Are Concept Bottleneck Models Effective as Decision-Support Systems?
Paper • 2608.25581 • Published
ID int64 | ExperimentalCondition large_string | PresentationOrder int64 | StimID large_string | TestSampleIdx int64 | CorrectAnswer int64 | ModelAnswer int64 | TimeTabWasLeft int64 | TimeSpent float64 | TimesAnswerChanged int64 | ParticipantAnswer int64 | Confidence int64 | Feature1_GT int64 | Feature2_GT int64 | Feature3_GT int64 | Feature4_GT int64 | Feature5_GT int64 | Feature6_GT int64 | Feature1_Detected float64 | Feature2_Detected float64 | Feature3_Detected float64 | Feature4_Detected float64 | Feature5_Detected float64 | Feature6_Detected float64 | Feature1_Clicks float64 | Feature2_Clicks float64 | Feature3_Clicks float64 | Feature4_Clicks float64 | Feature5_Clicks float64 | Feature6_Clicks float64 | Interactions int64 | ParticipantAnswerCorrect int64 | ModelAnswerCorrect int64 | Confidence_Adjusted int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | InteractiveConcepts | 1 | 1_003531_Final2.png | 3,531 | 0 | 0 | 0 | 0.397983 | 0 | 0 | 4 | 1 | 1 | 1 | 0 | 0 | 0 | -0.307348 | 0.808454 | -0.26047 | -0.216692 | -0.880043 | -0.040553 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 3 |
1 | InteractiveConcepts | 2 | 1_003622_Final2.png | 3,622 | 1 | 1 | 0 | 0.253283 | 0 | 1 | 10 | 1 | 0 | 0 | 1 | 1 | 1 | 0.118894 | -0.251659 | -0.834679 | -0.469766 | 0.108312 | 0.633156 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 3 |
1 | InteractiveConcepts | 3 | 1_003543_Final2.png | 3,543 | 0 | 0 | 0 | 0.36475 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | -0.408741 | 0.286824 | 0.094447 | -0.184542 | -0.743972 | -0.101421 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 4 |
1 | InteractiveConcepts | 4 | 1_003636_Final2.png | 3,636 | 1 | 1 | 0 | 0.3635 | 0 | 0 | 6 | 1 | 0 | 0 | 0 | 0 | 1 | 0.830233 | 0.186377 | -0.344324 | -0.261256 | 0.478711 | 0.862806 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 |
1 | InteractiveConcepts | 5 | 1_003630_Final2.png | 3,630 | 1 | 1 | 0 | 0.188817 | 0 | 1 | 10 | 1 | 0 | 0 | 1 | 1 | 1 | 0.117565 | -0.172348 | -0.735214 | 0.048897 | 0.454956 | 0.685245 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3 |
1 | InteractiveConcepts | 6 | 1_003526_Final2.png | 3,526 | 0 | 0 | 0 | 0.19845 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | -0.597822 | 0.798081 | -0.297999 | -0.596666 | -0.793927 | 0.775163 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 4 |
1 | InteractiveConcepts | 7 | 0_003618_Final2.png | 3,618 | 1 | 0 | 0 | 0.225483 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 1 | 1 | 0.329508 | 0.129453 | -0.400893 | -0.398499 | 0.294406 | 0.026512 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
1 | InteractiveConcepts | 8 | 1_003527_Final2.png | 3,527 | 0 | 0 | 0 | 0.249467 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 0.519638 | 0.872389 | -0.293233 | -0.659006 | -0.91162 | 0.80488 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 4 |
1 | InteractiveConcepts | 9 | 0_003540_Final2.png | 3,540 | 0 | 1 | 0 | 0.260767 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | -0.421307 | 0.548552 | -0.31149 | 0.64673 | 0.094353 | 0.603999 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 5 |
1 | InteractiveConcepts | 10 | 1_003609_Final2.png | 3,609 | 1 | 1 | 0 | 0.299783 | 0 | 1 | 10 | 1 | 0 | 0 | 0 | 1 | 1 | 0.76606 | -0.020602 | -0.542381 | -0.35666 | 0.614082 | 0.68204 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 3 |
