Terrain signatures in Welsh settlement names

📅 2026-08-27
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🤖 AI Summary
研究通过分析3,757个威尔士定居点名称,使用地形词汇框架和地理结构验证方法,发现名称中包含的地形信息与实际地形高度有显著相关性。
📝 Abstract
Landscapes are named, but whether names retain measurable environmental information beyond broad geographic structure is rarely tested. We analysed 3,757 Welsh settlements using a frozen, source-audited 24-element lexical framework, preregistered outcome-specific models and geographically structured validation. The central comparison contrasted 101 settlements carrying high-terrain elements (\textit{bryn} or \textit{mynydd}) with 139 carrying low-terrain elements (\textit{cwm} or \textit{pant}). High-terrain names occupied locations 24.4 m higher relative to their 2-km surroundings (95\% CI, 10.8--38.1 m; Holm-adjusted $p$ = 0.00137). The association remained positive across prespecified 1-, 2- and 5-km neighbourhood definitions and was reproduced using an independently produced elevation source (24.1 m; 95\% CI, 10.6--37.6 m). Adding terrain-name polarity to a non-lexical spatial and settlement baseline reduced geographically held-out mean squared error by 4.63\%, 6.22\% and 7.30\% under 10-, 25- and 50-km spatial blocking, respectively, although improvement varied among held-out regions. River-related names provided weaker, directionally consistent evidence, while the preregistered woodland model was non-estimable. Residual spatial structure, unresolved name language and the absence of independent external replication limit interpretation. Selected Welsh settlement-name categories therefore retain measurable information about present-day terrain within Wales, without establishing individual etymology, causal naming, historical environmental memory or transferability to other naming systems.
Problem

Research questions and friction points this paper is trying to address.

Welsh settlement names
terrain information
environmental information
Innovation

Methods, ideas, or system contributions that make the work stand out.

terrain signatures
settlement names
geographically structured validation
elevation source
spatial blocking
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O
Oktay Karakuş
Department of Computer Science and Informatics, Cardiff University, Cardiff CF24 4AG, UK
C
Can Eyüpoğlu
Department of Computer Science and Informatics, Cardiff University, Cardiff CF24 4AG, UK; Department of Computer Engineering, Turkish Air Force Academy, National Defence University, Istanbul 34149, Türkiye