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Retrieval-Restricted Reasoning: A Proof of Concept for Adapting Language Models to Economic History

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DataCite Commons2026-02-25 更新2026-05-03 收录
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https://www.openicpsr.org/openicpsr/project/246321/view
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Large language models can produce fluent synthesis whose sources cannot be inspected, accelerating familiar pathologies in economic history: compression of argument, abstraction of context, and dissolution of disagreement into plausible narrative. I present Retrieval-Restricted Reasoning (RRR), a proof-of-concept architecture that treats citation integrity as a mechanical constraint. The system restricts generation to a researcher-curated corpus, requires every reference to resolve to a verifiable page-level location, and refuses to generate when validated evidence falls below configurable thresholds. Tested on a 50-document corpus in the institutions-and-growth debate, the architecture sustains zero citation fabrication across 100 runs, with near-zero location errors diagnosable in the logs. Removing the constraints returns fabrication to levels that make checking impossible.<br>
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ICPSR - Interuniversity Consortium for Political and Social Research
创建时间:
2026-02-25
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