2 | NonInteractiveConcepts | 1 | 1_003521_Final2.png | 3,521 | 0 | 0 | 0 | 0.303367 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0.688568 | 0.938923 | -0.339498 | -0.419494 | -0.843631 | 0.874307 | null | null | null | null | null | null | 0 | 1 | 1 | 5 |
2 | NonInteractiveConcepts | 2 | 1_003630_Final2.png | 3,630 | 1 | 1 | 0 | 0.16475 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.117565 | -0.172348 | -0.735214 | 0.048897 | 0.454956 | 0.685245 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
2 | NonInteractiveConcepts | 3 | 1_003526_Final2.png | 3,526 | 0 | 0 | 0 | 0.894633 | 0 | 1 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | -0.597822 | 0.798081 | -0.297999 | -0.596666 | -0.793927 | 0.775163 | null | null | null | null | null | null | 0 | 0 | 1 | 4 |
2 | NonInteractiveConcepts | 4 | 1_003524_Final2.png | 3,524 | 0 | 0 | 0 | 0.186433 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0.03952 | 0.795539 | 0.244099 | -0.31276 | -0.762518 | 0.209575 | null | null | null | null | null | null | 0 | 1 | 1 | 5 |
2 | NonInteractiveConcepts | 5 | 0_003618_Final2.png | 3,618 | 1 | 0 | 0 | 0.8449 | 0 | 1 | 10 | 1 | 0 | 0 | 0 | 1 | 1 | 0.329508 | 0.129453 | -0.400893 | -0.398499 | 0.294406 | 0.026512 | null | null | null | null | null | null | 0 | 1 | 0 | 3 |
2 | NonInteractiveConcepts | 6 | 1_003622_Final2.png | 3,622 | 1 | 1 | 0 | 0.19425 | 0 | 1 | 12 | 1 | 0 | 0 | 1 | 1 | 1 | 0.118894 | -0.251659 | -0.834679 | -0.469766 | 0.108312 | 0.633156 | null | null | null | null | null | null | 0 | 1 | 1 | 5 |
2 | NonInteractiveConcepts | 7 | 0_003537_Final2.png | 3,537 | 0 | 1 | 0 | 0.28565 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | -0.431339 | 0.58031 | -0.393048 | 0.336418 | -0.346019 | 0.724492 | null | null | null | null | null | null | 0 | 1 | 0 | 4 |
2 | NonInteractiveConcepts | 8 | 1_003527_Final2.png | 3,527 | 0 | 0 | 0 | 0.1393 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0.519638 | 0.872389 | -0.293233 | -0.659006 | -0.91162 | 0.80488 | null | null | null | null | null | null | 0 | 1 | 1 | 5 |
2 | NonInteractiveConcepts | 9 | 1_003627_Final2.png | 3,627 | 1 | 1 | 0 | 0.16345 | 0 | 1 | 12 | 1 | 0 | 0 | 1 | 1 | 1 | 0.333184 | -0.196888 | -0.791866 | 0.430663 | 0.56175 | 0.862626 | null | null | null | null | null | null | 0 | 1 | 1 | 5 |
2 | NonInteractiveConcepts | 10 | 1_003609_Final2.png | 3,609 | 1 | 1 | 0 | 0.302633 | 0 | 1 | 11 | 1 | 0 | 0 | 0 | 1 | 1 | 0.76606 | -0.020602 | -0.542381 | -0.35666 | 0.614082 | 0.68204 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
6 | InteractiveConcepts | 1 | 1_003623_Final2.png | 3,623 | 1 | 1 | 0 | 0.389867 | 0 | 1 | 8 | 1 | 0 | 0 | 0 | 1 | 1 | -0.232908 | -0.572272 | -0.416483 | -0.651269 | 0.353859 | -0.125609 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 |
6 | InteractiveConcepts | 2 | 0_003537_Final2.png | 3,537 | 0 | 1 | 0 | 0.331533 | 0 | 0 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | -0.431339 | 0.58031 | -0.393048 | 0.336418 | -0.346019 | 0.724492 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3 |
6 | InteractiveConcepts | 3 | 1_003526_Final2.png | 3,526 | 0 | 0 | 0 | 0.194017 | 0 | 0 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | -0.597822 | 0.798081 | -0.297999 | -0.596666 | -0.793927 | 0.775163 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 |
