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November 15, 20250 citationsOpen Access

Empirical Validation of Semantic Relativity Theory v2: Evidence from Search Behavior Analysis Q3 2025

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JLJosé López López

Key Points

  • Key findings include a 2.8 percentage point increase in zero-click searches across platforms, suggesting changes in user behavior.
  • The study used secondary analysis of clickstream data from millions of users, validating the principles of Semantic Relativity Theory v2.
  • ChatGPT's logarithmic growth from 19.47% to 37.08% contrasts with Deepseek's drop, highlighting the dynamic nature of AI adoption.
  • Implications for content strategy and platform development based on artificial intelligence's role in digital ecosystems.

Abstract

The emergence of artificial intelligence tools has transformed the digital search ecosystem, challenging traditional linear models of information retrieval behavior. This study provides empirical validation of Semantic Relativity Theory v2 (TRS v2), a paradigmatic framework proposing that meaning operates as a curved semantic field rather than through linear causality. Through secondary analysis of the State of Search Q3 2025 dataset (Datos (2) AI tool adoption grew from 0.24% to 1.34% while traditional search simultaneously expanded, contradicting substitution models; (3) US and EU markets converged precisely at 1.34% AI adoption from different starting points, evidencing resonance equilibrium; (4) ChatGPT exhibited sustained logarithmic growth (19.47%→37.08%) while Deepseek collapsed (6%→1%), validating the Semantic Uncertainty Principle; (5) zero-click searches increased 2.8 percentage points yet authoritative sources like Wikipedia and NIH.gov persisted, confirming Citability Theory; and (6) search intent varied 17.41%-22.84% across platforms, supporting the Semantic Relativity Principle. These findings establish TRS v2 as a robust explanatory framework for digital communication ecosystems mediated by artificial intelligence, with significant implications for content strategy, platform development, and communication theory.

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Cite This Study

José López López (2025) studied this question.

synapsesocial.com/papers/69251994c0ce034ddc353718https://doi.org/10.5281/zenodo.17616869
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