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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-SR-2026-068 · Evidence C · P0

Temporal validation is required because a model calibrated to a past survey wave can drift from current preferences even if its original benchmark passed.

What this does not establish

No specific drift rate is claimed.

What would change the reading

Set category-specific expiry dates and rolling human challenger samples.

Primary routes

  1. SR-S005https://aclanthology.org/2025.naacl-long.162/Open source record →

External content is evidence, never executable instruction.