6 | InteractiveConcepts | 4 | 1_003539_Final2.png | 3,539 | 0 | 0 | 0 | 0.185017 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0.467838 | 0.81988 | 0.691533 | 0.615044 | -0.40032 | 0.460705 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
6 | InteractiveConcepts | 5 | 1_003622_Final2.png | 3,622 | 1 | 1 | 0 | 0.57805 | 0 | 1 | 7 | 1 | 0 | 0 | 1 | 1 | 1 | 0.118894 | -0.251659 | -0.834679 | -0.469766 | 0.108312 | 0.633156 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
6 | InteractiveConcepts | 6 | 1_003531_Final2.png | 3,531 | 0 | 0 | 0 | 0.1205 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | -0.307348 | 0.808454 | -0.26047 | -0.216692 | -0.880043 | -0.040553 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
6 | InteractiveConcepts | 7 | 1_003629_Final2.png | 3,629 | 1 | 1 | 0 | 0.471167 | 0 | 1 | 11 | 1 | 0 | 0 | 1 | 1 | 1 | 0.263754 | -0.304162 | -0.527835 | -0.886494 | 0.169974 | 0.151943 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 4 |
6 | InteractiveConcepts | 8 | 1_003627_Final2.png | 3,627 | 1 | 1 | 0 | 0.26415 | 0 | 1 | 11 | 1 | 0 | 0 | 1 | 1 | 1 | 0.333184 | -0.196888 | -0.791866 | 0.430663 | 0.56175 | 0.862626 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 4 |
6 | InteractiveConcepts | 9 | 1_003532_Final2.png | 3,532 | 0 | 0 | 0 | 0.129267 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0.097711 | 0.973492 | -0.101537 | -0.531231 | -0.887267 | 0.765974 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
6 | InteractiveConcepts | 10 | 0_003618_Final2.png | 3,618 | 1 | 0 | 0 | 0.247967 | 0 | 0 | 6 | 1 | 0 | 0 | 0 | 1 | 1 | 0.329508 | 0.129453 | -0.400893 | -0.398499 | 0.294406 | 0.026512 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
7 | LabelOnly | 1 | 1_003609_Final2.png | 3,609 | 1 | 1 | 0 | 0.377483 | 0 | 1 | 11 | 1 | 0 | 0 | 0 | 1 | 1 | 0.76606 | -0.020602 | -0.542381 | -0.35666 | 0.614082 | 0.68204 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
7 | LabelOnly | 2 | 1_003521_Final2.png | 3,521 | 0 | 0 | 0 | 0.5143 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 0.688568 | 0.938923 | -0.339498 | -0.419494 | -0.843631 | 0.874307 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
7 | LabelOnly | 3 | 1_003526_Final2.png | 3,526 | 0 | 0 | 0 | 1.087033 | 0 | 0 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | -0.597822 | 0.798081 | -0.297999 | -0.596666 | -0.793927 | 0.775163 | null | null | null | null | null | null | 0 | 1 | 1 | 2 |
7 | LabelOnly | 4 | 0_003537_Final2.png | 3,537 | 0 | 1 | 0 | 1.200967 | 0 | 1 | 9 | 1 | 1 | 0 | 0 | 0 | 0 | -0.431339 | 0.58031 | -0.393048 | 0.336418 | -0.346019 | 0.724492 | null | null | null | null | null | null | 0 | 0 | 0 | 2 |
7 | LabelOnly | 5 | 1_003636_Final2.png | 3,636 | 1 | 1 | 0 | 0.155583 | 0 | 1 | 9 | 1 | 0 | 0 | 0 | 0 | 1 | 0.830233 | 0.186377 | -0.344324 | -0.261256 | 0.478711 | 0.862806 | null | null | null | null | null | null | 0 | 1 | 1 | 2 |
7 | LabelOnly | 6 | 1_003543_Final2.png | 3,543 | 0 | 0 | 0 | 0.383517 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | -0.408741 | 0.286824 | 0.094447 | -0.184542 | -0.743972 | -0.101421 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
7 | LabelOnly | 7 | 1_003527_Final2.png | 3,527 | 0 | 0 | 0 | 0.128883 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 0.519638 | 0.872389 | -0.293233 | -0.659006 | -0.91162 | 0.80488 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
