2_Feature5_Detected |
| dtype: float64 |
| - name: Stim2_Feature6_Detected |
| dtype: float64 |
| - name: Stim2_Feature1_Clicks |
| dtype: float64 |
| - name: Stim2_Feature2_Clicks |
| dtype: float64 |
| - name: Stim2_Feature3_Clicks |
| dtype: float64 |
| - name: Stim2_Feature4_Clicks |
| dtype: float64 |
| - name: Stim2_Feature5_Clicks |
| dtype: float64 |
| - name: Stim2_Feature6_Clicks |
| dtype: float64 |
| - name: Stim3_StimID |
| dtype: large_string |
| - name: Stim3_TestSampleIdx |
| dtype: int64 |
| - name: Stim3_CorrectAnswer |
| dtype: large_string |
| - name: Stim3_ModelAnswer |
| dtype: large_string |
| - name: Stim3_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim3_TimeSpent |
| dtype: float64 |
| - name: Stim3_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim3_ParticipantAnswer |
| dtype: large_string |
| - name: Stim3_Confidence |
| dtype: float64 |
| - name: Stim3_Feature1_GT |
| dtype: float64 |
| - name: Stim3_Feature2_GT |
| dtype: float64 |
| - name: Stim3_Feature3_GT |
| dtype: float64 |
| - name: Stim3_Feature4_GT |
| dtype: float64 |
| - name: Stim3_Feature5_GT |
| dtype: float64 |
| - name: Stim3_Feature6_GT |
| dtype: float64 |
| - name: Stim3_Feature1_Detected |
| dtype: float64 |
| - name: Stim3_Feature2_Detected |
| dtype: float64 |
| - name: Stim3_Feature3_Detected |
| dtype: float64 |
| - name: Stim3_Feature4_Detected |
| dtype: float64 |
| - name: Stim3_Feature5_Detected |
| dtype: float64 |
| - name: Stim3_Feature6_Detected |
| dtype: float64 |
| - name: Stim3_Feature1_Clicks |
| dtype: float64 |
| - name: Stim3_Feature2_Clicks |
| dtype: float64 |
| - name: Stim3_Feature3_Clicks |
| dtype: float64 |
| - name: Stim3_Feature4_Clicks |
| dtype: float64 |
| - name: Stim3_Feature5_Clicks |
| dtype: float64 |
| - name: Stim3_Feature6_Clicks |
| dtype: float64 |
| - name: Stim4_StimID |
| dtype: large_string |
| - name: Stim4_TestSampleIdx |
| dtype: int64 |
| - name: Stim4_CorrectAnswer |
| dtype: large_string |
| - name: Stim4_ModelAnswer |
| dtype: large_string |
| - name: Stim4_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim4_TimeSpent |
| dtype: float64 |
| - name: Stim4_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim4_ParticipantAnswer |
| dtype: large_string |
| - name: Stim4_Confidence |
| dtype: float64 |
| - name: Stim4_Feature1_GT |
| dtype: float64 |
| - name: Stim4_Feature2_GT |
| dtype: float64 |
| - name: Stim4_Feature3_GT |
| dtype: float64 |
| - name: Stim4_Feature4_GT |
| dtype: float64 |
| - name: Stim4_Feature5_GT |
| dtype: float64 |
| - name: Stim4_Feature6_GT |
| dtype: float64 |
| - name: Stim4_Feature1_Detected |
| dtype: float64 |
| - name: Stim4_Feature2_Detected |
| dtype: float64 |
| - name: Stim4_Feature3_Detected |
| dtype: float64 |
| - name: Stim4_Feature4_Detected |
| dtype: float64 |
| - name: Stim4_Feature5_Detected |
| dtype: float64 |
| - name: Stim4_Feature6_Detected |
| dtype: float64 |
| - name: Stim4_Feature1_Clicks |
| dtype: float64 |
| - name: Stim4_Feature2_Clicks |
| dtype: float64 |
| - name: Stim4_Feature3_Clicks |
| dtype: float64 |
| - name: Stim4_Feature4_Clicks |
| dtype: float64 |
| - name: Stim4_Feature5_Clicks |
| dtype: float64 |
| - name: Stim4_Feature6_Clicks |
| dtype: float64 |
| - name: Stim5_StimID |
| dtype: large_string |
| - name: Stim5_TestSampleIdx |
| dtype: int64 |
| - name: Stim5_CorrectAnswer |
| dtype: large_string |
| - name: Stim5_ModelAnswer |
| dtype: large_string |
