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metadata 
dataset_info:
  - config_name: clean_long
    features:
      - name: ID
        dtype: int64
      - name: ExperimentalCondition
        dtype: large_string
      - name: PresentationOrder
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      - name: StimID
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      - name: CorrectAnswer
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      - name: ModelAnswer
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      - name: TimeTabWasLeft
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      - name: TimeSpent
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      - name: TimesAnswerChanged
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      - name: ParticipantAnswer
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      - name: Confidence
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      - name: Feature1_GT
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      - name: Feature2_GT
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      - name: Feature3_GT
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      - name: Feature4_GT
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      - name: Feature5_Detected
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      - name: Feature6_Detected
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      - name: Feature1_Clicks
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      - name: Feature2_Clicks
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      - name: Feature3_Clicks
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      - name: Feature4_Clicks
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      - name: Feature5_Clicks
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      - name: Feature6_Clicks
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      - name: Interactions
        dtype: int64
      - name: ParticipantAnswerCorrect
        dtype: int64
      - name: ModelAnswerCorrect
        dtype: int64
      - name: Confidence_Adjusted
        dtype: int64
    splits:
      - name: test
        num_bytes: 988943
        num_examples: 3539
    download_size: 80911
    dataset_size: 988943
  - config_name: clean_wide
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      - name: test
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      - 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: 1198000
        num_examples: 417
    download_size: 248810
    dataset_size: 1198000
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-*
license: cc-by-4.0
tags:
  - concept-bottleneck-models
  - phishing-detection
  - user-study

NWeak/CBM-user-study-emails

Participant responses from the emails concept-bottleneck user study. Three configs:

  • full (417 participants, one row each): every participant, as originally recorded. ExperimentalCondition: LabelOnly, NonInteractiveConcepts, InteractiveConcepts, or NoSupport.
  • clean_wide (363 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). Kept participants' values are otherwise byte-identical to full, except stimulus 268's columns are blanked in place (slot position preserved) for participants who saw it -- see the 263/268 note below.
  • clean_long (3539 rows, one row per participant-stimulus, main 10 stimuli only): the same 363 participants as clean_wide, melted to long format. TimeSpent is in minutes (raw_ms / 60000); Confidence_Adjusted = abs(Confidence - 7) folds the 1-13 confidence scale into a direction-independent 0-6 measure. Stimulus 268 rows are fully absent here (not just blanked).

Known issue (stimuli 263/268): due to a human error, the model activations actually shown to participants for stimuli 263 and 268 did not match the model's real output. 268 also flipped which concepts were active (materially different information shown) -- all full observations for 268 are blanked out in clean_wide/clean_long. 263's error preserved the same binary concept pattern (values differ, signs don't), so its observations were kept; its GT is correct, only its recorded activations are unreliable. Full root-cause writeup in this repo's emails/DATASET_NOTES.md and emails/PARTICIPANT_DATA_REPORT.md.

Ownership and licence

The participant data is our own work, (c) 2026 the authors, released under CC-BY-4.0. That covers every participant response (answers, confidence, timings, concept clicks, answer changes, tab-switching), our model's outputs (ModelAnswer, FeatureN_Detected), and the experimental design.

One exception: the FeatureN_GT columns are our six-concept merge of the emotion and motivation annotations in Toth, Bisztray and Dubniczky's PhishingSpamDataSet (arXiv:2511.21448), CC-BY-4.0, so their attribution requirement reaches those columns. The email text itself is not included here. Please cite them alongside our paper.

See NWeak/emails-mirror for the email data itself and NWeak/emails-user-study for our model's own computed activations/predictions (a different dataset from this one -- that one is model output, this one is participant responses).

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.