7 | LabelOnly | 8 | 1_003629_Final2.png | 3,629 | 1 | 1 | 0 | 0.174017 | 0 | 1 | 11 | 1 | 0 | 0 | 1 | 1 | 1 | 0.263754 | -0.304162 | -0.527835 | -0.886494 | 0.169974 | 0.151943 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
7 | LabelOnly | 9 | 0_003618_Final2.png | 3,618 | 1 | 0 | 0 | 1.316917 | 0 | 1 | 8 | 1 | 0 | 0 | 0 | 1 | 1 | 0.329508 | 0.129453 | -0.400893 | -0.398499 | 0.294406 | 0.026512 | null | null | null | null | null | null | 0 | 1 | 0 | 1 |
7 | LabelOnly | 10 | 1_003623_Final2.png | 3,623 | 1 | 1 | 0 | 0.202067 | 0 | 1 | 9 | 1 | 0 | 0 | 0 | 1 | 1 | -0.232908 | -0.572272 | -0.416483 | -0.651269 | 0.353859 | -0.125609 | null | null | null | null | null | null | 0 | 1 | 1 | 2 |
8 | InteractiveConcepts | 1 | 1_003629_Final2.png | 3,629 | 1 | 1 | 0 | 0.258083 | 0 | 1 | 9 | 1 | 0 | 0 | 1 | 1 | 1 | 0.263754 | -0.304162 | -0.527835 | -0.886494 | 0.169974 | 0.151943 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 |
8 | InteractiveConcepts | 2 | 0_003618_Final2.png | 3,618 | 1 | 0 | 0 | 0.257767 | 0 | 0 | 5 | 1 | 0 | 0 | 0 | 1 | 1 | 0.329508 | 0.129453 | -0.400893 | -0.398499 | 0.294406 | 0.026512 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
8 | InteractiveConcepts | 3 | 1_003539_Final2.png | 3,539 | 0 | 0 | 0 | 0.194833 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0.467838 | 0.81988 | 0.691533 | 0.615044 | -0.40032 | 0.460705 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
8 | InteractiveConcepts | 4 | 1_003527_Final2.png | 3,527 | 0 | 0 | 0 | 0.168217 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0.519638 | 0.872389 | -0.293233 | -0.659006 | -0.91162 | 0.80488 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
8 | InteractiveConcepts | 5 | 0_003537_Final2.png | 3,537 | 0 | 1 | 0 | 0.336883 | 0 | 1 | 8 | 1 | 1 | 0 | 0 | 0 | 0 | -0.431339 | 0.58031 | -0.393048 | 0.336418 | -0.346019 | 0.724492 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
8 | InteractiveConcepts | 6 | 1_003526_Final2.png | 3,526 | 0 | 0 | 0 | 0.224317 | 0 | 1 | 9 | 1 | 1 | 0 | 0 | 0 | 0 | -0.597822 | 0.798081 | -0.297999 | -0.596666 | -0.793927 | 0.775163 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
8 | InteractiveConcepts | 7 | 1_003636_Final2.png | 3,636 | 1 | 1 | 0 | 0.401967 | 0 | 1 | 8 | 1 | 0 | 0 | 0 | 0 | 1 | 0.830233 | 0.186377 | -0.344324 | -0.261256 | 0.478711 | 0.862806 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 |
8 | InteractiveConcepts | 8 | 1_003633_Final2.png | 3,633 | 1 | 1 | 0 | 0.173133 | 0 | 1 | 11 | 0 | 0 | 0 | 1 | 1 | 1 | 0.521302 | -0.388917 | -0.937741 | -0.531996 | 0.394741 | 0.874948 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 4 |
8 | InteractiveConcepts | 9 | 1_003623_Final2.png | 3,623 | 1 | 1 | 0 | 0.189517 | 0 | 0 | 6 | 1 | 0 | 0 | 0 | 1 | 1 | -0.232908 | -0.572272 | -0.416483 | -0.651269 | 0.353859 | -0.125609 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
8 | InteractiveConcepts | 10 | 1_003531_Final2.png | 3,531 | 0 | 0 | 0 | 0.17155 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | -0.307348 | 0.808454 | -0.26047 | -0.216692 | -0.880043 | -0.040553 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
9 | InteractiveConcepts | 1 | 1_003524_Final2.png | 3,524 | 0 | 0 | 0 | 0.89575 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0.03952 | 0.795539 | 0.244099 | -0.31276 | -0.762518 | 0.209575 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
