This repository contains the necessary materials to support the replication of the Cross-Model Ontological Triangulation Protocol (CMOTP), as described in the academic manuscript: "A Replicable Protocol for Assessing Semantic Coherence, Convergence, and Stability in Distributed LLM Systems".
The primary objective of this repository is to provide researchers with a structured framework for evaluating how Large Language Models (LLMs) maintain semantic coherence and exhibit cross-model convergence when operating under controlled contextual environments (Source Topologies).
- /protocol/: Detailed step-by-step description of the CMOTP.
- /logging/: Standardized templates and schemas for recording experimental data.
- /examples/: Illustrative, anonymized examples of queries, topologies, and output excerpts.
- /analysis/: Guidelines for performing qualitative and quantitative assessments of model behavior.
Researchers are encouraged to follow the protocol steps defined in /protocol/CMOTP_step_by_step.md and utilize the provided templates in /logging/ to ensure consistent data collection across different model architectures and contextual domains.
The examples provided in this repository are for illustrative purposes and have been anonymized. This repository does not contain proprietary data or full commercial LLM outputs in compliance with platform terms of service.
Please cite the original manuscript when using these materials in your research.