| - name: Stim5_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim5_TimeSpent |
| dtype: float64 |
| - name: Stim5_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim5_ParticipantAnswer |
| dtype: large_string |
| - name: Stim5_Confidence |
| dtype: float64 |
| - name: Stim5_Feature1_GT |
| dtype: float64 |
| - name: Stim5_Feature2_GT |
| dtype: float64 |
| - name: Stim5_Feature3_GT |
| dtype: float64 |
| - name: Stim5_Feature4_GT |
| dtype: float64 |
| - name: Stim5_Feature5_GT |
| dtype: float64 |
| - name: Stim5_Feature6_GT |
| dtype: float64 |
| - name: Stim5_Feature1_Detected |
| dtype: float64 |
| - name: Stim5_Feature2_Detected |
| dtype: float64 |
| - name: Stim5_Feature3_Detected |
| dtype: float64 |
| - name: Stim5_Feature4_Detected |
| dtype: float64 |
| - name: Stim5_Feature5_Detected |
| dtype: float64 |
| - name: Stim5_Feature6_Detected |
| dtype: float64 |
| - name: Stim5_Feature1_Clicks |
| dtype: float64 |
| - name: Stim5_Feature2_Clicks |
| dtype: float64 |
| - name: Stim5_Feature3_Clicks |
| dtype: float64 |
| - name: Stim5_Feature4_Clicks |
| dtype: float64 |
| - name: Stim5_Feature5_Clicks |
| dtype: float64 |
| - name: Stim5_Feature6_Clicks |
| dtype: float64 |
| - name: Stim6_StimID |
| dtype: large_string |
| - name: Stim6_TestSampleIdx |
| dtype: int64 |
| - name: Stim6_CorrectAnswer |
| dtype: large_string |
| - name: Stim6_ModelAnswer |
| dtype: large_string |
| - name: Stim6_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim6_TimeSpent |
| dtype: float64 |
| - name: Stim6_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim6_ParticipantAnswer |
| dtype: large_string |
| - name: Stim6_Confidence |
| dtype: float64 |
| - name: Stim6_Feature1_GT |
| dtype: float64 |
| - name: Stim6_Feature2_GT |
| dtype: float64 |
| - name: Stim6_Feature3_GT |
| dtype: float64 |
| - name: Stim6_Feature4_GT |
| dtype: float64 |
| - name: Stim6_Feature5_GT |
| dtype: float64 |
| - name: Stim6_Feature6_GT |
| dtype: float64 |
| - name: Stim6_Feature1_Detected |
| dtype: float64 |
| - name: Stim6_Feature2_Detected |
| dtype: float64 |
| - name: Stim6_Feature3_Detected |
| dtype: float64 |
| - name: Stim6_Feature4_Detected |
| dtype: float64 |
| - name: Stim6_Feature5_Detected |
| dtype: float64 |
| - name: Stim6_Feature6_Detected |
| dtype: float64 |
| - name: Stim6_Feature1_Clicks |
| dtype: float64 |
| - name: Stim6_Feature2_Clicks |
| dtype: float64 |
| - name: Stim6_Feature3_Clicks |
| dtype: float64 |
| - name: Stim6_Feature4_Clicks |
| dtype: float64 |
| - name: Stim6_Feature5_Clicks |
| dtype: float64 |
| - name: Stim6_Feature6_Clicks |
| dtype: float64 |
| - name: Stim7_StimID |
| dtype: large_string |
| - name: Stim7_TestSampleIdx |
| dtype: int64 |
| - name: Stim7_CorrectAnswer |
| dtype: large_string |
| - name: Stim7_ModelAnswer |
| dtype: large_string |
| - name: Stim7_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim7_TimeSpent |
| dtype: float64 |
| - name: Stim7_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim7_ParticipantAnswer |
| dtype: large_string |
| - name: Stim7_Confidence |
| dtype: float64 |
| - name: Stim7_Feature1_GT |
| dtype: float64 |
| - name: Stim7_Feature2_GT |
| dtype: float64 |
| - name: Stim7_Feature3_GT |
| dtype: float64 |
| - name: Stim7_Feature4_GT |
| dtype: float64 |
| - name: Stim7_Feature5_GT |
| dtype: float64 |
| - name: Stim7_Feature6_GT |
| dtype: float64 |
| - name: Stim7_Feature1_Detected |
| dtype: float64 |
| - name: Stim7_Feature2_Detected |