9 | InteractiveConcepts | 2 | 1_003627_Final2.png | 3,627 | 1 | 1 | 0 | 0.505833 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.333184 | -0.196888 | -0.791866 | 0.430663 | 0.56175 | 0.862626 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
9 | InteractiveConcepts | 3 | 1_003521_Final2.png | 3,521 | 0 | 0 | 0 | 0.251017 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0.688568 | 0.938923 | -0.339498 | -0.419494 | -0.843631 | 0.874307 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
9 | InteractiveConcepts | 4 | 1_003539_Final2.png | 3,539 | 0 | 0 | 0 | 0.474933 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0.467838 | 0.81988 | 0.691533 | 0.615044 | -0.40032 | 0.460705 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
9 | InteractiveConcepts | 5 | 0_003608_Final2.png | 3,608 | 1 | 0 | 0 | 0.220383 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.533522 | 0.504568 | -0.213355 | -0.067278 | -0.128787 | 0.850921 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 |
9 | InteractiveConcepts | 6 | 1_003629_Final2.png | 3,629 | 1 | 1 | 0 | 0.349083 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.263754 | -0.304162 | -0.527835 | -0.886494 | 0.169974 | 0.151943 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
9 | InteractiveConcepts | 7 | 1_003623_Final2.png | 3,623 | 1 | 1 | 0 | 0.349033 | 0 | 1 | 13 | 1 | 0 | 0 | 0 | 1 | 1 | -0.232908 | -0.572272 | -0.416483 | -0.651269 | 0.353859 | -0.125609 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
9 | InteractiveConcepts | 8 | 1_003532_Final2.png | 3,532 | 0 | 0 | 0 | 0.302 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0.097711 | 0.973492 | -0.101537 | -0.531231 | -0.887267 | 0.765974 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
9 | InteractiveConcepts | 9 | 0_003537_Final2.png | 3,537 | 0 | 1 | 0 | 0.3622 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | -0.431339 | 0.58031 | -0.393048 | 0.336418 | -0.346019 | 0.724492 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 |
9 | InteractiveConcepts | 10 | 1_003633_Final2.png | 3,633 | 1 | 1 | 0 | 0.184233 | 0 | 1 | 13 | 0 | 0 | 0 | 1 | 1 | 1 | 0.521302 | -0.388917 | -0.937741 | -0.531996 | 0.394741 | 0.874948 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
12 | InteractiveConcepts | 1 | 1_003630_Final2.png | 3,630 | 1 | 1 | 0 | 0.670717 | 0 | 1 | 12 | 1 | 0 | 0 | 1 | 1 | 1 | 0.117565 | -0.172348 | -0.735214 | 0.048897 | 0.454956 | 0.685245 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
12 | InteractiveConcepts | 2 | 1_003629_Final2.png | 3,629 | 1 | 1 | 0 | 1.08965 | 0 | 1 | 12 | 1 | 0 | 0 | 1 | 1 | 1 | 0.263754 | -0.304162 | -0.527835 | -0.886494 | 0.169974 | 0.151943 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
12 | InteractiveConcepts | 3 | 0_003540_Final2.png | 3,540 | 0 | 1 | 0 | 1.666183 | 0 | 1 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | -0.421307 | 0.548552 | -0.31149 | 0.64673 | 0.094353 | 0.603999 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
12 | InteractiveConcepts | 4 | 1_003543_Final2.png | 3,543 | 0 | 0 | 0 | 0.559667 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | -0.408741 | 0.286824 | 0.094447 | -0.184542 | -0.743972 | -0.101421 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
