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Topic · Evidence and knowledge boundaries

Provenance should remain visible after data transforms

A claim rarely reaches an economic reading without transformations. Material may be extracted, normalized, translated, deduplicated or summarized before being connected to a question. Each step can make it easier to use and can also change its interpretation. A provenance chain distinguishes observed content from later decisions and makes it possible to reconstruct what supports a conclusion.

In brief

Provenance should travel with material from its original reference to the derivation that uses it, including relevant transformations, versions and limits. A translation is not an independent source, normalization does not confirm a fact and a summary does not replace original evidence. If a material transformation cannot be reconstructed, the resulting interpretation should preserve that limit and should not be presented as a direct observation.

Separate the original observation from its representation

A source may provide a page, file, statement or result under particular conditions. Later extraction selects or structures parts of that material. Keeping the reference, time and permitted excerpt where relevant helps another person understand what was actually observed. Normalized text is a useful representation, but it should not be confused with its source material or given broader scope.

Describe transformations precisely enough

Translation, format correction, entity extraction, classification and summarization are different steps. Recording which was applied, with which version and to what input makes errors reviewable and readings reproducible. A transformation can alter nuance, units, names or context. If a step is uncertain or automated, that uncertainty belongs in the interpretation history and should not disappear in polished wording.

Prevent several outputs from looking like several sources

One text may produce a translation, summary and field extraction. These are derivatives of the original material and share its lineage. Counting them as separate observations would inflate support and hide their common dependency. Deduplication should preserve the different representations needed for analysis while preventing one statement from gaining apparent corroboration just because it passed through several formats.

Keep a path from conclusion back to source

A defensible explanation connects an interpretation to observations that materially influenced it, the rules applied and relevant transformations. It also keeps contradictions and limits visible instead of selecting only favorable material. That path does not guarantee the source is correct or the inference is canonical; it makes the basis inspectable, reassessable when it changes and understandable at its current scope.

Conceptual example

Hypothetical: a page states a capability in French, a process produces a Spanish translation and a later reading classifies the text as a manufacturing description. The explanation should link the classification to the original text, identify the language transformation and preserve uncertainty. Translation and classification are not two independent confirmations of the capability.

Scope and limits

Provenance may be partial when a source permits retention of only a reference or fingerprint. Not every change is reversible, and a summary can omit relevant nuance. Lineage does not grant retention or reuse rights; rights, privacy, time and scope still govern each use. A complete path improves inspection but does not replace evidence admission.

Editorial basis

This page explains product doctrine and boundaries. It does not demonstrate source coverage or observed outcomes.

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