What is data provenance?

Definition

Data provenance creates a traceable history for information. It can record source identity, creation time, transformations, model involvement, editors, tools, versions, and transfers so later users can evaluate origin and handling.

For generated content, provenance can provide stronger context than a detector alone because it documents events rather than inferring them only from the final text. Its reliability still depends on trustworthy records, intact links, secure signing, and honest coverage of the workflow.

ELI5

Data provenance is the history of where information came from and how it changed. It connects a result to its sources, versions, transformations, and validation steps.

For example, a research claim can record the original paper, the table used, the extraction method, and later corrections. A reviewer can then trace the claim back to evidence instead of trusting a summary with no visible source.

What can a provenance record contain?

It can contain sources, timestamps, creators, tools, model involvement, transformations, versions, approvals, signatures, and transfers.

Is provenance the same as content detection?

No. Provenance records origin and handling events, while detection usually infers likely origin from signals in the finished material.

  1. Adit Abraham in a blue shirt holds open palms beside the blue-and-white headline “DOCUMENTS TO AGENTS” on a black background.
  2. A flat document fingerprint beside the words AI Text Leaves a Trace
  3. Rachna Srivastava beside the headline Air Gapped AI Fortress in attention blue and white
  4. Bad Sources Look Legit beside a flat citation warning illustration
  5. Anna Spysz gesturing toward the words Agents Learn to Pay
  6. Blue and white OPUS EVALUATION LIMITS headline beside a white balance scale holding a blue circle and check symbol on black.
  7. A flat attention-blue alert symbol on a black background beside the headline ‘AI SAFETY VS PROGRESS’.
  8. A flat attention-blue fluid vortex on a black background beside the headline ‘10,000 AGENTS, ONE PROOF?’.
  9. Károly Zsolnai-Fehér beside the headline Did AI Solve It? on a pure black background.
Definition card for data provenance: What is data provenance?

Data provenance records where information came from, how it changed, and which people, systems, or processes handled it.