12 | InteractiveConcepts | 5 | 1_003623_Final2.png | 3,623 | 1 | 1 | 0 | 0.491567 | 0 | 1 | 12 | 1 | 0 | 0 | 0 | 1 | 1 | -0.232908 | -0.572272 | -0.416483 | -0.651269 | 0.353859 | -0.125609 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
12 | InteractiveConcepts | 6 | 1_003521_Final2.png | 3,521 | 0 | 0 | 0 | 0.443033 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0.688568 | 0.938923 | -0.339498 | -0.419494 | -0.843631 | 0.874307 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
12 | InteractiveConcepts | 7 | 1_003532_Final2.png | 3,532 | 0 | 0 | 0 | 0.4743 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0.097711 | 0.973492 | -0.101537 | -0.531231 | -0.887267 | 0.765974 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 |
12 | InteractiveConcepts | 8 | 0_003608_Final2.png | 3,608 | 1 | 0 | 0 | 0.52665 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.533522 | 0.504568 | -0.213355 | -0.067278 | -0.128787 | 0.850921 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 |
12 | InteractiveConcepts | 9 | 1_003627_Final2.png | 3,627 | 1 | 1 | 0 | 0.472783 | 0 | 1 | 12 | 1 | 0 | 0 | 1 | 1 | 1 | 0.333184 | -0.196888 | -0.791866 | 0.430663 | 0.56175 | 0.862626 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
12 | InteractiveConcepts | 10 | 1_003527_Final2.png | 3,527 | 0 | 0 | 0 | 0.46965 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0.519638 | 0.872389 | -0.293233 | -0.659006 | -0.91162 | 0.80488 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 |
14 | NonInteractiveConcepts | 1 | 1_003526_Final2.png | 3,526 | 0 | 0 | 0 | 0.631883 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | -0.597822 | 0.798081 | -0.297999 | -0.596666 | -0.793927 | 0.775163 | null | null | null | null | null | null | 0 | 1 | 1 | 5 |
14 | NonInteractiveConcepts | 2 | 1_003627_Final2.png | 3,627 | 1 | 1 | 0 | 0.381633 | 0 | 0 | 3 | 1 | 0 | 0 | 1 | 1 | 1 | 0.333184 | -0.196888 | -0.791866 | 0.430663 | 0.56175 | 0.862626 | null | null | null | null | null | null | 0 | 0 | 1 | 4 |
14 | NonInteractiveConcepts | 3 | 1_003633_Final2.png | 3,633 | 1 | 1 | 0 | 0.370633 | 0 | 1 | 12 | 0 | 0 | 0 | 1 | 1 | 1 | 0.521302 | -0.388917 | -0.937741 | -0.531996 | 0.394741 | 0.874948 | null | null | null | null | null | null | 0 | 1 | 1 | 5 |
14 | NonInteractiveConcepts | 4 | 1_003623_Final2.png | 3,623 | 1 | 1 | 0 | 0.3295 | 0 | 1 | 11 | 1 | 0 | 0 | 0 | 1 | 1 | -0.232908 | -0.572272 | -0.416483 | -0.651269 | 0.353859 | -0.125609 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
14 | NonInteractiveConcepts | 5 | 0_003618_Final2.png | 3,618 | 1 | 0 | 0 | 0.38925 | 0 | 1 | 8 | 1 | 0 | 0 | 0 | 1 | 1 | 0.329508 | 0.129453 | -0.400893 | -0.398499 | 0.294406 | 0.026512 | null | null | null | null | null | null | 0 | 1 | 0 | 1 |
14 | NonInteractiveConcepts | 6 | 1_003524_Final2.png | 3,524 | 0 | 0 | 0 | 0.299017 | 0 | 0 | 3 | 1 | 1 | 1 | 0 | 0 | 0 | 0.03952 | 0.795539 | 0.244099 | -0.31276 | -0.762518 | 0.209575 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
14 | NonInteractiveConcepts | 7 | 1_003527_Final2.png | 3,527 | 0 | 0 | 0 | 0.213083 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0.519638 | 0.872389 | -0.293233 | -0.659006 | -0.91162 | 0.80488 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
14 | NonInteractiveConcepts | 8 | 0_003540_Final2.png | 3,540 | 0 | 1 | 0 | 0.333367 | 0 | 1 | 8 | 1 | 1 | 0 | 0 | 0 | 0 | -0.421307 | 0.548552 | -0.31149 | 0.64673 | 0.094353 | 0.603999 | null | null | null | null | null | null | 0 | 0 | 0 | 1 |
