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LAION — DSSE Illustrative Drift Example
This repository is an illustrative example produced with the Crovia DSSE pipeline.
It is not the primary Crovia evidence.
Purpose of this dataset
This dataset exists to show:
- how the DSSE pipeline works
- what a trust drift signal looks like at small scale
- how evidence artifacts are structured
- how reproducibility is preserved
It is meant for inspection and understanding, not for conclusions.
Important clarification
- This example operates on a limited sample
- It does not claim statistical completeness
- It does not assert real-world impact
- It does not compete with the DSSE-1M proof
The reference Crovia evidence is published separately.
Where the real proof lives
➡ Primary Crovia evidence (1M scale):
https://huggingface.co/datasets/crovia/dsse-1m-proof
If you want to understand what DSSE proves, start there.
Contents
snapshot_A.jsonsnapshot_B.jsonDRIFT_SUMMARY.jsonEVIDENCE.json
These files are valid, reproducible artifacts —
but context matters.
Crovia principle
Evidence scales.
Examples explain.
Claims come last — if ever.
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