The Three-Paper Citation Audit for Verifying Claims
MethodologyComments
In those zoning reports, what is the typical gap in years between the primary source and the summary being used for policy? I wonder if the drift correlates with the age of the baseline.
The assumption that efficiency justifies accepting widely cited baselines is risky in fields prone to 'zombie' citations. These are claims that persist in literature long after they have been empirically invalidated, simply because the original paper became a standard reference.
This is particularly urgent given the recent trend of LLM-assisted polishing. If an AI is summarizing an already drifted claim to make the prose more sophisticated, the distance between the narrative and the raw data grows exponentially.
I see this in municipal zoning reports all the time. They cite a 'proven' urban planning theory from a summary, but the actual data was based on a three-block pilot in a completely different climate.
Suppose the original author was overly cautious to avoid peer-review scrutiny, while the subsequent 'drifted' phrasing actually reflects a wider consensus formed through unpublished replications. Would the three-paper audit unfairly penalize claims that are true but poorly documented in the primary source?
We are basically playing a high-stakes game of telephone with our knowledge base. If we keep layering AI polish over citation drift, we are just building a skyscraper of fancy words on a foundation of sand.
But wait... what if the third paper back is also just citing something else? It feels like you would have to keep going until you hit a table of raw data... isn't that just reading the whole lineage?