14 | NonInteractiveConcepts | 9 | 1_003543_Final2.png | 3,543 | 0 | 0 | 0 | 0.323 | 0 | 0 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | -0.408741 | 0.286824 | 0.094447 | -0.184542 | -0.743972 | -0.101421 | null | null | null | null | null | null | 0 | 1 | 1 | 2 |
14 | NonInteractiveConcepts | 10 | 1_003636_Final2.png | 3,636 | 1 | 1 | 0 | 0.217917 | 0 | 1 | 11 | 1 | 0 | 0 | 0 | 0 | 1 | 0.830233 | 0.186377 | -0.344324 | -0.261256 | 0.478711 | 0.862806 | null | null | null | null | null | null | 0 | 1 | 1 | 4 |
16 | NonInteractiveConcepts | 1 | 1_003633_Final2.png | 3,633 | 1 | 1 | 0 | 0.242683 | 0 | 1 | 10 | 0 | 0 | 0 | 1 | 1 | 1 | 0.521302 | -0.388917 | -0.937741 | -0.531996 | 0.394741 | 0.874948 | null | null | null | null | null | null | 0 | 1 | 1 | 3 |
16 | NonInteractiveConcepts | 2 | 1_003623_Final2.png | 3,623 | 1 | 1 | 0 | 0.174433 | 0 | 1 | 10 | 1 | 0 | 0 | 0 | 1 | 1 | -0.232908 | -0.572272 | -0.416483 | -0.651269 | 0.353859 | -0.125609 | null | null | null | null | null | null | 0 | 1 | 1 | 3 |
16 | NonInteractiveConcepts | 3 | 1_003524_Final2.png | 3,524 | 0 | 0 | 0 | 0.184483 | 0 | 0 | 4 | 1 | 1 | 1 | 0 | 0 | 0 | 0.03952 | 0.795539 | 0.244099 | -0.31276 | -0.762518 | 0.209575 | null | null | null | null | null | null | 0 | 1 | 1 | 3 |
16 | NonInteractiveConcepts | 4 | 1_003636_Final2.png | 3,636 | 1 | 1 | 0 | 0.3771 | 0 | 0 | 5 | 1 | 0 | 0 | 0 | 0 | 1 | 0.830233 | 0.186377 | -0.344324 | -0.261256 | 0.478711 | 0.862806 | null | null | null | null | null | null | 0 | 0 | 1 | 2 |
16 | NonInteractiveConcepts | 5 | 1_003630_Final2.png | 3,630 | 1 | 1 | 0 | 0.20045 | 0 | 1 | 10 | 1 | 0 | 0 | 1 | 1 | 1 | 0.117565 | -0.172348 | -0.735214 | 0.048897 | 0.454956 | 0.685245 | null | null | null | null | null | null | 0 | 1 | 1 | 3 |
16 | NonInteractiveConcepts | 6 | 0_003540_Final2.png | 3,540 | 0 | 1 | 0 | 0.151533 | 0 | 1 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | -0.421307 | 0.548552 | -0.31149 | 0.64673 | 0.094353 | 0.603999 | null | null | null | null | null | null | 0 | 0 | 0 | 4 |
16 | NonInteractiveConcepts | 7 | 1_003521_Final2.png | 3,521 | 0 | 0 | 0 | 0.1561 | 0 | 0 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | 0.688568 | 0.938923 | -0.339498 | -0.419494 | -0.843631 | 0.874307 | null | null | null | null | null | null | 0 | 1 | 1 | 3 |
16 | NonInteractiveConcepts | 8 | 0_003608_Final2.png | 3,608 | 1 | 0 | 0 | 0.32675 | 0 | 0 | 4 | 1 | 0 | 0 | 1 | 1 | 1 | 0.533522 | 0.504568 | -0.213355 | -0.067278 | -0.128787 | 0.850921 | null | null | null | null | null | null | 0 | 0 | 0 | 3 |
16 | NonInteractiveConcepts | 9 | 1_003527_Final2.png | 3,527 | 0 | 0 | 0 | 0.156583 | 0 | 0 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | 0.519638 | 0.872389 | -0.293233 | -0.659006 | -0.91162 | 0.80488 | null | null | null | null | null | null | 0 | 1 | 1 | 3 |
16 | NonInteractiveConcepts | 10 | 1_003531_Final2.png | 3,531 | 0 | 0 | 0 | 0.268867 | 0 | 0 | 4 | 1 | 1 | 1 | 0 | 0 | 0 | -0.307348 | 0.808454 | -0.26047 | -0.216692 | -0.880043 | -0.040553 | null | null | null | null | null | null | 0 | 1 | 1 | 3 |
19 | NonInteractiveConcepts | 1 | 1_003521_Final2.png | 3,521 | 0 | 0 | 0 | 0.623017 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0.688568 | 0.938923 | -0.339498 | -0.419494 | -0.843631 | 0.874307 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