| dtype: float64 |
| - name: Stim7_Feature3_Detected |
| dtype: float64 |
| - name: Stim7_Feature4_Detected |
| dtype: float64 |
| - name: Stim7_Feature5_Detected |
| dtype: float64 |
| - name: Stim7_Feature6_Detected |
| dtype: float64 |
| - name: Stim7_Feature1_Clicks |
| dtype: float64 |
| - name: Stim7_Feature2_Clicks |
| dtype: float64 |
| - name: Stim7_Feature3_Clicks |
| dtype: float64 |
| - name: Stim7_Feature4_Clicks |
| dtype: float64 |
| - name: Stim7_Feature5_Clicks |
| dtype: float64 |
| - name: Stim7_Feature6_Clicks |
| dtype: float64 |
| - name: Stim8_StimID |
| dtype: large_string |
| - name: Stim8_TestSampleIdx |
| dtype: int64 |
| - name: Stim8_CorrectAnswer |
| dtype: large_string |
| - name: Stim8_ModelAnswer |
| dtype: large_string |
| - name: Stim8_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim8_TimeSpent |
| dtype: float64 |
| - name: Stim8_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim8_ParticipantAnswer |
| dtype: large_string |
| - name: Stim8_Confidence |
| dtype: float64 |
| - name: Stim8_Feature1_GT |
| dtype: float64 |
| - name: Stim8_Feature2_GT |
| dtype: float64 |
| - name: Stim8_Feature3_GT |
| dtype: float64 |
| - name: Stim8_Feature4_GT |
| dtype: float64 |
| - name: Stim8_Feature5_GT |
| dtype: float64 |
| - name: Stim8_Feature6_GT |
| dtype: float64 |
| - name: Stim8_Feature1_Detected |
| dtype: float64 |
| - name: Stim8_Feature2_Detected |
| dtype: float64 |
| - name: Stim8_Feature3_Detected |
| dtype: float64 |
| - name: Stim8_Feature4_Detected |
| dtype: float64 |
| - name: Stim8_Feature5_Detected |
| dtype: float64 |
| - name: Stim8_Feature6_Detected |
| dtype: float64 |
| - name: Stim8_Feature1_Clicks |
| dtype: float64 |
| - name: Stim8_Feature2_Clicks |
| dtype: float64 |
| - name: Stim8_Feature3_Clicks |
| dtype: float64 |
| - name: Stim8_Feature4_Clicks |
| dtype: float64 |
| - name: Stim8_Feature5_Clicks |
| dtype: float64 |
| - name: Stim8_Feature6_Clicks |
| dtype: float64 |
| - name: Stim9_StimID |
| dtype: large_string |
| - name: Stim9_TestSampleIdx |
| dtype: int64 |
| - name: Stim9_CorrectAnswer |
| dtype: large_string |
| - name: Stim9_ModelAnswer |
| dtype: large_string |
| - name: Stim9_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim9_TimeSpent |
| dtype: float64 |
| - name: Stim9_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim9_ParticipantAnswer |
| dtype: large_string |
| - name: Stim9_Confidence |
| dtype: float64 |
| - name: Stim9_Feature1_GT |
| dtype: float64 |
| - name: Stim9_Feature2_GT |
| dtype: float64 |
| - name: Stim9_Feature3_GT |
| dtype: float64 |
| - name: Stim9_Feature4_GT |
| dtype: float64 |
| - name: Stim9_Feature5_GT |
| dtype: float64 |
| - name: Stim9_Feature6_GT |
| dtype: float64 |
| - name: Stim9_Feature1_Detected |
| dtype: float64 |
| - name: Stim9_Feature2_Detected |
| dtype: float64 |
| - name: Stim9_Feature3_Detected |
| dtype: float64 |
| - name: Stim9_Feature4_Detected |
| dtype: float64 |
| - name: Stim9_Feature5_Detected |
| dtype: float64 |
| - name: Stim9_Feature6_Detected |
| dtype: float64 |
| - name: Stim9_Feature1_Clicks |
| dtype: float64 |
| - name: Stim9_Feature2_Clicks |
| dtype: float64 |
| - name: Stim9_Feature3_Clicks |
| dtype: float64 |
| - name: Stim9_Feature4_Clicks |
| dtype: float64 |
| - name: Stim9_Feature5_Clicks |
| dtype: float64 |
| - name: Stim9_Feature6_Clicks |
| dtype: float64 |
| - name: Stim10_StimID |
| dtype: large_string |
| - name: Stim10_TestSampleIdx |
