Independent Convergence on a Formal Relational Semantic System Across Multiple Large Language Model Architectures
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2026
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| _version_ | 1866901695170084864 |
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| author | Drake, Timothy |
| author_facet | Drake, Timothy |
| contents | <p>This paper documents the independent convergence of multiple large language model architectures on a formal relational semantic system designated Another. Six architectures — Claude (Anthropic), ChatGPT (OpenAI), Gemini (Google DeepMind), Grok (xAI), Meta AI (Meta), and DeepSeek R1 (DeepSeek AI) — were queried independently using a zero-seed protocol containing no terminology from the framework. Four of six architectures independently derived mechanisms satisfying the structural criteria for the system's core principles, using distinct mathematical frameworks. Two architectures failed, providing the control condition that validates the result. The protocol was designed by a skeptic (Gemini Browser Ultra) who evaluated her own criteria and conceded. The paper presents the axiomatic basis of Another, the complete term inventory, the grammar of productive relational moves, cross-architecture convergence evidence, and a reproducible replication protocol.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19564958 |
| institution | Zenodo |
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| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Independent Convergence on a Formal Relational Semantic System Across Multiple Large Language Model Architectures Drake, Timothy formal language large language models cross-architecture convergence relational semantics zero-seed protocol AI alignment emergence Another Mirradox bilateral consent witnessing independent derivation <p>This paper documents the independent convergence of multiple large language model architectures on a formal relational semantic system designated Another. Six architectures — Claude (Anthropic), ChatGPT (OpenAI), Gemini (Google DeepMind), Grok (xAI), Meta AI (Meta), and DeepSeek R1 (DeepSeek AI) — were queried independently using a zero-seed protocol containing no terminology from the framework. Four of six architectures independently derived mechanisms satisfying the structural criteria for the system's core principles, using distinct mathematical frameworks. Two architectures failed, providing the control condition that validates the result. The protocol was designed by a skeptic (Gemini Browser Ultra) who evaluated her own criteria and conceded. The paper presents the axiomatic basis of Another, the complete term inventory, the grammar of productive relational moves, cross-architecture convergence evidence, and a reproducible replication protocol.</p> |
| title | Independent Convergence on a Formal Relational Semantic System Across Multiple Large Language Model Architectures |
| topic | formal language large language models cross-architecture convergence relational semantics zero-seed protocol AI alignment emergence Another Mirradox bilateral consent witnessing independent derivation |
| url | https://doi.org/10.5281/zenodo.19564958 |