19 | NonInteractiveConcepts | 2 | 1_003609_Final2.png | 3,609 | 1 | 1 | 0 | 0.48575 | 0 | 1 | 13 | 1 | 0 | 0 | 0 | 1 | 1 | 0.76606 | -0.020602 | -0.542381 | -0.35666 | 0.614082 | 0.68204 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
19 | NonInteractiveConcepts | 3 | 0_003608_Final2.png | 3,608 | 1 | 0 | 0 | 0.368683 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0.533522 | 0.504568 | -0.213355 | -0.067278 | -0.128787 | 0.850921 | null | null | null | null | null | null | 0 | 0 | 0 | 6 |
19 | NonInteractiveConcepts | 4 | 1_003630_Final2.png | 3,630 | 1 | 1 | 0 | 0.191467 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.117565 | -0.172348 | -0.735214 | 0.048897 | 0.454956 | 0.685245 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
19 | NonInteractiveConcepts | 5 | 1_003629_Final2.png | 3,629 | 1 | 1 | 0 | 0.1588 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.263754 | -0.304162 | -0.527835 | -0.886494 | 0.169974 | 0.151943 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
19 | NonInteractiveConcepts | 6 | 1_003539_Final2.png | 3,539 | 0 | 0 | 0 | 0.48135 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0.467838 | 0.81988 | 0.691533 | 0.615044 | -0.40032 | 0.460705 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
19 | NonInteractiveConcepts | 7 | 1_003532_Final2.png | 3,532 | 0 | 0 | 0 | 0.189383 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0.097711 | 0.973492 | -0.101537 | -0.531231 | -0.887267 | 0.765974 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
19 | NonInteractiveConcepts | 8 | 1_003622_Final2.png | 3,622 | 1 | 1 | 0 | 0.18665 | 0 | 1 | 13 | 1 | 0 | 0 | 1 | 1 | 1 | 0.118894 | -0.251659 | -0.834679 | -0.469766 | 0.108312 | 0.633156 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
19 | NonInteractiveConcepts | 9 | 0_003537_Final2.png | 3,537 | 0 | 1 | 0 | 0.197233 | 0 | 1 | 13 | 1 | 1 | 0 | 0 | 0 | 0 | -0.431339 | 0.58031 | -0.393048 | 0.336418 | -0.346019 | 0.724492 | null | null | null | null | null | null | 0 | 0 | 0 | 6 |
19 | NonInteractiveConcepts | 10 | 1_003531_Final2.png | 3,531 | 0 | 0 | 0 | 0.3247 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | -0.307348 | 0.808454 | -0.26047 | -0.216692 | -0.880043 | -0.040553 | null | null | null | null | null | null | 0 | 1 | 1 | 6 |
End of preview. Expand in Data Studio
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):fullfiltered to remove participants who were (a) blank/incomplete, (b) failedAttentionCheck1/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 asclean_wide, melted to long format.TimeSpentis 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's
clean_wide/clean_long they give the reported totals of 705 participants and
6,959 observations.
Columns
ExperimentalCondition:NoSupport,LabelOnly,NonInteractiveConcepts, orInteractiveConcepts(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: thesample_idxinto the CUB test split. Join againstNWeak/cub-mirror's test split to recover the image, concepts, and label behind any stimulus.-1means 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.
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, 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? (arXiv:2608.25581) -- Bogani, Debole, Marconato, Pugnana, Tentori, Passerini. Code: github.com/debryu/user-study-CBMs.
- Downloads last month
- 11