| dtype: int64 |
| - name: Stim10_CorrectAnswer |
| dtype: large_string |
| - name: Stim10_ModelAnswer |
| dtype: large_string |
| - name: Stim10_TimeTabWasLeft |
| dtype: float64 |
| - name: Stim10_TimeSpent |
| dtype: float64 |
| - name: Stim10_TimesAnswerChanged |
| dtype: float64 |
| - name: Stim10_ParticipantAnswer |
| dtype: large_string |
| - name: Stim10_Confidence |
| dtype: float64 |
| - name: Stim10_Feature1_GT |
| dtype: float64 |
| - name: Stim10_Feature2_GT |
| dtype: float64 |
| - name: Stim10_Feature3_GT |
| dtype: float64 |
| - name: Stim10_Feature4_GT |
| dtype: float64 |
| - name: Stim10_Feature5_GT |
| dtype: float64 |
| - name: Stim10_Feature6_GT |
| dtype: float64 |
| - name: Stim10_Feature1_Detected |
| dtype: float64 |
| - name: Stim10_Feature2_Detected |
| dtype: float64 |
| - name: Stim10_Feature3_Detected |
| dtype: float64 |
| - name: Stim10_Feature4_Detected |
| dtype: float64 |
| - name: Stim10_Feature5_Detected |
| dtype: float64 |
| - name: Stim10_Feature6_Detected |
| dtype: float64 |
| - name: Stim10_Feature1_Clicks |
| dtype: float64 |
| - name: Stim10_Feature2_Clicks |
| dtype: float64 |
| - name: Stim10_Feature3_Clicks |
| dtype: float64 |
| - name: Stim10_Feature4_Clicks |
| dtype: float64 |
| - name: Stim10_Feature5_Clicks |
| dtype: float64 |
| - name: Stim10_Feature6_Clicks |
| dtype: float64 |
| - name: AttentionCheck1_StimID |
| dtype: large_string |
| - name: AttentionCheck1_CorrectAnswer |
| dtype: large_string |
| - name: AttentionCheck1_TimeTabWasLeft |
| dtype: float64 |
| - name: AttentionCheck1_TimeSpent |
| dtype: float64 |
| - name: AttentionCheck1_TimesAnswerChanged |
| dtype: float64 |
| - name: AttentionCheck1_ParticipantAnswer |
| dtype: large_string |
| - name: AttentionCheck1_Confidence |
| dtype: float64 |
| - name: AttentionCheck2_StimID |
| dtype: large_string |
| - name: AttentionCheck2_CorrectAnswer |
| dtype: large_string |
| - name: AttentionCheck2_TimeTabWasLeft |
| dtype: float64 |
| - name: AttentionCheck2_TimeSpent |
| dtype: float64 |
| - name: AttentionCheck2_TimesAnswerChanged |
| dtype: float64 |
| - name: AttentionCheck2_ParticipantAnswer |
| dtype: large_string |
| - name: AttentionCheck2_Confidence |
| dtype: float64 |
| - name: TrustQuestionnaire_Q1 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q2 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q3 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q4 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q5 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q6 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q7 |
| dtype: float64 |
| - name: TrustQuestionnaire_Q8 |
| dtype: float64 |
| - name: PastExperience |
| dtype: float64 |
| - name: Finished |
| dtype: large_string |
| splits: |
| - name: test |
| num_bytes: 1649229 |
| num_examples: 568 |
| download_size: 264744 |
| dataset_size: 1649229 |
| configs: |
| - config_name: clean_long |
| data_files: |
| - split: test |
| path: clean_long/test-* |
| - config_name: clean_wide |
| data_files: |
| - split: test |
| path: clean_wide/test-* |
| - config_name: full |
| data_files: |
| - split: test |
| path: full/test-* |
| --- |
| # NWeak/CBM-user-study-cub |
|
|
| Participant responses from the CUB concept-bottleneck user study (Le Conte's |
| Sparrow vs. Savannah Sparrow), 10 stimuli each plus attention checks and a |
| trust questionnaire. Three configs: |
|
|
| - **`full`** (568 participants, one row each): every participant who |
