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Documentation Index

Fetch the complete documentation index at: https://docs.mareforma.com/llms.txt

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examples/04_private_data_public_findings/
Lab A discovers a finding and publishes its provenance trace. Lab B reads the trace, replicates on its own private dataset, and publishes back. The graph answers three questions automatically:
  1. Independent paths? Different data sources, or both from LLM prior?
  2. Genuinely reproducible? Stable across datasets, or a data artifact?
  3. Provenance distance? How far is each conclusion from raw data?
Also demonstrates spurious REPLICATED — two INFERRED claims repeating the same LLM prior — and how to detect it from classification.

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Run

pip install langchain-core
cd examples/04_private_data_public_findings
python 04_private_data_public_findings.py