DREAM initial labeling dataset

This repository provides the peer-review-stage public data release for the manuscript:

DREAM: Deployment-Time Priority Stratification, Review Routing, and Threshold Adaptation for Generative AI Incidents

The current release contains the initial incident-level labeling table used as the manuscript input layer. It includes 1,134 generative AI incident records together with the six-dimensional scores Da, A, R, E, Di, and M.

Repository contents

File	Purpose
dream_initial_labels_1134.csv	Public release of the initial 1,134-incident labeling dataset
DATASET_SCHEMA.md	Column-level description of the released dataset
RELEASE_NOTE.md	Release boundary and post-acceptance expansion note
DATA_AVAILABILITY.md	Submission-ready statement of what is released now and what will follow
CHANGELOG.md	Versioned update record for the public data release
LICENSE	Dataset license text for the current public release
CITATION.cff	Machine-readable citation metadata for the repository
SHA256SUMS.txt	SHA256 checksums for the public release files

Data summary

The released CSV contains:

• 1,134 incident records
• six-dimensional scores: Da, A, R, E, Di, M
• incident descriptors including date, title, description, risk domain, and risk subdomain
• completeness and alignment fields retained from the study pipeline

Direct download:

• dream_initial_labels_1134.csv

Complete release package:

• GitHub release page
• DREAM_initial_labeling_dataset_v0.1.0_peer_review.zip

Integrity check

The repository provides SHA256SUMS.txt so users can verify that the downloaded files match the public release.

• SHA256SUMS.txt

Example verification on a local machine:

sha256sum -c SHA256SUMS.txt

Release boundary

This repository currently releases only the initial labeling table used at the manuscript input stage.

It does not yet include the full validation package, expert-panel materials, proxy-validation artifacts, or code.

All remaining data products and code will be released after article acceptance.

Additional release-context documents:

• DATA_AVAILABILITY.md
• CHANGELOG.md

Citation

If you use this repository or dataset, please cite:

• this GitHub repository release
• the associated DREAM manuscript

Citation metadata are provided in CITATION.cff.

License

The dataset materials currently released in this repository are provided under the Creative Commons Attribution 4.0 International license.

This choice is intended for the current data release. If code is added in a later post-acceptance expansion, code files may be marked under a separate software license where appropriate.

Contact

Corresponding author: Jiayin Qi
The Cyberspace Institute of Advanced Technology, Guangzhou University
Email: qijiayin@139.com