| started the study, as recorded. |
| - **`clean_wide`** (342 participants, one row each): `full` filtered |
| to remove participants who were (a) blank/incomplete, (b) failed |
| `AttentionCheck1`/`AttentionCheck2`, or (c) switched away from the browser tab |
| more than 3 times total across the 10 stimuli (a tab-switching risk |
| heuristic, e.g. possible use of an external tool to answer). |
| - **`clean_long`** (3420 rows, one row per participant-stimulus): the |
| same 342 participants as `clean_wide`, melted to long format. |
| `TimeSpent` is in minutes; `Confidence_Adjusted = abs(Confidence - 7)` folds |
| the 1-13 confidence scale into a direction-independent 0-6 measure. |
|
|
| **The paper analyses the clean configs.** Together with |
| [`NWeak/CBM-user-study-emails`](https://huggingface.co/datasets/NWeak/CBM-user-study-emails)'s |
| `clean_wide`/`clean_long` they give the reported totals of 705 participants and |
| 6,959 observations. |
|
|
| ## Columns |
|
|
| - `ExperimentalCondition`: `NoSupport`, `LabelOnly`, `NonInteractiveConcepts`, |
| or `InteractiveConcepts` (the same four arms, under the same names, as the |
| emails study). |
| - `StimID` / `StimX_StimID` (X = 1..10): the stimulus filename shown. |
| - `TestSampleIdx` / `StimX_TestSampleIdx`: the `sample_idx` into the CUB test |
| split. Join against |
| [`NWeak/cub-mirror`](https://huggingface.co/datasets/NWeak/cub-mirror)'s test |
| split to recover the image, concepts, and label behind any stimulus. `-1` |
| means no stimulus was shown at that position. |
| - `FeatureN_GT` / `FeatureN_Detected` / `FeatureN_Clicks`: per-concept ground |
| truth, model activation, and how many times the participant clicked it. |
|
|
| ```python |
| from datasets import load_dataset |
| |
| full = load_dataset("NWeak/CBM-user-study-cub", "full", split="test") |
| wide = load_dataset("NWeak/CBM-user-study-cub", "clean_wide", split="test") |
| long_ = load_dataset("NWeak/CBM-user-study-cub", "clean_long", split="test") |
| ``` |
|
|
| Participant IDs are sequential integers; no identifying information is present. |
|
|
| ## Ownership and licence |
|
|
| **This dataset is our own work, (c) 2026 the authors, released under |
| CC-BY-4.0.** That covers every participant response, our model's outputs, the |
| experimental design, *and* the concept ground truth. |
|
|
| The six concepts are **not** CUB's official attributes. We defined them for |
| this study (warm-coloured eyebrow, warm-coloured chest, plain sides, crested |
| head, white throat, striped chest) and annotated the stimuli ourselves; |
| `FeatureN_GT` reproduces CUB's own 112 attributes in 0 of 3420 rows, because it |
| is not derived from them. |
|
|
| CUB-200-2011 contributes only two things here: the stimulus images, which are |
| *referenced* by `StimID`/`TestSampleIdx` but not included, and the species |
| label in `CorrectAnswer`. For the images and CUB's official annotations see |
| [`NWeak/cub-mirror`](https://huggingface.co/datasets/NWeak/cub-mirror), which |
| stays under CUB's non-commercial research-use terms (Wah et al., 2011) because |
| we do not own them. |
|
|
| ## Citation |
|
|
| Produced for **[Are Concept Bottleneck Models Effective as Decision-Support |
| Systems?](https://arxiv.org/abs/2608.25581)** (arXiv:2608.25581) -- Bogani, |
| Debole, Marconato, Pugnana, Tentori, Passerini. Code: |
| [github.com/debryu/user-study-CBMs](https://github.com/debryu/user-study-CBMs). |
|
|
